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{"parentUuid":"946ff49c-d4ff-4d60-90c2-40a236b0c66f","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01MBNjgYkt8nL1gWh2KGhjCq","type":"tool_result","content":"     1→# Agent Kitchen\n     2→\n     3→**A unified dashboard for all your AI coding agent sessions.**\n     4→\n     5→If you use [Claude Code](https://docs.anthropic.com/en/docs/claude-code) or [Codex CLI](https://github.com/openai/codex), you've probably lost track of what's happening across your sessions. Which repos have active work? What was that session doing? 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To get LLM-generated summaries, either pass `--summarize` to the web command, or pre-index with:\n    55→\n    56→```bash\n    57→# Index all sessions from the last 60 days\n    58→agent-kitchen index\n    59→\n    60→# See what would be indexed without making LLM calls\n    61→agent-kitchen index --dry-run\n    62→\n    63→# Re-index everything, ignoring cache\n    64→agent-kitchen index --force\n    65→\n    66→# Control LLM concurrency (default: 3)\n    67→agent-kitchen index --concurrency 5\n    68→```\n    69→\n    70→Summaries are cached at `~/.cache/agent-kitchen/summaries.json` and shared between the indexer and the dashboard.\n    71→\n    72→## Authentication (for LLM summaries)\n    73→\n    74→LLM-powered summaries require a Claude API credential. Agent Kitchen checks for credentials in this order:\n    75→\n    76→1. `ANTHROPIC_API_KEY` environment variable — standard Anthropic API key\n    77→2. `CLAUDE_CODE_OAUTH_TOKEN` environment variable — Claude Max subscription token\n    78→3. `pass` password manager at `dev/CLAUDE_SUBSCRIPTION_TOKEN` — fallback for `pass` users\n    79→\n    80→```bash\n    81→# Option 1: API key\n    82→export ANTHROPIC_API_KEY=sk-ant-...\n    83→agent-kitchen web --summarize\n    84→\n    85→# Option 2: Max subscription token\n    86→export CLAUDE_CODE_OAUTH_TOKEN=...\n    87→agent-kitchen web --summarize\n    88→```\n    89→\n    90→If no credentials are found, the dashboard still works — you just won't get LLM-generated summaries.\n    91→\n    92→## Configuration\n    93→\n    94→| Environment Variable | Default | Description |\n    95→|---|---|---|\n    96→| `AGENT_KITCHEN_PORT` | `8099` | Server port |\n    97→| `AGENT_KITCHEN_SCAN_DAYS` | `60` | Days of history to scan |\n    98→| `AGENT_KITCHEN_REFRESH_INTERVAL` | `60` | Background rescan interval (seconds) |\n    99→| `AGENT_KITCHEN_TERMINAL` | `ghostty` | Terminal app for session launch (`ghostty` or `terminal`) |\n   100→\n   101→## Session Filtering\n   102→\n   103→Only interactive sessions are shown. The scanner filters out:\n   104→\n   105→- **Programmatic SDK sessions** — single-shot calls with ≤1 user turn (e.g., automated summarization pipelines)\n   106→- **Subagent sessions** — child sessions spawned by the Agent tool, stored in `subagents/` subdirectories\n   107→\n   108→See [docs/session-formats.md](docs/session-formats.md) for details on session file formats.\n   109→\n   110→## Development\n   111→\n   112→```bash\n   113→git clone https://github.com/haldar/agent-kitchen.git\n   114→cd agent-kitchen\n   115→uv pip install -e \".[dev]\"\n   116→\n   117→# Run tests\n   118→uv run pytest\n   119→\n   120→# Lint and format\n   121→uvx ruff check --fix .\n   122→uvx ruff format .\n   123→```\n   124→\n   125→## Requirements\n   126→\n   127→- Python 3.12+\n   128→- macOS (terminal launch uses AppleScript; the dashboard itself works anywhere)\n   129→- `~/.claude` and/or `~/.codex` directories with session data\n   130→\n   131→## License\n   132→\n   133→Apache 2.0 — see [LICENSE](LICENSE).\n   134→"}]},"uuid":"4a0caa15-70e2-4516-bc70-3525f5418675","timestamp":"2026-03-13T22:29:48.173Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"1c3771a8-c91b-40e2-905e-8e0126fce5c9","timestamp":"2026-03-13T22:29:48.356Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"cc2d584b-24a5-477b-930b-20697b3fb1f6","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01G2MfRq2dEzZfaoWu39Hqno","type":"tool_result","content":"     1→# ABOUTME: FastAPI web server serving the dashboard API and static files.\n     2→# ABOUTME: Orchestrates scanning, summarization, and grouping into a unified pipeline.\n     3→\n     4→import asyncio\n     5→import dataclasses\n     6→import json\n     7→import logging\n     8→import os\n     9→import shlex\n    10→import subprocess\n    11→import time\n    12→import uuid\n    13→import webbrowser\n    14→from contextlib import asynccontextmanager\n    15→from datetime import datetime, timedelta, timezone\n    16→from pathlib import Path\n    17→\n    18→from fastapi import FastAPI, Query, WebSocket, WebSocketDisconnect\n    19→from fastapi.responses import JSONResponse\n    20→from fastapi.staticfiles import StaticFiles\n    21→from ptyprocess import PtyProcess\n    22→\n    23→from agent_kitchen import config as _config\n    24→from agent_kitchen.cache import SummaryCache\n    25→from agent_kitchen.config import CACHE_DIR\n    26→from agent_kitchen.git_status import get_repo_root\n    27→from agent_kitchen.grouping import group_sessions\n    28→from agent_kitchen.scanner import scan_claude_sessions, scan_codex_sessions\n    29→from agent_kitchen.summarizer import _make_fallback, batch_summarize, extract_context_for_summary\n    30→\n    31→logger = logging.getLogger(__name__)\n    32→\n    33→# In-memory dashboard data, swapped atomically on each scan\n    34→_dashboard_data: dict | None = None\n    35→\n    36→# Background refresh task handle, stored for cancellation on shutdown\n    37→_refresh_task: asyncio.Task | None = None\n    38→\n    39→# Active PTY processes keyed by terminal ID\n    40→_terminals: dict[str, PtyProcess] = {}\n    41→\n    42→# URL to open in browser after server is ready (set by create_app)\n    43→_open_browser_url: str | None = None\n    44→\n    45→\n    46→async def _open_browser_when_ready():\n    47→    \"\"\"Open the browser after a brief delay to let uvicorn start accepting connections.\"\"\"\n    48→    if _open_browser_url:\n    49→        await asyncio.sleep(0.5)\n    50→        webbrowser.open(_open_browser_url)\n    51→\n    52→\n    53→def _spawn_pty(\n    54→    source: str, session_id: str | None, cwd: str, cols: int = 120, rows: int = 30\n    55→) -> tuple[str, PtyProcess]:\n    56→    \"\"\"Spawn a PTY running a session command.\n    57→\n    58→    If session_id is provided, resume that session. Otherwise start a new one.\n    59→    \"\"\"\n    60→    if session_id:\n    61→        if source == \"claude\":\n    62→            resume_id = shlex.quote(session_id)\n    63→            shell_cmd = (\n    64→                f\"unset CLAUDECODE && claude --dangerously-skip-permissions --resume {resume_id}\"\n    65→            )\n    66→        elif source == \"codex\":\n    67→            shell_cmd = f\"codex resume {shlex.quote(session_id)}\"\n    68→        else:\n    69→            raise ValueError(f\"Unknown source: {source}\")\n    70→    else:\n    71→        shell_cmd = \"unset CLAUDECODE && claude --dangerously-skip-permissions\"\n    72→\n    73→    env = {**os.environ, \"TERM\": \"xterm-256color\"}\n    74→    env.pop(\"CLAUDECODE\", None)\n    75→    pty = PtyProcess.spawn(\n    76→        [\"/bin/zsh\", \"-c\", shell_cmd],\n    77→        cwd=cwd,\n    78→        dimensions=(rows, cols),\n    79→        env=env,\n    80→    )\n    81→    tid = uuid.uuid4().hex[:12]\n    82→    _terminals[tid] = pty\n    83→    return tid, pty\n    84→\n    85→\n    86→def _serialize_dashboard(data: dict) -> dict:\n    87→    \"\"\"Convert dashboard data with dataclass objects to JSON-serializable dicts.\"\"\"\n    88→\n    89→    def serialize_obj(obj):\n    90→        if dataclasses.is_dataclass(obj) and not isinstance(obj, type):\n    91→            d = {}\n    92→            for f in dataclasses.fields(obj):\n    93→                val = getattr(obj, f.name)\n    94→                d[f.name] = serialize_obj(val)\n    95→            return d\n    96→        if isinstance(obj, datetime):\n    97→            return obj.isoformat()\n    98→        if isinstance(obj, list):\n    99→            return [serialize_obj(item) for item in obj]\n   100→        return obj\n   101→\n   102→    return {\n   103→        \"repo_groups\": [serialize_obj(g) for g in data.get(\"repo_groups\", [])],\n   104→        \"non_repo_groups\": [serialize_obj(g) for g in data.get(\"non_repo_groups\", [])],\n   105→        \"last_scanned\": data.get(\"last_scanned\", \"\"),\n   106→        \"scan_duration_ms\": data.get(\"scan_duration_ms\", 0),\n   107→    }\n   108→\n   109→\n   110→def _scan_and_group() -> tuple[list, dict]:\n   111→    \"\"\"Scan sessions and group them (no LLM calls). Returns (all_sessions, dashboard_data).\"\"\"\n   112→    start = time.monotonic()\n   113→    since = datetime.now(timezone.utc) - timedelta(days=_config.SCAN_WINDOW_DAYS)\n   114→\n   115→    # Scan both sources (each scanner is independent — one failing shouldn't block the other)\n   116→    claude_sessions: list = []\n   117→    try:\n   118→        claude_sessions = scan_claude_sessions(since)\n   119→    except Exception:\n   120→        logger.exception(\"Claude session scan failed\")\n   121→\n   122→    codex_sessions: list = []\n   123→    try:\n   124→        codex_sessions = scan_codex_sessions(since)\n   125→    except Exception:\n   126→        logger.exception(\"Codex session scan failed\")\n   127→\n   128→    all_sessions = claude_sessions + codex_sessions\n   129→\n   130→    logger.info(\n   131→        \"Found %d sessions (%d Claude, %d Codex)\",\n   132→        len(all_sessions),\n   133→        len(claude_sessions),\n   134→        len(codex_sessions),\n   135→    )\n   136→\n   137→    # Resolve repo roots for sessions missing them\n   138→    for session in all_sessions:\n   139→        if session.repo_root is None:\n   140→            root = get_repo_root(session.cwd)\n   141→            if root:\n   142→                session.repo_root = root\n   143→                session.repo_name = os.path.basename(root)\n   144→\n   145→    # Apply cached summaries, or generate quick fallbacks from session content\n   146→    cache = SummaryCache(CACHE_DIR / \"summaries.json\")\n   147→    for session in all_sessions:\n   148→        cached = cache.get(session.id)\n   149→        if cached:\n   150→            session.summary = cached[\"summary\"]\n   151→            session.status = cached[\"status\"]\n   152→        elif not session.summary:\n   153→            context = extract_context_for_summary(session.file_path, session.source)\n   154→            if context:\n   155→                fallback = _make_fallback(context)\n   156→                session.summary = fallback.summary\n   157→                session.status = fallback.status\n   158→\n   159→    # Group by repo\n   160→    try:\n   161→        repo_groups, non_repo_groups = group_sessions(all_sessions)\n   162→    except Exception:\n   163→        logger.exception(\"Session grouping failed\")\n   164→        repo_groups, non_repo_groups = [], []\n   165→\n   166→    elapsed_ms = int((time.monotonic() - start) * 1000)\n   167→\n   168→    data = {\n   169→        \"repo_groups\": repo_groups,\n   170→        \"non_repo_groups\": non_repo_groups,\n   171→        \"last_scanned\": datetime.now(timezone.utc).isoformat(),\n   172→        \"scan_duration_ms\": elapsed_ms,\n   173→    }\n   174→    return all_sessions, data\n   175→\n   176→\n   177→async def _summarize_and_regroup(all_sessions: list) -> dict:\n   178→    \"\"\"Run LLM summarization on sessions that need it, then regroup.\"\"\"\n   179→    start = time.monotonic()\n   180→    cache = SummaryCache(CACHE_DIR / \"summaries.json\")\n   181→    needs_summary = [\n   182→        s for s in all_sessions if not s.summary or cache.needs_refresh(s.id, s.file_mtime)\n   183→    ]\n   184→    if not needs_summary:\n   185→        logger.info(\"All sessions already have cached summaries\")\n   186→        return _scan_and_group()[1]\n   187→\n   188→    logger.info(\"Summarizing %d sessions via LLM\", len(needs_summary))\n   189→\n   190→    results = await batch_summarize(all_sessions, cache)\n   191→    for session, result in zip(all_sessions, results):\n   192→        if result:\n   193→            session.summary = result.summary\n   194→            session.status = result.status\n   195→\n   196→    # Regroup with updated summaries\n   197→    try:\n   198→        repo_groups, non_repo_groups = group_sessions(all_sessions)\n   199→    except Exception:\n   200→        logger.exception(\"Session grouping failed\")\n   201→        repo_groups, non_repo_groups = [], []\n   202→\n   203→    elapsed_ms = int((time.monotonic() - start) * 1000)\n   204→    logger.info(\"Summarization complete in %dms\", elapsed_ms)\n   205→\n   206→    return {\n   207→        \"repo_groups\": repo_groups,\n   208→        \"non_repo_groups\": non_repo_groups,\n   209→        \"last_scanned\": datetime.now(timezone.utc).isoformat(),\n   210→        \"scan_duration_ms\": elapsed_ms,\n   211→    }\n   212→\n   213→\n   214→async def run_scan_pipeline() -> dict:\n   215→    \"\"\"Run the full scan → summarize → group pipeline.\n   216→\n   217→    Returns a dict with repo_groups, non_repo_groups, last_scanned, scan_duration_ms.\n   218→    \"\"\"\n   219→    all_sessions, data = _scan_and_group()\n   220→    data = await _summarize_and_regroup(all_sessions)\n   221→    return data\n   222→\n   223→\n   224→def _launch_in_terminal(source: str, session_id: str, cwd: str) -> None:\n   225→    \"\"\"Open a new terminal window with the resume command for a session.\"\"\"\n   226→    if source == \"claude\":\n   227→        cmd = (\n   228→            f\"cd {cwd} && unset CLAUDECODE\"\n   229→            f\" && claude --dangerously-skip-permissions --resume {session_id}\"\n   230→        )\n   231→    elif source == \"codex\":\n   232→        cmd = f\"cd {cwd} && codex resume {session_id}\"\n   233→    else:\n   234→        raise ValueError(f\"Unknown source: {source}\")\n   235→\n   236→    terminal = _config.TERMINAL_APP.lower()\n   237→    if terminal == \"ghostty\":\n   238→        # Use --command config key to tell Ghostty what to run in the new window.\n   239→        # -n opens a new instance (new window); --args passes flags to Ghostty.\n   240→        shell_cmd = f\"/bin/zsh -c {shlex.quote(cmd)}\"\n   241→        subprocess.run(\n   242→            [\"open\", \"-na\", \"Ghostty\", \"--args\", f\"--command={shell_cmd}\"],\n   243→            check=True,\n   244→        )\n   245→    elif terminal == \"terminal\":\n   246→        applescript = f'''\n   247→        tell application \"Terminal\"\n   248→            activate\n   249→            do script \"{cmd}\"\n   250→        end tell\n   251→        '''\n   252→        subprocess.run([\"osascript\", \"-e\", applescript], check=True)\n   253→    else:\n   254→        raise ValueError(\n   255→            f\"Unknown terminal app: {_config.TERMINAL_APP}. \"\n   256→            \"Set AGENT_KITCHEN_TERMINAL to 'ghostty' or 'terminal'.\"\n   257→        )\n   258→\n   259→\n   260→async def _background_refresh_loop(interval: int = _config.REFRESH_INTERVAL_SECONDS) -> None:\n   261→    \"\"\"Periodically re-run the scan pipeline and swap in-memory data atomically.\"\"\"\n   262→    global _dashboard_data\n   263→    while True:\n   264→        await asyncio.sleep(interval)\n   265→        try:\n   266→            logger.info(\"Background refresh starting\")\n   267→            new_data = await run_scan_pipeline()\n   268→            _dashboard_data = new_data\n   269→            logger.info(\"Background refresh complete\")\n   270→        except Exception:\n   271→            logger.exception(\"Background refresh failed\")\n   272→\n   273→\n   274→async def _initial_scan_then_refresh() -> None:\n   275→    \"\"\"Run a fast scan immediately, then summarize, then enter periodic refresh.\"\"\"\n   276→    global _dashboard_data\n   277→    try:\n   278→        logger.info(\"Initial scan starting (fast, no LLM)\")\n   279→        all_sessions, data = _scan_and_group()\n   280→        _dashboard_data = data\n   281→        logger.info(\n   282→            \"Initial scan complete — dashboard ready with %d sessions\",\n   283→            sum(len(g.sessions) for g in data[\"repo_groups\"])\n   284→            + sum(len(g.sessions) for g in data[\"non_repo_groups\"]),\n   285→        )\n   286→\n   287→        # Run LLM summarization in the background and update data when done\n   288→        logger.info(\"Starting background LLM summarization\")\n   289→        summarized_data = await _summarize_and_regroup(all_sessions)\n   290→        _dashboard_data = summarized_data\n   291→        logger.info(\"Background summarization complete\")\n   292→    except Exception:\n   293→        logger.exception(\"Initial scan failed\")\n   294→    await _background_refresh_loop()\n   295→\n   296→\n   297→@asynccontextmanager\n   298→async def _lifespan(app: FastAPI):\n   299→    \"\"\"Start initial scan + background refresh on startup, cancel on shutdown.\"\"\"\n   300→    global _refresh_task\n   301→    _refresh_task = asyncio.create_task(_initial_scan_then_refresh())\n   302→    asyncio.create_task(_open_browser_when_ready())\n   303→    yield\n   304→    _refresh_task.cancel()\n   305→    try:\n   306→        await _refresh_task\n   307→    except asyncio.CancelledError:\n   308→        pass\n   309→    _refresh_task = None\n   310→\n   311→\n   312→@asynccontextmanager\n   313→async def _scan_only_lifespan(app: FastAPI):\n   314→    \"\"\"Scan and group sessions on startup without LLM summarization or background refresh.\"\"\"\n   315→    global _dashboard_data\n   316→    try:\n   317→        logger.info(\"Scan-only mode: scanning sessions (no LLM, no background refresh)\")\n   318→        _all_sessions, data = _scan_and_group()\n   319→        _dashboard_data = data\n   320→        logger.info(\n   321→            \"Scan-only mode complete — %d sessions loaded from cache/fallback\",\n   322→            sum(len(g.sessions) for g in data[\"repo_groups\"])\n   323→            + sum(len(g.sessions) for g in data[\"non_repo_groups\"]),\n   324→        )\n   325→    except Exception:\n   326→        logger.exception(\"Scan-only startup failed\")\n   327→    asyncio.create_task(_open_browser_when_ready())\n   328→    yield\n   329→\n   330→\n   331→def create_app(\n   332→    *,\n   333→    enable_background_refresh: bool = True,\n   334→    summarize: bool = True,\n   335→    open_browser: str | None = None,\n   336→) -> FastAPI:\n   337→    \"\"\"Create and configure the FastAPI application.\n   338→\n   339→    Args:\n   340→        enable_background_refresh: If True, start periodic background rescan on startup.\n   341→            Set to False in tests to avoid background tasks.\n   342→        summarize: If False, skip LLM summarization and background refresh.\n   343→            Uses cached summaries and fallbacks only.\n   344→        open_browser: If set, open this URL in the browser once the server is ready.\n   345→    \"\"\"\n   346→    global _open_browser_url\n   347→    _open_browser_url = open_browser\n   348→    if not enable_background_refresh:\n   349→        lifespan = None\n   350→    elif not summarize:\n   351→        lifespan = _scan_only_lifespan\n   352→    else:\n   353→        lifespan = _lifespan\n   354→    app = FastAPI(title=\"Agent Kitchen\", lifespan=lifespan)\n   355→\n   356→    @app.get(\"/api/sessions\")\n   357→    async def get_sessions():\n   358→        global _dashboard_data\n   359→        if _dashboard_data is None:\n   360→            return JSONResponse(\n   361→                content={\n   362→                    \"repo_groups\": [],\n   363→                    \"non_repo_groups\": [],\n   364→                    \"last_scanned\": \"\",\n   365→                    \"scan_duration_ms\": 0,\n   366→                }\n   367→            )\n   368→        return JSONResponse(content=_serialize_dashboard(_dashboard_data))\n   369→\n   370→    @app.get(\"/api/refresh\")\n   371→    async def refresh(scan_days: int = Query(default=_config.SCAN_WINDOW_DAYS)):\n   372→        global _dashboard_data\n   373→        saved = _config.SCAN_WINDOW_DAYS\n   374→        _config.SCAN_WINDOW_DAYS = scan_days\n   375→        try:\n   376→            data = await run_scan_pipeline()\n   377→        finally:\n   378→            _config.SCAN_WINDOW_DAYS = saved\n   379→        _dashboard_data = data\n   380→        return JSONResponse(content=_serialize_dashboard(data))\n   381→\n   382→    @app.get(\"/api/launch\")\n   383→    async def launch(\n   384→        source: str = Query(...),\n   385→        session_id: str = Query(...),\n   386→        cwd: str = Query(...),\n   387→    ):\n   388→        if source not in (\"claude\", \"codex\"):\n   389→            return JSONResponse(\n   390→                status_code=400,\n   391→                content={\"error\": f\"Invalid source: {source}. Must be 'claude' or 'codex'.\"},\n   392→            )\n   393→        try:\n   394→            _launch_in_terminal(source, session_id, cwd)\n   395→            return JSONResponse(content={\"ok\": True})\n   396→        except (OSError, subprocess.CalledProcessError) as e:\n   397→            return JSONResponse(\n   398→                status_code=500,\n   399→                content={\"error\": f\"Failed to launch terminal: {e}\"},\n   400→            )\n   401→\n   402→    @app.websocket(\"/ws/terminal\")\n   403→    async def terminal_ws(ws: WebSocket):\n   404→        source = ws.query_params.get(\"source\", \"\")\n   405→        session_id = ws.query_params.get(\"session_id\", \"\")\n   406→        cwd = ws.query_params.get(\"cwd\", \"\")\n   407→        mode = ws.query_params.get(\"mode\", \"resume\")\n   408→\n   409→        if mode == \"new\":\n   410→            # New session only needs cwd; source defaults to claude\n   411→            source = source or \"claude\"\n   412→            session_id = None\n   413→            if not cwd:\n   414→                await ws.close(code=1008, reason=\"Missing cwd for new session\")\n   415→                return\n   416→        elif source not in (\"claude\", \"codex\") or not session_id or not cwd:\n   417→            await ws.close(code=1008, reason=\"Missing or invalid query params\")\n   418→            return\n   419→\n   420→        await ws.accept()\n   421→        logger.info(\"Terminal WS accepted: source=%s session=%s cwd=%s\", source, session_id, cwd)\n   422→\n   423→        try:\n   424→            tid, pty = _spawn_pty(source, session_id, cwd)\n   425→        except Exception:\n   426→            logger.exception(\"Failed to spawn PTY\")\n   427→            await ws.close(code=1011, reason=\"PTY spawn failed\")\n   428→            return\n   429→\n   430→        logger.info(\"PTY spawned: tid=%s pid=%d\", tid, pty.pid)\n   431→        reader_task = None\n   432→\n   433→        try:\n   434→            # PTY → WebSocket: read in a thread to avoid blocking the event loop\n   435→            async def pty_reader():\n   436→                loop = asyncio.get_event_loop()\n   437→                while True:\n   438→                    try:\n   439→                        data = await loop.run_in_executor(\n   440→                            None, lambda: pty.read(4096).decode(\"utf-8\", errors=\"replace\")\n   441→                        )\n   442→                        await ws.send_text(data)\n   443→                    except EOFError:\n   444→                        logger.info(\"PTY EOF for tid=%s\", tid)\n   445→                        await ws.close()\n   446→                        break\n   447→                    except Exception:\n   448→                        logger.exception(\"PTY reader error for tid=%s\", tid)\n   449→                        break\n   450→\n   451→            reader_task = asyncio.create_task(pty_reader())\n   452→\n   453→            # WebSocket → PTY: forward keystrokes, handle resize messages\n   454→            while True:\n   455→                text = await ws.receive_text()\n   456→                if text.startswith('{\"type\":\"resize\"'):\n   457→                    try:\n   458→                        msg = json.loads(text)\n   459→                        pty.setwinsize(msg[\"rows\"], msg[\"cols\"])\n   460→                    except (json.JSONDecodeError, KeyError):\n   461→                        pass\n   462→                else:\n   463→                    pty.write(text.encode(\"utf-8\"))\n   464→        except WebSocketDisconnect:\n   465→            logger.info(\"WebSocket disconnected for tid=%s\", tid)\n   466→        except Exception:\n   467→            logger.exception(\"Terminal WS error for tid=%s\", tid)\n   468→        finally:\n   469→            if reader_task:\n   470→                reader_task.cancel()\n   471→            if pty.isalive():\n   472→                pty.terminate(force=True)\n   473→            _terminals.pop(tid, None)\n   474→            logger.info(\"Terminal cleanup done for tid=%s\", tid)\n   475→\n   476→    # Mount static files (serve index.html at root)\n   477→    static_dir = Path(__file__).parent / \"static\"\n   478→    if static_dir.exists():\n   479→        app.mount(\"/\", StaticFiles(directory=str(static_dir), html=True), name=\"static\")\n   480→\n   481→    return app\n   482→\n   483→\n   484→def main():\n   485→    \"\"\"Entry point for the agent-kitchen CLI command.\"\"\"\n   486→    from agent_kitchen.cli import main as cli_main\n   487→\n   488→    cli_main()\n   489→\n   490→\n   491→if __name__ == \"__main__\":\n   492→    main()\n   493→"}]},"uuid":"c525e424-09f9-4b7b-9abf-94c7a7f18dc0","timestamp":"2026-03-13T22:29:48.627Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"b7125283-f532-4b0c-beea-9842bb72c44a","timestamp":"2026-03-13T22:29:48.633Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"b7125283-f532-4b0c-beea-9842bb72c44a","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01YGANgpdfm1SZ9wpPXzASQX","type":"tool_result","content":"     1→<!DOCTYPE html>\n     2→<html lang=\"en\">\n     3→<head>\n     4→  <meta charset=\"UTF-8\">\n     5→  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n     6→  <title>Agent Kitchen</title>\n     7→  <link rel=\"preconnect\" href=\"https://fonts.googleapis.com\">\n     8→  <link rel=\"preconnect\" href=\"https://fonts.gstatic.com\" crossorigin>\n     9→  <link href=\"https://fonts.googleapis.com/css2?family=Archivo+Black&family=Archivo:wght@400;500;600;700&family=JetBrains+Mono:wght@400;500&display=swap\" rel=\"stylesheet\">\n    10→  <link rel=\"stylesheet\" href=\"style.css\">\n    11→  <link rel=\"stylesheet\" href=\"https://cdn.jsdelivr.net/npm/@xterm/xterm@5.5.0/css/xterm.min.css\">\n    12→  <script src=\"https://cdn.jsdelivr.net/npm/@xterm/xterm@5.5.0/lib/xterm.min.js\"></script>\n    13→  <script src=\"https://cdn.jsdelivr.net/npm/@xterm/addon-fit@0.10.0/lib/addon-fit.min.js\"></script>\n    14→  <script src=\"https://cdn.jsdelivr.net/npm/@xterm/addon-web-links@0.11.0/lib/addon-web-links.min.js\"></script>\n    15→</head>\n    16→<body>\n    17→  <header class=\"header\">\n    18→    <div class=\"header-left\">\n    19→      <h1 class=\"header-title\">AGENT KITCHEN</h1>\n    20→    </div>\n    21→    <div class=\"header-right\">\n    22→      <span class=\"last-scan\" id=\"last-scan\">Last scan: --</span>\n    23→      <label class=\"scan-days-label\">\n    24→        <input type=\"number\" id=\"scan-days\" class=\"scan-days-input\" value=\"7\" min=\"1\" max=\"365\">\n    25→        <span class=\"scan-days-suffix\">days</span>\n    26→      </label>\n    27→      <button class=\"btn-refresh\" id=\"btn-refresh\" title=\"Refresh\">Refresh</button>\n    28→    </div>\n    29→  </header>\n    30→\n    31→  <div class=\"filter-bar\" id=\"filter-bar\">\n    32→    <div class=\"time-slider-row\">\n    33→      <span class=\"time-slider-label\" id=\"time-slider-label\">All time</span>\n    34→      <input type=\"range\" id=\"time-slider\" class=\"time-slider\" min=\"1\" max=\"60\" value=\"60\">\n    35→    </div>\n    36→  </div>\n    37→\n    38→  <main class=\"content\" id=\"content\">\n    39→    <div class=\"loading\" id=\"loading\">Loading sessions...</div>\n    40→\n    41→    <!-- Repo groups rendered here by app.js -->\n    42→    <div id=\"repo-groups\"></div>\n    43→\n    44→    <!-- Non-repo groups rendered here by app.js -->\n    45→    <div id=\"non-repo-groups\"></div>\n    46→\n    47→    <!-- Flat chronological view (hidden by default) -->\n    48→    <div id=\"chrono-view\" class=\"hidden\"></div>\n    49→\n    50→    <!-- Empty state -->\n    51→    <div id=\"empty-state\" class=\"empty-state hidden\">\n    52→      No sessions found. Make sure <code>~/.claude</code> or <code>~/.codex</code> directories exist.\n    53→    </div>\n    54→  </main>\n    55→\n    56→  <div id=\"search-overlay\" class=\"search-overlay hidden\">\n    57→    <div class=\"search-box\">\n    58→      <div class=\"search-input-row\">\n    59→        <span class=\"search-icon\">/</span>\n    60→        <input type=\"text\" id=\"search-input\" class=\"search-input\"\n    61→               placeholder=\"Search sessions...\" autocomplete=\"off\" spellcheck=\"false\">\n    62→        <kbd class=\"search-hint\">esc</kbd>\n    63→      </div>\n    64→      <div class=\"search-results\" id=\"search-results\"></div>\n    65→    </div>\n    66→  </div>\n    67→\n    68→  <div id=\"terminal-panel\" class=\"terminal-panel hidden\">\n    69→    <div class=\"terminal-panel-header\">\n    70→      <span class=\"terminal-panel-title\" id=\"terminal-title\">Terminal</span>\n    71→      <button class=\"terminal-panel-close\" id=\"terminal-close\">&times;</button>\n    72→    </div>\n    73→    <div id=\"terminal-container\"></div>\n    74→  </div>\n    75→\n    76→  <script src=\"app.js\"></script>\n    77→</body>\n    78→</html>\n    79→"}]},"uuid":"b608d87f-c639-492d-b7cb-dfeef4c666ab","timestamp":"2026-03-13T22:29:48.630Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"6a3fa289-ee94-4803-a641-032d3c87167b","timestamp":"2026-03-13T22:29:48.633Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"98e9c7d7-d592-4e97-86f1-cec91ad8ef5f","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"type":"text","text":"Research the competitive landscape for AI coding agent dashboards/management tools. Do NOT write any code - just research.\n\n1. First, fetch and analyze https://www.conductor.build/ - understand what it does, features, pricing, target audience\n2. Search the web for similar tools in this space. Search for terms like:\n   - \"AI coding agent dashboard\"\n   - \"Claude Code session manager\"\n   - \"AI agent orchestration developer tools\"\n   - \"coding agent monitoring dashboard\"\n   - \"multi-agent coding workflow manager\"\n   - \"Codex CLI dashboard\"\n   - \"AI pair programming session manager\"\n3. For each competitor found, summarize: what it does, key features, target user, pricing model, differentiators\n\nReturn a comprehensive list of all competitors you find with detailed analysis of each."}]},"uuid":"cb1db57d-6c64-4a5d-8091-1ee25a918335","timestamp":"2026-03-13T22:29:50.522Z"},"type":"agent_progress","prompt":"Research the competitive landscape for AI coding agent dashboards/management tools. Do NOT write any code - just research.\n\n1. First, fetch and analyze https://www.conductor.build/ - understand what it does, features, pricing, target audience\n2. Search the web for similar tools in this space. Search for terms like:\n   - \"AI coding agent dashboard\"\n   - \"Claude Code session manager\"\n   - \"AI agent orchestration developer tools\"\n   - \"coding agent monitoring dashboard\"\n   - \"multi-agent coding workflow manager\"\n   - \"Codex CLI dashboard\"\n   - \"AI pair programming session manager\"\n3. For each competitor found, summarize: what it does, key features, target user, pricing model, differentiators\n\nReturn a comprehensive list of all competitors you find with detailed analysis of each.","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"3b6c1614-08d2-4a64-885b-50f43a2f70b1","timestamp":"2026-03-13T22:29:50.523Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"e36b4f22-d6e8-4af9-a168-7e6eeca41605","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DABzT8ZG1eR1YFEf5kDBkw","type":"tool_result","content":"     1→// ABOUTME: Dashboard client — fetches session data, renders UI, handles interactions.\n     2→// ABOUTME: Vanilla JS with no build step; polls /api/sessions for updates.\n     3→\n     4→(function () {\n     5→  \"use strict\";\n     6→\n     7→  // --- State ---\n     8→  let dashboardData = null;\n     9→  let lastScannedTime = null;\n    10→  let expandedRepos = new Set(); // repo_root values that are expanded\n    11→  var timeFilterDays = Infinity; // max days back to show (Infinity = all)\n    12→\n    13→  // --- DOM refs ---\n    14→  const $loading = document.getElementById(\"loading\");\n    15→  const $repoGroups = document.getElementById(\"repo-groups\");\n    16→  const $nonRepoGroups = document.getElementById(\"non-repo-groups\");\n    17→  const $chronoView = document.getElementById(\"chrono-view\");\n    18→  const $emptyState = document.getElementById(\"empty-state\");\n    19→  const $lastScan = document.getElementById(\"last-scan\");\n    20→  const $btnRefresh = document.getElementById(\"btn-refresh\");\n    21→  const $scanDays = document.getElementById(\"scan-days\");\n    22→  const $timeSlider = document.getElementById(\"time-slider\");\n    23→  const $timeSliderLabel = document.getElementById(\"time-slider-label\");\n    24→  const $searchOverlay = document.getElementById(\"search-overlay\");\n    25→  const $searchInput = document.getElementById(\"search-input\");\n    26→  const $searchResults = document.getElementById(\"search-results\");\n    27→\n    28→  // --- Helpers ---\n    29→\n    30→  function timeAgo(isoString) {\n    31→    if (!isoString) return \"--\";\n    32→    const diff = Date.now() - new Date(isoString).getTime();\n    33→    const seconds = Math.floor(diff / 1000);\n    34→    if (seconds < 60) return seconds + \"s ago\";\n    35→    const minutes = Math.floor(seconds / 60);\n    36→    if (minutes < 60) return minutes + \"m ago\";\n    37→    const hours = Math.floor(minutes / 60);\n    38→    if (hours < 24) return hours + \"h ago\";\n    39→    const days = Math.floor(hours / 24);\n    40→    return days + \"d ago\";\n    41→  }\n    42→\n    43→  function statusCssClass(status) {\n    44→    return (status || \"\").replace(/\\s+/g, \"-\");\n    45→  }\n    46→\n    47→  function isActiveDot(status) {\n    48→    return [\"in progress\", \"likely in progress\", \"waiting for input\"].includes(status);\n    49→  }\n    50→\n    51→  var INITIAL_VISIBLE = 10;\n    52→\n    53→  function escapeHtml(str) {\n    54→    const div = document.createElement(\"div\");\n    55→    div.textContent = str || \"\";\n    56→    return div.innerHTML;\n    57→  }\n    58→\n    59→  function sessionLabel(session) {\n    60→    if (session.summary) return session.summary;\n    61→    if (session.slug) return session.slug;\n    62→    return session.id.substring(0, 8) + \"\\u2026\";\n    63→  }\n    64→\n    65→  function allSessions() {\n    66→    if (!dashboardData) return [];\n    67→    var sessions = [];\n    68→    (dashboardData.repo_groups || []).forEach(function (g) {\n    69→      g.sessions.forEach(function (s) {\n    70→        sessions.push({ session: s, repoName: g.repo_name || \"\" });\n    71→      });\n    72→    });\n    73→    (dashboardData.non_repo_groups || []).forEach(function (g) {\n    74→      var name = g.cwd.split(\"/\").filter(Boolean).pop() || g.cwd;\n    75→      g.sessions.forEach(function (s) {\n    76→        sessions.push({ session: s, repoName: name });\n    77→      });\n    78→    });\n    79→    return sessions;\n    80→  }\n    81→\n    82→  function fuzzyMatch(text, query) {\n    83→    var tLower = text.toLowerCase();\n    84→    var qLower = query.toLowerCase();\n    85→    var qi = 0;\n    86→    var indices = [];\n    87→    for (var ti = 0; ti < tLower.length && qi < qLower.length; ti++) {\n    88→      if (tLower[ti] === qLower[qi]) {\n    89→        indices.push(ti);\n    90→        qi++;\n    91→      }\n    92→    }\n    93→    if (qi < qLower.length) return null;\n    94→    // Score: prefer consecutive matches and matches at word boundaries\n    95→    var score = 0;\n    96→    for (var i = 0; i < indices.length; i++) {\n    97→      if (i > 0 && indices[i] === indices[i - 1] + 1) score += 10;\n    98→      if (indices[i] === 0 || text[indices[i] - 1] === \" \") score += 5;\n    99→    }\n   100→    return { indices: indices, score: score };\n   101→  }\n   102→\n   103→  function highlightMatches(text, indices) {\n   104→    if (!indices || indices.length === 0) return escapeHtml(text);\n   105→    var result = \"\";\n   106→    var idxSet = new Set(indices);\n   107→    var inMark = false;\n   108→    for (var i = 0; i < text.length; i++) {\n   109→      if (idxSet.has(i) && !inMark) {\n   110→        result += \"<mark>\";\n   111→        inMark = true;\n   112→      } else if (!idxSet.has(i) && inMark) {\n   113→        result += \"</mark>\";\n   114→        inMark = false;\n   115→      }\n   116→      result += escapeHtml(text[i]);\n   117→    }\n   118→    if (inMark) result += \"</mark>\";\n   119→    return result;\n   120→  }\n   121→\n   122→  function filterSessionByTime(session) {\n   123→    if (timeFilterDays === Infinity) return true;\n   124→    if (!session.last_active) return false;\n   125→    var cutoff = Date.now() - timeFilterDays * 24 * 60 * 60 * 1000;\n   126→    return new Date(session.last_active).getTime() >= cutoff;\n   127→  }\n   128→\n   129→  function filterGroupSessions(group) {\n   130→    return group.sessions.filter(filterSessionByTime);\n   131→  }\n   132→\n   133→  // --- Rendering ---\n   134→\n   135→  function renderSessionRow(session) {\n   136→    const cssCls = statusCssClass(session.status);\n   137→    const row = document.createElement(\"div\");\n   138→    row.className = \"session-row\";\n   139→    row.innerHTML =\n   140→      '<div class=\"status-dot ' + cssCls + '\"></div>' +\n   141→      '<div class=\"session-summary\">' + escapeHtml(sessionLabel(session)) + \"</div>\" +\n   142→      '<span class=\"status-label ' + cssCls + '\">' + escapeHtml(session.status) + \"</span>\" +\n   143→      '<span class=\"time-ago\">' + timeAgo(session.last_active) + \"</span>\" +\n   144→      '<span class=\"source-badge ' + session.source + '\">' + session.source + \"</span>\";\n   145→\n   146→    row.addEventListener(\"click\", function () {\n   147→      launchSession(session, row);\n   148→    });\n   149→\n   150→    return row;\n   151→  }\n   152→\n   153→  // Octocat SVG icon for git repo groups\n   154→  var OCTOCAT_SVG = '<svg class=\"octocat-icon\" viewBox=\"0 0 16 16\" width=\"14\" height=\"14\" fill=\"currentColor\">' +\n   155→    '<path d=\"M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49' +\n   156→    '-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82' +\n   157→    '.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15' +\n   158→    '-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27.68 0 1.36.09 2 .27 1.53-1.04 2.2-.82' +\n   159→    ' 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48' +\n   160→    ' 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.013 8.013 0 0016 8c0-4.42-3.58-8-8-8z\"/></svg>';\n   161→\n   162→  function renderRepoGroup(group, filteredSessions) {\n   163→    if (filteredSessions.length === 0) return null;\n   164→\n   165→    var isExpanded = expandedRepos.has(group.repo_root);\n   166→    var container = document.createElement(\"div\");\n   167→    container.className = \"repo-group\";\n   168→\n   169→    // Git meta string\n   170→    var metaParts = [];\n   171→    if (group.git_branch) metaParts.push(group.git_branch);\n   172→    if (group.git_dirty) metaParts.push('<span class=\"dirty\">dirty</span>');\n   173→    if (group.unpushed_commits > 0) metaParts.push('<span class=\"unpushed\">' + group.unpushed_commits + \" unpushed</span>\");\n   174→    if (!group.git_dirty && group.unpushed_commits === 0) metaParts.push(\"clean\");\n   175→    metaParts.push(filteredSessions.length + \" sessions\");\n   176→\n   177→    var header = document.createElement(\"div\");\n   178→    header.className = \"repo-header\";\n   179→    header.innerHTML =\n   180→      '<div class=\"repo-header-left\">' +\n   181→      '<span class=\"repo-chevron ' + (isExpanded ? \"expanded\" : \"\") + '\">\\u25B6</span>' +\n   182→      OCTOCAT_SVG +\n   183→      '<span class=\"repo-name\">' + escapeHtml(group.repo_name) + \"</span>\" +\n   184→      '<span class=\"repo-meta\">(' + metaParts.join(\", \") + \")</span>\" +\n   185→      \"</div>\" +\n   186→      '<div class=\"repo-header-right\">' +\n   187→      '<button class=\"btn-new-session\" title=\"New Claude session in ' + escapeHtml(group.repo_root) + '\">+</button>' +\n   188→      timeAgo(group.last_active) +\n   189→      \"</div>\";\n   190→\n   191→    var sessionList = document.createElement(\"div\");\n   192→    sessionList.className = \"session-list\" + (isExpanded ? \"\" : \" collapsed\");\n   193→\n   194→    var visibleCount = INITIAL_VISIBLE;\n   195→    var showingAll = filteredSessions.length <= INITIAL_VISIBLE;\n   196→\n   197→    function renderVisibleSessions() {\n   198→      sessionList.innerHTML = \"\";\n   199→      var toShow = showingAll ? filteredSessions : filteredSessions.slice(0, visibleCount);\n   200→      toShow.forEach(function (session) {\n   201→        sessionList.appendChild(renderSessionRow(session));\n   202→      });\n   203→      if (!showingAll) {\n   204→        var moreBtn = document.createElement(\"div\");\n   205→        moreBtn.className = \"show-more-btn\";\n   206→        moreBtn.textContent = \"Show all \" + filteredSessions.length + \" sessions\";\n   207→        moreBtn.addEventListener(\"click\", function (e) {\n   208→          e.stopPropagation();\n   209→          showingAll = true;\n   210→          renderVisibleSessions();\n   211→          sessionList.style.maxHeight = sessionList.scrollHeight + \"px\";\n   212→        });\n   213→        sessionList.appendChild(moreBtn);\n   214→      }\n   215→    }\n   216→    renderVisibleSessions();\n   217→\n   218→    header.querySelector(\".btn-new-session\").addEventListener(\"click\", function (e) {\n   219→      e.stopPropagation();\n   220→      openNewSession(group.repo_root);\n   221→    });\n   222→\n   223→    header.addEventListener(\"click\", function () {\n   224→      if (expandedRepos.has(group.repo_root)) {\n   225→        expandedRepos.delete(group.repo_root);\n   226→        sessionList.classList.add(\"collapsed\");\n   227→        header.querySelector(\".repo-chevron\").classList.remove(\"expanded\");\n   228→      } else {\n   229→        expandedRepos.add(group.repo_root);\n   230→        sessionList.classList.remove(\"collapsed\");\n   231→        sessionList.style.maxHeight = sessionList.scrollHeight + \"px\";\n   232→        header.querySelector(\".repo-chevron\").classList.add(\"expanded\");\n   233→      }\n   234→    });\n   235→\n   236→    // Set initial max-height for expanded groups\n   237→    if (isExpanded) {\n   238→      requestAnimationFrame(function () {\n   239→        sessionList.style.maxHeight = sessionList.scrollHeight + \"px\";\n   240→      });\n   241→    }\n   242→\n   243→    container.appendChild(header);\n   244→    container.appendChild(sessionList);\n   245→    return container;\n   246→  }\n   247→\n   248→  function renderNonRepoGroup(group, filteredSessions) {\n   249→    if (filteredSessions.length === 0) return null;\n   250→\n   251→    var isExpanded = expandedRepos.has(group.cwd);\n   252→    var container = document.createElement(\"div\");\n   253→    container.className = \"repo-group\";\n   254→\n   255→    // Use last path component as display name\n   256→    var displayName = group.cwd.split(\"/\").filter(Boolean).pop() || group.cwd;\n   257→\n   258→    var header = document.createElement(\"div\");\n   259→    header.className = \"repo-header\";\n   260→    header.innerHTML =\n   261→      '<div class=\"repo-header-left\">' +\n   262→      '<span class=\"repo-chevron ' + (isExpanded ? \"expanded\" : \"\") + '\">\\u25B6</span>' +\n   263→      '<span class=\"repo-name\">' + escapeHtml(displayName) + \"</span>\" +\n   264→      '<span class=\"repo-meta\">(' + filteredSessions.length + \" sessions)</span>\" +\n   265→      \"</div>\" +\n   266→      '<div class=\"repo-header-right\">' +\n   267→      '<button class=\"btn-new-session\" title=\"New Claude session in ' + escapeHtml(group.cwd) + '\">+</button>' +\n   268→      timeAgo(group.last_active) +\n   269→      \"</div>\";\n   270→\n   271→    var sessionList = document.createElement(\"div\");\n   272→    sessionList.className = \"session-list\" + (isExpanded ? \"\" : \" collapsed\");\n   273→\n   274→    var showingAll = filteredSessions.length <= INITIAL_VISIBLE;\n   275→\n   276→    function renderVisibleSessions() {\n   277→      sessionList.innerHTML = \"\";\n   278→      var toShow = showingAll ? filteredSessions : filteredSessions.slice(0, INITIAL_VISIBLE);\n   279→      toShow.forEach(function (session) {\n   280→        sessionList.appendChild(renderSessionRow(session));\n   281→      });\n   282→      if (!showingAll) {\n   283→        var moreBtn = document.createElement(\"div\");\n   284→        moreBtn.className = \"show-more-btn\";\n   285→        moreBtn.textContent = \"Show all \" + filteredSessions.length + \" sessions\";\n   286→        moreBtn.addEventListener(\"click\", function (e) {\n   287→          e.stopPropagation();\n   288→          showingAll = true;\n   289→          renderVisibleSessions();\n   290→          sessionList.style.maxHeight = sessionList.scrollHeight + \"px\";\n   291→        });\n   292→        sessionList.appendChild(moreBtn);\n   293→      }\n   294→    }\n   295→    renderVisibleSessions();\n   296→\n   297→    header.querySelector(\".btn-new-session\").addEventListener(\"click\", function (e) {\n   298→      e.stopPropagation();\n   299→      openNewSession(group.cwd);\n   300→    });\n   301→\n   302→    header.addEventListener(\"click\", function () {\n   303→      if (expandedRepos.has(group.cwd)) {\n   304→        expandedRepos.delete(group.cwd);\n   305→        sessionList.classList.add(\"collapsed\");\n   306→        header.querySelector(\".repo-chevron\").classList.remove(\"expanded\");\n   307→      } else {\n   308→        expandedRepos.add(group.cwd);\n   309→        sessionList.classList.remove(\"collapsed\");\n   310→        sessionList.style.maxHeight = sessionList.scrollHeight + \"px\";\n   311→        header.querySelector(\".repo-chevron\").classList.add(\"expanded\");\n   312→      }\n   313→    });\n   314→\n   315→    if (isExpanded) {\n   316→      requestAnimationFrame(function () {\n   317→        sessionList.style.maxHeight = sessionList.scrollHeight + \"px\";\n   318→      });\n   319→    }\n   320→\n   321→    container.appendChild(header);\n   322→    container.appendChild(sessionList);\n   323→    return container;\n   324→  }\n   325→\n   326→  function render() {\n   327→    if (!dashboardData) return;\n   328→\n   329→    $loading.classList.add(\"hidden\");\n   330→\n   331→    var hasRepos = (dashboardData.repo_groups || []).length > 0;\n   332→    var hasNonRepos = (dashboardData.non_repo_groups || []).length > 0;\n   333→\n   334→    if (!hasRepos && !hasNonRepos) {\n   335→      $emptyState.classList.remove(\"hidden\");\n   336→      $repoGroups.classList.add(\"hidden\");\n   337→      $nonRepoGroups.classList.add(\"hidden\");\n   338→      $chronoView.classList.add(\"hidden\");\n   339→      return;\n   340→    }\n   341→\n   342→    $emptyState.classList.add(\"hidden\");\n   343→    $chronoView.classList.add(\"hidden\");\n   344→    $repoGroups.classList.remove(\"hidden\");\n   345→    $nonRepoGroups.classList.add(\"hidden\");\n   346→\n   347→    // Combine repo and non-repo groups into one list sorted by last_active\n   348→    var allGroups = [];\n   349→    (dashboardData.repo_groups || []).forEach(function (g) {\n   350→      allGroups.push({ type: \"repo\", group: g, last_active: g.last_active });\n   351→    });\n   352→    (dashboardData.non_repo_groups || []).forEach(function (g) {\n   353→      allGroups.push({ type: \"non-repo\", group: g, last_active: g.last_active });\n   354→    });\n   355→    allGroups.sort(function (a, b) {\n   356→      return new Date(b.last_active) - new Date(a.last_active);\n   357→    });\n   358→\n   359→    // Auto-expand the first group on initial render\n   360→    if (expandedRepos.size === 0 && allGroups.length > 0) {\n   361→      var firstGroup = allGroups[0];\n   362→      var expandKey = firstGroup.type === \"repo\" ? firstGroup.group.repo_root : firstGroup.group.cwd;\n   363→      expandedRepos.add(expandKey);\n   364→    }\n   365→\n   366→    $repoGroups.innerHTML = \"\";\n   367→    allGroups.forEach(function (entry) {\n   368→      var filtered = filterGroupSessions(entry.group);\n   369→      var el = entry.type === \"repo\"\n   370→        ? renderRepoGroup(entry.group, filtered)\n   371→        : renderNonRepoGroup(entry.group, filtered);\n   372→      if (el) $repoGroups.appendChild(el);\n   373→    });\n   374→  }\n   375→\n   376→  // --- API ---\n   377→\n   378→  function fetchSessions() {\n   379→    return fetch(\"/api/sessions\")\n   380→      .then(function (res) { return res.json(); })\n   381→      .then(function (data) {\n   382→        dashboardData = data;\n   383→        lastScannedTime = data.last_scanned;\n   384→        updateSliderRange();\n   385→        render();\n   386→        updateLastScan();\n   387→      })\n   388→      .catch(function (err) {\n   389→        console.error(\"Failed to fetch sessions:\", err);\n   390→      });\n   391→  }\n   392→\n   393→  function refreshSessions() {\n   394→    var days = parseInt($scanDays.value, 10) || 7;\n   395→    $btnRefresh.classList.add(\"spinning\");\n   396→    $btnRefresh.textContent = \"Refreshing...\";\n   397→    return fetch(\"/api/refresh?scan_days=\" + days)\n   398→      .then(function (res) { return res.json(); })\n   399→      .then(function (data) {\n   400→        dashboardData = data;\n   401→        lastScannedTime = data.last_scanned;\n   402→        updateSliderRange();\n   403→        render();\n   404→        updateLastScan();\n   405→      })\n   406→      .catch(function (err) {\n   407→        console.error(\"Failed to refresh:\", err);\n   408→      })\n   409→      .finally(function () {\n   410→        $btnRefresh.classList.remove(\"spinning\");\n   411→        $btnRefresh.textContent = \"Refresh\";\n   412→      });\n   413→  }\n   414→\n   415→  function launchSession(session, rowEl) {\n   416→    rowEl.classList.add(\"launched\");\n   417→    setTimeout(function () { rowEl.classList.remove(\"launched\"); }, 500);\n   418→    openTerminal(session);\n   419→  }\n   420→\n   421→  function openNewSession(cwd) {\n   422→    closeTerminal();\n   423→\n   424→    $terminalPanel.classList.remove(\"hidden\");\n   425→    document.body.classList.add(\"terminal-open\");\n   426→\n   427→    var term = new Terminal({\n   428→      fontFamily: '\"JetBrains Mono\", \"SF Mono\", monospace',\n   429→      fontSize: 13,\n   430→      theme: {\n   431→        background: \"#111111\",\n   432→        foreground: \"#FAFAFA\",\n   433→        cursor: \"#FF4D00\",\n   434→      },\n   435→      cursorBlink: true,\n   436→    });\n   437→\n   438→    var fitAddon = new FitAddon.FitAddon();\n   439→    term.loadAddon(fitAddon);\n   440→    term.loadAddon(new WebLinksAddon.WebLinksAddon());\n   441→\n   442→    term.open($terminalContainer);\n   443→    fitAddon.fit();\n   444→\n   445→    var params = new URLSearchParams({ mode: \"new\", cwd: cwd });\n   446→    var wsProtocol = location.protocol === \"https:\" ? \"wss:\" : \"ws:\";\n   447→    var wsUrl = wsProtocol + \"//\" + location.host + \"/ws/terminal?\" + params.toString();\n   448→    var ws = new WebSocket(wsUrl);\n   449→\n   450→    ws.onopen = function () {\n   451→      ws.send(JSON.stringify({ type: \"resize\", cols: term.cols, rows: term.rows }));\n   452→      term.focus();\n   453→    };\n   454→\n   455→    ws.onmessage = function (evt) { term.write(evt.data); };\n   456→    ws.onclose = function () { term.write(\"\\r\\n\\x1b[90m[session ended]\\x1b[0m\\r\\n\"); };\n   457→\n   458→    term.onData(function (data) {\n   459→      if (ws.readyState === WebSocket.OPEN) ws.send(data);\n   460→    });\n   461→\n   462→    term.onResize(function (size) {\n   463→      if (ws.readyState === WebSocket.OPEN) {\n   464→        ws.send(JSON.stringify({ type: \"resize\", cols: size.cols, rows: size.rows }));\n   465→      }\n   466→    });\n   467→\n   468→    window.addEventListener(\"resize\", handleTerminalResize);\n   469→\n   470→    var displayName = cwd.split(\"/\").filter(Boolean).pop() || cwd;\n   471→    $terminalTitle.textContent = \"New session in \" + displayName;\n   472→    activeTerminal = { term: term, ws: ws, fitAddon: fitAddon };\n   473→  }\n   474→\n   475→  // --- Terminal ---\n   476→\n   477→  var activeTerminal = null; // { term, ws, fitAddon }\n   478→  var $terminalPanel = document.getElementById(\"terminal-panel\");\n   479→  var $terminalContainer = document.getElementById(\"terminal-container\");\n   480→  var $terminalTitle = document.getElementById(\"terminal-title\");\n   481→  var $terminalClose = document.getElementById(\"terminal-close\");\n   482→\n   483→  function openTerminal(session) {\n   484→    closeTerminal();\n   485→\n   486→    $terminalPanel.classList.remove(\"hidden\");\n   487→    document.body.classList.add(\"terminal-open\");\n   488→\n   489→    var term = new Terminal({\n   490→      fontFamily: '\"JetBrains Mono\", \"SF Mono\", monospace',\n   491→      fontSize: 13,\n   492→      theme: {\n   493→        background: \"#111111\",\n   494→        foreground: \"#FAFAFA\",\n   495→        cursor: \"#FF4D00\",\n   496→      },\n   497→      cursorBlink: true,\n   498→    });\n   499→\n   500→    var fitAddon = new FitAddon.FitAddon();\n   501→    term.loadAddon(fitAddon);\n   502→    term.loadAddon(new WebLinksAddon.WebLinksAddon());\n   503→\n   504→    term.open($terminalContainer);\n   505→    fitAddon.fit();\n   506→\n   507→    var params = new URLSearchParams({\n   508→      source: session.source,\n   509→      session_id: session.id,\n   510→      cwd: session.cwd,\n   511→    });\n   512→    var wsProtocol = location.protocol === \"https:\" ? \"wss:\" : \"ws:\";\n   513→    var wsUrl = wsProtocol + \"//\" + location.host + \"/ws/terminal?\" + params.toString();\n   514→    var ws = new WebSocket(wsUrl);\n   515→\n   516→    ws.onopen = function () {\n   517→      ws.send(JSON.stringify({\n   518→        type: \"resize\",\n   519→        cols: term.cols,\n   520→        rows: term.rows,\n   521→      }));\n   522→      term.focus();\n   523→    };\n   524→\n   525→    ws.onmessage = function (evt) {\n   526→      term.write(evt.data);\n   527→    };\n   528→\n   529→    ws.onclose = function () {\n   530→      term.write(\"\\r\\n\\x1b[90m[session ended]\\x1b[0m\\r\\n\");\n   531→    };\n   532→\n   533→    term.onData(function (data) {\n   534→      if (ws.readyState === WebSocket.OPEN) {\n   535→        ws.send(data);\n   536→      }\n   537→    });\n   538→\n   539→    term.onResize(function (size) {\n   540→      if (ws.readyState === WebSocket.OPEN) {\n   541→        ws.send(JSON.stringify({\n   542→          type: \"resize\",\n   543→          cols: size.cols,\n   544→          rows: size.rows,\n   545→        }));\n   546→      }\n   547→    });\n   548→\n   549→    window.addEventListener(\"resize\", handleTerminalResize);\n   550→\n   551→    $terminalTitle.textContent = sessionLabel(session);\n   552→    activeTerminal = { term: term, ws: ws, fitAddon: fitAddon };\n   553→  }\n   554→\n   555→  function handleTerminalResize() {\n   556→    if (activeTerminal) {\n   557→      activeTerminal.fitAddon.fit();\n   558→    }\n   559→  }\n   560→\n   561→  function closeTerminal() {\n   562→    if (!activeTerminal) return;\n   563→    activeTerminal.ws.close();\n   564→    activeTerminal.term.dispose();\n   565→    activeTerminal = null;\n   566→    $terminalPanel.classList.add(\"hidden\");\n   567→    document.body.classList.remove(\"terminal-open\");\n   568→    $terminalContainer.innerHTML = \"\";\n   569→    window.removeEventListener(\"resize\", handleTerminalResize);\n   570→  }\n   571→\n   572→  $terminalClose.addEventListener(\"click\", closeTerminal);\n   573→\n   574→  // --- Last scan timer ---\n   575→\n   576→  function updateLastScan() {\n   577→    if (lastScannedTime) {\n   578→      $lastScan.textContent = \"Last scan: \" + timeAgo(lastScannedTime);\n   579→    }\n   580→  }\n   581→\n   582→  // --- Time Slider ---\n   583→\n   584→  function computeMaxDays() {\n   585→    if (!dashboardData) return 60;\n   586→    var oldest = Infinity;\n   587→    var all = allSessions();\n   588→    all.forEach(function (entry) {\n   589→      if (entry.session.last_active) {\n   590→        var t = new Date(entry.session.last_active).getTime();\n   591→        if (t < oldest) oldest = t;\n   592→      }\n   593→    });\n   594→    if (oldest === Infinity) return 60;\n   595→    return Math.max(1, Math.ceil((Date.now() - oldest) / (24 * 60 * 60 * 1000)));\n   596→  }\n   597→\n   598→  function updateSliderRange() {\n   599→    var maxDays = computeMaxDays();\n   600→    $timeSlider.max = maxDays;\n   601→    $timeSlider.value = maxDays;\n   602→    timeFilterDays = Infinity;\n   603→    updateSliderLabel(maxDays, maxDays);\n   604→  }\n   605→\n   606→  function updateSliderLabel(val, max) {\n   607→    if (val >= max) {\n   608→      $timeSliderLabel.textContent = \"All time\";\n   609→    } else if (val === 1) {\n   610→      $timeSliderLabel.textContent = \"Last 24h\";\n   611→    } else {\n   612→      $timeSliderLabel.textContent = \"Last \" + val + \"d\";\n   613→    }\n   614→  }\n   615→\n   616→  $timeSlider.addEventListener(\"input\", function () {\n   617→    var val = parseInt($timeSlider.value, 10);\n   618→    var max = parseInt($timeSlider.max, 10);\n   619→    if (val >= max) {\n   620→      timeFilterDays = Infinity;\n   621→    } else {\n   622→      timeFilterDays = val;\n   623→    }\n   624→    updateSliderLabel(val, max);\n   625→    render();\n   626→  });\n   627→\n   628→  // --- Search Overlay ---\n   629→\n   630→  var searchSelectedIdx = 0;\n   631→  var searchMatches = [];\n   632→\n   633→  function openSearch() {\n   634→    $searchOverlay.classList.remove(\"hidden\");\n   635→    $searchInput.value = \"\";\n   636→    $searchResults.innerHTML = \"\";\n   637→    searchSelectedIdx = 0;\n   638→    searchMatches = [];\n   639→    $searchInput.focus();\n   640→  }\n   641→\n   642→  function closeSearch() {\n   643→    $searchOverlay.classList.add(\"hidden\");\n   644→    $searchInput.value = \"\";\n   645→    $searchResults.innerHTML = \"\";\n   646→  }\n   647→\n   648→  function performSearch(query) {\n   649→    $searchResults.innerHTML = \"\";\n   650→    searchSelectedIdx = 0;\n   651→\n   652→    if (!query.trim()) {\n   653→      searchMatches = [];\n   654→      return;\n   655→    }\n   656→\n   657→    var all = allSessions();\n   658→    var scored = [];\n   659→    all.forEach(function (entry) {\n   660→      var label = sessionLabel(entry.session);\n   661→      var searchText = label + \" \" + entry.repoName + \" \" + (entry.session.status || \"\");\n   662→      var m = fuzzyMatch(searchText, query);\n   663→      if (m) {\n   664→        // Re-match just the label for highlighting\n   665→        var labelMatch = fuzzyMatch(label, query);\n   666→        scored.push({\n   667→          session: entry.session,\n   668→          repoName: entry.repoName,\n   669→          score: m.score,\n   670→          labelIndices: labelMatch ? labelMatch.indices : [],\n   671→        });\n   672→      }\n   673→    });\n   674→\n   675→    scored.sort(function (a, b) { return b.score - a.score; });\n   676→    searchMatches = scored.slice(0, 50);\n   677→\n   678→    if (searchMatches.length === 0) {\n   679→      $searchResults.innerHTML = '<div class=\"search-no-results\">No matches</div>';\n   680→      return;\n   681→    }\n   682→\n   683→    searchMatches.forEach(function (match, idx) {\n   684→      var row = document.createElement(\"div\");\n   685→      row.className = \"search-result-row\" + (idx === 0 ? \" selected\" : \"\");\n   686→      var cssCls = statusCssClass(match.session.status);\n   687→      row.innerHTML =\n   688→        '<div class=\"status-dot ' + cssCls + '\"></div>' +\n   689→        '<div>' +\n   690→          '<div class=\"search-result-summary\">' +\n   691→            highlightMatches(sessionLabel(match.session), match.labelIndices) +\n   692→          '</div>' +\n   693→          '<span class=\"search-result-repo\">' + escapeHtml(match.repoName) + '</span>' +\n   694→        '</div>' +\n   695→        '<span class=\"status-label ' + cssCls + '\">' +\n   696→          escapeHtml(match.session.status) + '</span>' +\n   697→        '<span class=\"time-ago\">' + timeAgo(match.session.last_active) + '</span>';\n   698→\n   699→      row.addEventListener(\"click\", function () {\n   700→        closeSearch();\n   701→        launchFromSearch(match.session);\n   702→      });\n   703→      $searchResults.appendChild(row);\n   704→    });\n   705→  }\n   706→\n   707→  function launchFromSearch(session) {\n   708→    openTerminal(session);\n   709→  }\n   710→\n   711→  function updateSearchSelection() {\n   712→    var rows = $searchResults.querySelectorAll(\".search-result-row\");\n   713→    rows.forEach(function (r, i) {\n   714→      r.classList.toggle(\"selected\", i === searchSelectedIdx);\n   715→    });\n   716→    if (rows[searchSelectedIdx]) {\n   717→      rows[searchSelectedIdx].scrollIntoView({ block: \"nearest\" });\n   718→    }\n   719→  }\n   720→\n   721→  $searchInput.addEventListener(\"input\", function () {\n   722→    performSearch($searchInput.value);\n   723→  });\n   724→\n   725→  $searchInput.addEventListener(\"keydown\", function (e) {\n   726→    if (e.key === \"Escape\") {\n   727→      e.preventDefault();\n   728→      closeSearch();\n   729→    } else if (e.key === \"ArrowDown\") {\n   730→      e.preventDefault();\n   731→      if (searchMatches.length > 0) {\n   732→        searchSelectedIdx = Math.min(searchSelectedIdx + 1, searchMatches.length - 1);\n   733→        updateSearchSelection();\n   734→      }\n   735→    } else if (e.key === \"ArrowUp\") {\n   736→      e.preventDefault();\n   737→      if (searchMatches.length > 0) {\n   738→        searchSelectedIdx = Math.max(searchSelectedIdx - 1, 0);\n   739→        updateSearchSelection();\n   740→      }\n   741→    } else if (e.key === \"Enter\") {\n   742→      e.preventDefault();\n   743→      if (searchMatches.length > 0 && searchMatches[searchSelectedIdx]) {\n   744→        closeSearch();\n   745→        launchFromSearch(searchMatches[searchSelectedIdx].session);\n   746→      }\n   747→    }\n   748→  });\n   749→\n   750→  $searchOverlay.addEventListener(\"click\", function (e) {\n   751→    if (e.target === $searchOverlay) closeSearch();\n   752→  });\n   753→\n   754→  document.addEventListener(\"keydown\", function (e) {\n   755→    // Don't trigger if typing in an input, textarea, or terminal is focused\n   756→    if (e.target.tagName === \"INPUT\" || e.target.tagName === \"TEXTAREA\") return;\n   757→    if (activeTerminal) return;\n   758→    if (e.key === \"/\") {\n   759→      e.preventDefault();\n   760→      openSearch();\n   761→    }\n   762→  });\n   763→\n   764→  // --- Event listeners ---\n   765→\n   766→  $btnRefresh.addEventListener(\"click\", refreshSessions);\n   767→\n   768→  // --- Init ---\n   769→\n   770→  fetchSessions();\n   771→})();\n   772→"}]},"uuid":"f877f13a-8219-4f56-addc-8e34fcf33fef","timestamp":"2026-03-13T22:29:51.101Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"2bd2756f-5b21-403f-a3a0-13413b01a538","timestamp":"2026-03-13T22:29:51.101Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"09400708-c503-4f0c-a998-bb3c5674f55a","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_011feTgVVgDCDZD8csLL69k4","type":"tool_result","content":"     1→# ABOUTME: Reads ~/.claude and ~/.codex session JSONL files and extracts Session metadata.\n     2→# ABOUTME: Walks project directories, parses records, decodes paths, and yields Session objects.\n     3→\n     4→import json\n     5→import logging\n     6→import os\n     7→import re\n     8→import subprocess\n     9→from datetime import datetime, timezone\n    10→from pathlib import Path\n    11→\n    12→from agent_kitchen.config import CLAUDE_PROJECTS_DIR, CODEX_INDEX_PATH, CODEX_SESSIONS_DIR\n    13→from agent_kitchen.models import Session\n    14→\n    15→logger = logging.getLogger(__name__)\n    16→\n    17→\n    18→def decode_claude_project_path(dirname: str) -> str:\n    19→    \"\"\"Decode a Claude project directory name to a filesystem path.\n    20→\n    21→    The directory name encodes the working directory path with `-` as separator.\n    22→    The leading `-` maps to `/`, and each subsequent `-` maps to `/`.\n    23→    Example: \"-Users-jane-repos-myproject\" → \"/Users/jane/repos/myproject\"\n    24→    \"\"\"\n    25→    return dirname.replace(\"-\", \"/\")\n    26→\n    27→\n    28→def _read_last_line(file_path: str) -> str | None:\n    29→    \"\"\"Read the last non-empty line of a file efficiently using tail.\"\"\"\n    30→    try:\n    31→        result = subprocess.run(\n    32→            [\"tail\", \"-1\", file_path],\n    33→            capture_output=True,\n    34→            text=True,\n    35→            timeout=5,\n    36→        )\n    37→        if result.returncode == 0:\n    38→            return result.stdout.strip()\n    39→    except (subprocess.TimeoutExpired, OSError):\n    40→        pass\n    41→    return None\n    42→\n    43→\n    44→def _parse_jsonl_line(line: str) -> dict | None:\n    45→    \"\"\"Parse a single JSONL line, returning None on failure.\"\"\"\n    46→    try:\n    47→        return json.loads(line)\n    48→    except (json.JSONDecodeError, ValueError):\n    49→        return None\n    50→\n    51→\n    52→def _parse_timestamp(ts: str | None) -> datetime | None:\n    53→    \"\"\"Parse an ISO 8601 timestamp string to a timezone-aware datetime.\"\"\"\n    54→    if not ts:\n    55→        return None\n    56→    try:\n    57→        dt = datetime.fromisoformat(ts.replace(\"Z\", \"+00:00\"))\n    58→        if dt.tzinfo is None:\n    59→            dt = dt.replace(tzinfo=timezone.utc)\n    60→        return dt\n    61→    except (ValueError, AttributeError):\n    62→        return None\n    63→\n    64→\n    65→def _scan_single_claude_file(file_path: Path) -> Session | None:\n    66→    \"\"\"Parse a single Claude Code JSONL session file into a Session object.\"\"\"\n    67→    try:\n    68→        with open(file_path) as f:\n    69→            lines = f.readlines()\n    70→    except OSError as e:\n    71→        logger.warning(\"Failed to read %s: %s\", file_path, e)\n    72→        return None\n    73→\n    74→    if not lines:\n    75→        return None\n    76→\n    77→    # Parse first line for initial metadata\n    78→    first_record = _parse_jsonl_line(lines[0])\n    79→    if not first_record:\n    80→        logger.warning(\"Failed to parse first line of %s\", file_path)"}]},"uuid":"fbc9293e-13e6-4bec-bb6d-bbb378d2abf5","timestamp":"2026-03-13T22:29:54.601Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"ad5ed990-20e9-45b5-a981-4bda259bfddf","timestamp":"2026-03-13T22:29:55.104Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"ad5ed990-20e9-45b5-a981-4bda259bfddf","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LS7Hyemvq5jV8j2J8McRjL","type":"tool_result","content":"     1→# ABOUTME: Data model definitions for agent sessions and repo groupings.\n     2→# ABOUTME: Core dataclasses used across the scanner, summarizer, and server.\n     3→\n     4→from dataclasses import dataclass, field\n     5→from datetime import datetime\n     6→\n     7→\n     8→@dataclass\n     9→class Session:\n    10→    \"\"\"A single AI coding agent session parsed from a JSONL file.\"\"\"\n    11→\n    12→    id: str\n    13→    source: str  # \"claude\" or \"codex\"\n    14→    cwd: str\n    15→    repo_root: str | None\n    16→    repo_name: str | None\n    17→    git_branch: str | None\n    18→    started_at: datetime\n    19→    last_active: datetime\n    20→    slug: str | None\n    21→    summary: str\n    22→    status: str  # \"done\", \"likely done\", \"in progress\", \"likely in progress\", \"waiting for input\"\n    23→    turn_count: int\n    24→    file_path: str\n    25→    file_mtime: float\n    26→\n    27→\n    28→@dataclass\n    29→class RepoGroup:\n    30→    \"\"\"Sessions grouped by git repository, with live git status.\"\"\"\n    31→\n    32→    repo_root: str\n    33→    repo_name: str\n    34→    git_branch: str | None\n    35→    git_dirty: bool\n    36→    unpushed_commits: int\n    37→    sessions: list[Session] = field(default_factory=list)\n    38→    last_active: datetime = field(default_factory=lambda: datetime.min)\n    39→\n    40→\n    41→@dataclass\n    42→class NonRepoGroup:\n    43→    \"\"\"Sessions not inside any git repo, grouped by working directory.\"\"\"\n    44→\n    45→    cwd: str\n    46→    sessions: list[Session] = field(default_factory=list)\n    47→    last_active: datetime = field(default_factory=lambda: datetime.min)\n    48→"}]},"uuid":"650c8be7-e02c-4fe8-98be-2d0a0dc9d0cd","timestamp":"2026-03-13T22:29:54.599Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"42fa409c-310d-4f27-a412-147040002e31","timestamp":"2026-03-13T22:29:55.105Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"42fa409c-310d-4f27-a412-147040002e31","isSidechain":false,"type":"progress","data":{"message":{"type":"assistant","timestamp":"2026-03-13T22:29:55.106Z","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01M18QzzKYbqt4yDbePNmzNu","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HYSoNAVw1nhscwh91UD8kr","name":"Read","input":{"file_path":"/Users/haldar/repos/gh/agent-kitchen/src/agent_kitchen/summarizer.py","limit":80},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":298,"cache_creation_input_tokens":10803,"cache_read_input_tokens":62635,"cache_creation":{"ephemeral_5m_input_tokens":10803,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"requestId":"req_011CZ1sRNZL1vj82gCNq6Bxc","uuid":"8d67f5ea-11e3-406a-96af-d68a2fd5d248"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"78dc4c01-d535-4a83-ab17-17600c6a7ced","timestamp":"2026-03-13T22:29:55.106Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"78dc4c01-d535-4a83-ab17-17600c6a7ced","isSidechain":false,"type":"progress","data":{"message":{"type":"assistant","timestamp":"2026-03-13T22:29:55.111Z","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01M18QzzKYbqt4yDbePNmzNu","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LaQt2585QavPwqZb1UJeuX","name":"Read","input":{"file_path":"/Users/haldar/repos/gh/agent-kitchen/src/agent_kitchen/cli.py"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":298,"cache_creation_input_tokens":10803,"cache_read_input_tokens":62635,"cache_creation":{"ephemeral_5m_input_tokens":10803,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"requestId":"req_011CZ1sRNZL1vj82gCNq6Bxc","uuid":"cd8ce1da-50ed-43fc-b7c7-2da8adff0e99"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"765f0122-2d41-4fc6-8181-e12bf560fbb3","timestamp":"2026-03-13T22:29:55.111Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"765f0122-2d41-4fc6-8181-e12bf560fbb3","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LaQt2585QavPwqZb1UJeuX","type":"tool_result","content":"     1→# ABOUTME: CLI entry point for agent-kitchen with subcommands.\n     2→# ABOUTME: \"web\" launches the dashboard, \"index\" pre-summarizes sessions.\n     3→\n     4→import argparse\n     5→import asyncio\n     6→import logging\n     7→import sys\n     8→\n     9→import uvicorn\n    10→\n    11→from agent_kitchen import config\n    12→from agent_kitchen.config import setup_auth\n    13→from agent_kitchen.indexer import run_indexer\n    14→from agent_kitchen.server import create_app\n    15→\n    16→\n    17→def build_arg_parser() -> argparse.ArgumentParser:\n    18→    \"\"\"Build the argument parser with web and index subcommands.\"\"\"\n    19→    parser = argparse.ArgumentParser(\n    20→        prog=\"agent-kitchen\",\n    21→        description=\"Dashboard for monitoring AI coding agent sessions\",\n    22→    )\n    23→    subparsers = parser.add_subparsers(dest=\"command\", required=True)\n    24→\n    25→    # --- web subcommand ---\n    26→    web = subparsers.add_parser(\n    27→        \"web\",\n    28→        help=\"Launch the web dashboard (uses cached summaries by default)\",\n    29→    )\n    30→    web.add_argument(\n    31→        \"--port\",\n    32→        type=int,\n    33→        default=config.SERVER_PORT,\n    34→        help=f\"Port to serve on (default: {config.SERVER_PORT})\",\n    35→    )\n    36→    web.add_argument(\n    37→        \"--scan-days\",\n    38→        type=int,\n    39→        default=config.SCAN_WINDOW_DAYS,\n    40→        help=f\"Number of days to scan back (default: {config.SCAN_WINDOW_DAYS})\",\n    41→    )\n    42→    web.add_argument(\n    43→        \"--no-open\",\n    44→        action=\"store_true\",\n    45→        default=False,\n    46→        help=\"Don't auto-open the dashboard in a browser\",\n    47→    )\n    48→    web.add_argument(\n    49→        \"--summarize\",\n    50→        action=\"store_true\",\n    51→        default=False,\n    52→        help=\"Enable background LLM summarization (off by default)\",\n    53→    )\n    54→\n    55→    # --- index subcommand ---\n    56→    index = subparsers.add_parser(\n    57→        \"index\",\n    58→        help=\"Pre-index and summarize sessions to populate the cache\",\n    59→    )\n    60→    index.add_argument(\n    61→        \"--scan-days\",\n    62→        type=int,\n    63→        default=config.SCAN_WINDOW_DAYS,\n    64→        help=f\"Days of history to scan (default: {config.SCAN_WINDOW_DAYS})\",\n    65→    )\n    66→    index.add_argument(\n    67→        \"--concurrency\",\n    68→        type=int,\n    69→        default=config.SUMMARY_CONCURRENCY,\n    70→        help=f\"Max concurrent LLM calls (default: {config.SUMMARY_CONCURRENCY})\",\n    71→    )\n    72→    index.add_argument(\n    73→        \"--dry-run\",\n    74→        action=\"store_true\",\n    75→        help=\"Scan and report what would be indexed, but skip LLM calls\",\n    76→    )\n    77→    index.add_argument(\n    78→        \"--force\",\n    79→        action=\"store_true\",\n    80→        help=\"Re-summarize all sessions, ignoring cache\",\n    81→    )\n    82→\n    83→    return parser\n    84→\n    85→\n    86→def _run_web(args: argparse.Namespace) -> None:\n    87→    \"\"\"Launch the web dashboard.\"\"\"\n    88→    config.SCAN_WINDOW_DAYS = args.scan_days\n    89→    config.SERVER_PORT = args.port\n    90→\n    91→    print(\"Agent Kitchen starting...\")\n    92→\n    93→    if args.summarize:\n    94→        try:\n    95→            setup_auth()\n    96→            print(\"Authentication configured via Max subscription.\")\n    97→        except RuntimeError as e:\n    98→            print(f\"Warning: {e}\")\n    99→            print(\"LLM summarization will use fallback mode.\")\n   100→\n   101→    url = f\"http://localhost:{args.port}\"\n   102→    open_url = url if not args.no_open else None\n   103→    app = create_app(summarize=args.summarize, open_browser=open_url)\n   104→\n   105→    print(f\"Dashboard starting at {url}\")\n   106→\n   107→    uvicorn.run(app, host=\"127.0.0.1\", port=args.port, log_level=\"info\")\n   108→\n   109→\n   110→def _run_index(args: argparse.Namespace) -> None:\n   111→    \"\"\"Pre-index and summarize sessions.\"\"\"\n   112→    asyncio.run(\n   113→        run_indexer(\n   114→            scan_days=args.scan_days,\n   115→            concurrency=args.concurrency,\n   116→            dry_run=args.dry_run,\n   117→            force=args.force,\n   118→        )\n   119→    )\n   120→\n   121→\n   122→def run_cli(argv: list[str] | None = None) -> None:\n   123→    \"\"\"Parse arguments and dispatch to the appropriate subcommand.\"\"\"\n   124→    parser = build_arg_parser()\n   125→    args = parser.parse_args(argv)\n   126→\n   127→    logging.basicConfig(\n   128→        level=logging.INFO,\n   129→        format=\"%(asctime)s %(levelname)s [%(name)s] %(message)s\",\n   130→        datefmt=\"%H:%M:%S\",\n   131→        stream=sys.stderr,\n   132→    )\n   133→    logging.getLogger(\"claude_agent_sdk\").setLevel(logging.WARNING)\n   134→\n   135→    if args.command == \"web\":\n   136→        _run_web(args)\n   137→    elif args.command == \"index\":\n   138→        _run_index(args)\n   139→\n   140→\n   141→def main() -> None:\n   142→    \"\"\"Entry point for the agent-kitchen console script.\"\"\"\n   143→    run_cli()\n   144→"}]},"uuid":"3055f163-cfe1-4d61-bd62-fd7c631d161c","timestamp":"2026-03-13T22:29:55.124Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"5931101b-5f6f-4946-877a-1dc5388e5e49","timestamp":"2026-03-13T22:29:55.126Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"5931101b-5f6f-4946-877a-1dc5388e5e49","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HYSoNAVw1nhscwh91UD8kr","type":"tool_result","content":"     1→# ABOUTME: Extracts compact context from session JSONL files for LLM summarization.\n     2→# ABOUTME: Calls Claude Haiku via Agent SDK to generate summaries and classify session status.\n     3→\n     4→import asyncio\n     5→import json\n     6→import logging\n     7→from dataclasses import dataclass\n     8→\n     9→from agent_kitchen.config import HAIKU_MODEL, SUMMARY_CONCURRENCY\n    10→\n    11→logger = logging.getLogger(__name__)\n    12→\n    13→MAX_MESSAGE_LENGTH = 500\n    14→LAST_MESSAGES_COUNT = 5\n    15→\n    16→\n    17→def _parse_line(line: str) -> dict | None:\n    18→    \"\"\"Parse a JSONL line, returning None on failure.\"\"\"\n    19→    try:\n    20→        return json.loads(line)\n    21→    except (json.JSONDecodeError, ValueError):\n    22→        return None\n    23→\n    24→\n    25→def _extract_text_from_content(content) -> str:\n    26→    \"\"\"Extract text from a Claude message content field.\n    27→\n    28→    Content can be a plain string or an array of content blocks.\n    29→    Tool use blocks are stripped — only text blocks are included.\n    30→    \"\"\"\n    31→    if isinstance(content, str):\n    32→        return content\n    33→    if isinstance(content, list):\n    34→        parts = []\n    35→        for block in content:\n    36→            if isinstance(block, dict) and block.get(\"type\") == \"text\":\n    37→                parts.append(block.get(\"text\", \"\"))\n    38→        return \" \".join(parts)\n    39→    return \"\"\n    40→\n    41→\n    42→def _truncate(text: str, max_length: int = MAX_MESSAGE_LENGTH) -> str:\n    43→    \"\"\"Truncate text to max_length, adding ellipsis if truncated.\"\"\"\n    44→    if len(text) <= max_length:\n    45→        return text\n    46→    return text[:max_length] + \"...\"\n    47→\n    48→\n    49→def _extract_claude_messages(lines: list[str]) -> tuple[str | None, list[tuple[str, str]], int]:\n    50→    \"\"\"Extract messages from Claude Code JSONL lines.\n    51→\n    52→    Returns:\n    53→        (first_user_message, all_messages_as_role_text_pairs, turn_count)\n    54→    \"\"\"\n    55→    first_user_message = None\n    56→    messages: list[tuple[str, str]] = []\n    57→    turn_count = 0\n    58→\n    59→    for line in lines:\n    60→        record = _parse_line(line.strip())\n    61→        if not record:\n    62→            continue\n    63→\n    64→        record_type = record.get(\"type\")\n    65→        if record_type not in (\"user\", \"assistant\"):\n    66→            continue\n    67→\n    68→        turn_count += 1\n    69→        msg = record.get(\"message\", {})\n    70→        content = msg.get(\"content\", \"\")\n    71→        text = _extract_text_from_content(content)\n    72→\n    73→        if not text.strip():\n    74→            continue\n    75→\n    76→        role = \"user\" if record_type == \"user\" else \"assistant\"\n    77→        messages.append((role, text))\n    78→\n    79→        if first_user_message is None and record_type == \"user\":\n    80→            first_user_message = text"}]},"uuid":"3b973959-e7fe-4e4f-b95a-96432ea2889c","timestamp":"2026-03-13T22:29:55.127Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"55238598-11e3-4b27-9c00-caa909dbf776","timestamp":"2026-03-13T22:29:55.129Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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/* Archivo Black is already black weight */\n    80→  letter-spacing: 0.04em;\n    81→  color: var(--text-primary);\n    82→}\n    83→\n    84→.header-right {\n    85→  display: flex;\n    86→  align-items: center;\n    87→  gap: 14px;\n    88→}\n    89→\n    90→.last-scan {\n    91→  font-family: var(--font-mono);\n    92→  font-size: 11px;\n    93→  letter-spacing: 0.02em;\n    94→  color: var(--text-muted);\n    95→  text-transform: uppercase;\n    96→}\n    97→\n    98→/* ===== Scan Days Input ===== */\n    99→\n   100→.scan-days-label {\n   101→  display: flex;\n   102→  align-items: center;\n   103→  border: 2px solid var(--text-primary);\n   104→  background: var(--bg-secondary);\n   105→  padding: 0 8px 0 0;\n   106→}\n   107→\n   108→.scan-days-input {\n   109→  font-family: var(--font-mono);\n   110→  font-size: 13px;\n   111→  font-weight: 500;\n   112→  width: 40px;\n   113→  padding: 5px 2px 5px 10px;\n   114→  border: none;\n   115→  background: transparent;\n   116→  color: var(--text-primary);\n   117→  text-align: right;\n   118→  -moz-appearance: textfield;\n   119→}\n   120→\n   121→.scan-days-input::-webkit-inner-spin-button,\n   122→.scan-days-input::-webkit-outer-spin-button {\n   123→  -webkit-appearance: none;\n   124→  margin: 0;\n   125→}\n   126→\n   127→.scan-days-input:focus {\n   128→  outline: none;\n   129→}\n   130→\n   131→.scan-days-suffix {\n   132→  font-family: var(--font-mono);\n   133→  font-size: 10px;\n   134→  font-weight: 500;\n   135→  letter-spacing: 0.06em;\n   136→  text-transform: uppercase;\n   137→  color: var(--text-muted);\n   138→  padding-left: 2px;\n   139→}\n   140→\n   141→/* ===== Refresh Button ===== */\n   142→\n   143→.btn-refresh {\n   144→  padding: 7px 20px;\n   145→  border: 2px solid var(--text-primary);\n   146→  background: var(--text-primary);\n   147→  color: var(--bg-secondary);\n   148→  font-family: var(--font-body);\n   149→  font-weight: 700;\n   150→  font-size: 12px;"}]},"uuid":"ce6d9f6e-9a7a-4c85-b484-0fe468a0771d","timestamp":"2026-03-13T22:29:57.392Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"5341e741-835f-4a80-a375-245212779ec7","timestamp":"2026-03-13T22:29:57.394Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"286883e7-3fac-486f-bed3-12f615798e6e","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FaxSVpikNVCdCJAFevh6bm","type":"tool_result","content":"     1→# ABOUTME: Git status checker for repositories associated with agent sessions.\n     2→# ABOUTME: Detects repo roots from working directories and queries live git status.\n     3→\n     4→import logging\n     5→import subprocess\n     6→from dataclasses import dataclass\n     7→\n     8→logger = logging.getLogger(__name__)\n     9→\n    10→# Module-level cache for repo root lookups (cwd -> repo_root or None)\n    11→_repo_root_cache: dict[str, str | None] = {}\n    12→\n    13→\n    14→@dataclass\n    15→class GitStatus:\n    16→    \"\"\"Live git status for a repository.\"\"\"\n    17→\n    18→    branch: str | None\n    19→    dirty: bool\n    20→    unpushed: int\n    21→    untracked: int\n    22→\n    23→\n    24→def get_repo_root(cwd: str, _cache: dict[str, str | None] | None = None) -> str | None:\n    25→    \"\"\"Find the git repo root for a working directory. Results are cached by cwd.\n    26→\n    27→    Returns the absolute path to the repo root, or None if cwd is not inside a git repo.\n    28→    \"\"\"\n    29→    cache = _cache if _cache is not None else _repo_root_cache\n    30→    if cwd in cache:\n    31→        return cache[cwd]\n    32→\n    33→    try:\n    34→        result = subprocess.run(\n    35→            [\"git\", \"-C\", cwd, \"rev-parse\", \"--show-toplevel\"],\n    36→            capture_output=True,\n    37→            text=True,\n    38→            timeout=5,\n    39→        )\n    40→        if result.returncode == 0:\n    41→            root = result.stdout.strip()\n    42→            cache[cwd] = root\n    43→            return root\n    44→    except (subprocess.TimeoutExpired, FileNotFoundError, OSError):\n    45→        pass\n    46→\n    47→    cache[cwd] = None\n    48→    return None\n    49→\n    50→\n    51→def get_git_status(repo_root: str) -> GitStatus | None:\n    52→    \"\"\"Get live git status for a repository. Returns None if the path is not a valid git repo.\"\"\"\n    53→    try:\n    54→        # Verify it's a git repo\n    55→        check = subprocess.run(\n    56→            [\"git\", \"-C\", repo_root, \"rev-parse\", \"--git-dir\"],\n    57→            capture_output=True,\n    58→            text=True,\n    59→            timeout=5,\n    60→        )\n    61→        if check.returncode != 0:\n    62→            return None\n    63→    except (subprocess.TimeoutExpired, FileNotFoundError, OSError):\n    64→        return None\n    65→\n    66→    # Branch name\n    67→    branch = None\n    68→    try:\n    69→        branch_result = subprocess.run(\n    70→            [\"git\", \"-C\", repo_root, \"branch\", \"--show-current\"],\n    71→            capture_output=True,\n    72→            text=True,\n    73→            timeout=5,\n    74→        )\n    75→        branch = branch_result.stdout.strip() or None\n    76→    except (subprocess.TimeoutExpired, OSError):\n    77→        logger.warning(\"Failed to get branch for %s\", repo_root)\n    78→\n    79→    # Porcelain status for dirty + untracked\n    80→    dirty = False\n    81→    untracked = 0\n    82→    try:\n    83→        porcelain_result = subprocess.run(\n    84→            [\"git\", \"-C\", repo_root, \"status\", \"--porcelain\"],\n    85→            capture_output=True,\n    86→            text=True,\n    87→            timeout=5,\n    88→        )\n    89→        porcelain_lines = [line for line in porcelain_result.stdout.splitlines() if line.strip()]\n    90→        untracked = sum(1 for line in porcelain_lines if line.startswith(\"??\"))\n    91→        dirty = any(not line.startswith(\"??\") for line in porcelain_lines)\n    92→    except (subprocess.TimeoutExpired, OSError):\n    93→        logger.warning(\"Failed to get porcelain status for %s\", repo_root)\n    94→\n    95→    # Unpushed commits (ahead of upstream)\n    96→    unpushed = 0\n    97→    try:\n    98→        rev_list_result = subprocess.run(\n    99→            [\"git\", \"-C\", repo_root, \"rev-list\", \"--count\", \"@{upstream}..HEAD\"],\n   100→            capture_output=True,\n   101→            text=True,\n   102→            timeout=5,\n   103→        )\n   104→        if rev_list_result.returncode == 0:\n   105→            unpushed = int(rev_list_result.stdout.strip())\n   106→    except (subprocess.TimeoutExpired, OSError, ValueError):\n   107→        pass\n   108→\n   109→    return GitStatus(\n   110→        branch=branch,\n   111→        dirty=dirty,\n   112→        unpushed=unpushed,\n   113→        untracked=untracked,\n   114→    )\n   115→"}]},"uuid":"0cde58d5-4578-4f45-af1b-d34d184e1a93","timestamp":"2026-03-13T22:29:59.844Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"f864764d-1761-4bb7-a18c-34e1651d7ad0","timestamp":"2026-03-13T22:29:59.910Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"f864764d-1761-4bb7-a18c-34e1651d7ad0","isSidechain":false,"type":"progress","data":{"message":{"type":"assistant","timestamp":"2026-03-13T22:29:59.923Z","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01HbMu9Uh44ZNjEebCVjeWQr","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014yt2LVA8skjvoDVoLYziJY","name":"Read","input":{"file_path":"/Users/haldar/repos/gh/agent-kitchen/src/agent_kitchen/grouping.py"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":3622,"cache_read_input_tokens":76671,"cache_creation":{"ephemeral_5m_input_tokens":3622,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"requestId":"req_011CZ1sRqa31X2d1DXeyHUqk","uuid":"288e1f75-d7a5-4b2f-9405-05e7e1675754"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"51d8b3ad-3b90-4326-8282-fb0dd1f0f85a","timestamp":"2026-03-13T22:29:59.923Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"51d8b3ad-3b90-4326-8282-fb0dd1f0f85a","isSidechain":false,"type":"progress","data":{"message":{"type":"assistant","timestamp":"2026-03-13T22:30:00.356Z","message":{"model":"claude-opus-4-6","id":"msg_01HZURvshWrhnkM5PxAroMD8","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DLkUtSruQeq6dvAKbse5hg","name":"WebSearch","input":{"query":"coding agent monitoring dashboard multi-agent workflow"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":1121,"cache_read_input_tokens":15439,"cache_creation":{"ephemeral_5m_input_tokens":1121,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"requestId":"req_011CZ1sRXy8LZpX3yxq4RE2j","uuid":"d420e96d-6835-47b6-ac2c-f2d8fd251e61"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"e2462482-153d-431b-995f-0b4cce7b2190","timestamp":"2026-03-13T22:30:00.357Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"e2462482-153d-431b-995f-0b4cce7b2190","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014yt2LVA8skjvoDVoLYziJY","type":"tool_result","content":"     1→# ABOUTME: Groups sessions by git repository or working directory.\n     2→# ABOUTME: Attaches live git status to each repo group and sorts by recent activity.\n     3→\n     4→import logging\n     5→import os\n     6→from collections import defaultdict\n     7→\n     8→from agent_kitchen.git_status import get_git_status\n     9→from agent_kitchen.models import NonRepoGroup, RepoGroup, Session\n    10→\n    11→logger = logging.getLogger(__name__)\n    12→\n    13→\n    14→def group_sessions(\n    15→    sessions: list[Session],\n    16→) -> tuple[list[RepoGroup], list[NonRepoGroup]]:\n    17→    \"\"\"Group sessions into RepoGroups (by repo_root) and NonRepoGroups (by cwd).\n    18→\n    19→    Sessions with a repo_root are grouped by that root. Sessions without one are\n    20→    grouped by their cwd. Both group types and their contained sessions are sorted\n    21→    by last_active descending (most recent first).\n    22→\n    23→    Live git status is fetched once per unique repo_root and attached to each RepoGroup.\n    24→    \"\"\"\n    25→    repo_sessions: dict[str, list[Session]] = defaultdict(list)\n    26→    non_repo_sessions: dict[str, list[Session]] = defaultdict(list)\n    27→\n    28→    for session in sessions:\n    29→        if session.repo_root:\n    30→            repo_sessions[session.repo_root].append(session)\n    31→        else:\n    32→            non_repo_sessions[session.cwd].append(session)\n    33→\n    34→    # Build RepoGroups with live git status\n    35→    repo_groups: list[RepoGroup] = []\n    36→    for repo_root, repo_sess in repo_sessions.items():\n    37→        repo_sess.sort(key=lambda s: s.last_active, reverse=True)\n    38→        last_active = repo_sess[0].last_active\n    39→\n    40→        # Derive repo_name: use the first session's repo_name, or fall back to basename\n    41→        repo_name = next(\n    42→            (s.repo_name for s in repo_sess if s.repo_name), None\n    43→        ) or os.path.basename(repo_root)\n    44→\n    45→        git_status = get_git_status(repo_root)\n    46→\n    47→        repo_groups.append(\n    48→            RepoGroup(\n    49→                repo_root=repo_root,\n    50→                repo_name=repo_name,\n    51→                git_branch=git_status.branch if git_status else None,\n    52→                git_dirty=git_status.dirty if git_status else False,\n    53→                unpushed_commits=git_status.unpushed if git_status else 0,\n    54→                sessions=repo_sess,\n    55→                last_active=last_active,\n    56→            )\n    57→        )\n    58→\n    59→    repo_groups.sort(key=lambda g: g.last_active, reverse=True)\n    60→    logger.info(\"Grouped %d sessions into %d repo groups\", len(sessions), len(repo_groups))\n    61→\n    62→    # Build NonRepoGroups\n    63→    non_repo_groups: list[NonRepoGroup] = []\n    64→    for cwd, cwd_sess in non_repo_sessions.items():\n    65→        cwd_sess.sort(key=lambda s: s.last_active, reverse=True)\n    66→        last_active = cwd_sess[0].last_active\n    67→\n    68→        non_repo_groups.append(\n    69→            NonRepoGroup(\n    70→                cwd=cwd,\n    71→                sessions=cwd_sess,\n    72→                last_active=last_active,\n    73→            )\n    74→        )\n    75→\n    76→    non_repo_groups.sort(key=lambda g: g.last_active, reverse=True)\n    77→\n    78→    return repo_groups, non_repo_groups\n    79→"}]},"uuid":"16bc436c-dd8b-4c6c-bbe1-fa66e4c1628f","timestamp":"2026-03-13T22:29:59.929Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"604070ec-b63b-4b5a-b80f-277a1109a60a","timestamp":"2026-03-13T22:30:00.361Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"604070ec-b63b-4b5a-b80f-277a1109a60a","isSidechain":false,"type":"progress","data":{"message":{"type":"assistant","timestamp":"2026-03-13T22:30:00.362Z","message":{"model":"claude-haiku-4-5-20251001","id":"msg_01HbMu9Uh44ZNjEebCVjeWQr","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0194QWDMBW97urFWKoSj95mk","name":"Read","input":{"file_path":"/Users/haldar/repos/gh/agent-kitchen/src/agent_kitchen/cache.py"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":3622,"cache_read_input_tokens":76671,"cache_creation":{"ephemeral_5m_input_tokens":3622,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"requestId":"req_011CZ1sRqa31X2d1DXeyHUqk","uuid":"882479e8-f15c-41a9-abf9-b3e0899895b3"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"00dbf936-ff6a-434e-b109-79bcf469e9e4","timestamp":"2026-03-13T22:30:00.362Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"00dbf936-ff6a-434e-b109-79bcf469e9e4","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0194QWDMBW97urFWKoSj95mk","type":"tool_result","content":"     1→# ABOUTME: Disk-based JSON cache for LLM-generated session summaries.\n     2→# ABOUTME: Uses file mtime for invalidation and atomic writes for safety.\n     3→\n     4→import json\n     5→import logging\n     6→import tempfile\n     7→from datetime import datetime, timezone\n     8→from pathlib import Path\n     9→\n    10→logger = logging.getLogger(__name__)\n    11→\n    12→\n    13→class SummaryCache:\n    14→    \"\"\"Cache for LLM-generated session summaries, keyed by session ID.\"\"\"\n    15→\n    16→    def __init__(self, cache_path: Path):\n    17→        self.cache_path = cache_path\n    18→        self.entries: dict[str, dict] = {}\n    19→        self._load()\n    20→        logger.info(\"Cache loaded: %d entries from %s\", len(self.entries), self.cache_path)\n    21→\n    22→    def _load(self) -> None:\n    23→        if not self.cache_path.exists():\n    24→            return\n    25→        try:\n    26→            with open(self.cache_path) as f:\n    27→                data = json.load(f)\n    28→            self.entries = data.get(\"entries\", {})\n    29→        except (json.JSONDecodeError, KeyError, OSError) as e:\n    30→            logger.warning(\"Failed to load cache from %s: %s\", self.cache_path, e)\n    31→            self.entries = {}\n    32→\n    33→    def save(self) -> None:\n    34→        \"\"\"Write cache to disk atomically, merging with on-disk state first.\n    35→\n    36→        Re-reads the cache file before writing to avoid losing entries added by\n    37→        other processes (e.g. concurrent indexer runs or the server's /api/refresh).\n    38→        In-memory entries take precedence over on-disk entries for the same key.\n    39→        \"\"\"\n    40→        self.cache_path.parent.mkdir(parents=True, exist_ok=True)\n    41→\n    42→        # Merge: load current disk state, then overlay our in-memory entries\n    43→        disk_entries: dict[str, dict] = {}\n    44→        if self.cache_path.exists():\n    45→            try:\n    46→                with open(self.cache_path) as f:\n    47→                    disk_data = json.load(f)\n    48→                disk_entries = disk_data.get(\"entries\", {})\n    49→            except (json.JSONDecodeError, KeyError, OSError):\n    50→                pass  # If unreadable, proceed with just our entries\n    51→\n    52→        merged = {**disk_entries, **self.entries}\n    53→        self.entries = merged\n    54→\n    55→        data = {\"version\": 1, \"entries\": merged}\n    56→        fd, tmp_path = tempfile.mkstemp(dir=self.cache_path.parent, suffix=\".tmp\")\n    57→        try:\n    58→            with open(fd, \"w\") as f:\n    59→                json.dump(data, f, indent=2)\n    60→            Path(tmp_path).replace(self.cache_path)\n    61→        except BaseException:\n    62→            Path(tmp_path).unlink(missing_ok=True)\n    63→            raise\n    64→\n    65→    def get(self, session_id: str) -> dict | None:\n    66→        entry = self.entries.get(session_id)\n    67→        return entry if entry else None\n    68→\n    69→    def set(self, session_id: str, summary: str, status: str, file_mtime: float) -> None:\n    70→        self.entries[session_id] = {\n    71→            \"summary\": summary,\n    72→            \"status\": status,\n    73→            \"file_mtime\": file_mtime,\n    74→            \"generated_at\": datetime.now(timezone.utc).isoformat(),\n    75→        }\n    76→\n    77→    def needs_refresh(self, session_id: str, file_mtime: float) -> bool:\n    78→        entry = self.entries.get(session_id)\n    79→        if entry is None:\n    80→            return True\n    81→        if file_mtime > entry[\"file_mtime\"]:\n    82→            return True\n    83→        return False\n    84→"}]},"uuid":"7471dad5-b3f5-4460-adb9-9b7fc0418cb2","timestamp":"2026-03-13T22:30:00.375Z"},"type":"agent_progress","prompt":"","agentId":"a207091661b9eb9a0"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01C9tC8W6n77hmBX8mfRgUF9","uuid":"92946adb-912f-4b87-a1c2-c7e5f278eb92","timestamp":"2026-03-13T22:30:00.377Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"92946adb-912f-4b87-a1c2-c7e5f278eb92","isSidechain":false,"type":"progress","data":{"message":{"type":"assistant","timestamp":"2026-03-13T22:30:00.884Z","message":{"model":"claude-opus-4-6","id":"msg_01HZURvshWrhnkM5PxAroMD8","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01XqTpy3bg4B9NPxHWNMST6M","name":"WebSearch","input":{"query":"Codex CLI dashboard manager tool"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":1121,"cache_read_input_tokens":15439,"cache_creation":{"ephemeral_5m_input_tokens":1121,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"requestId":"req_011CZ1sRXy8LZpX3yxq4RE2j","uuid":"1c0f2229-6929-4a71-aeb9-0fd17df73163"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"f5548c05-7bb5-4a3b-bc15-5dd7b78a62c4","timestamp":"2026-03-13T22:30:00.885Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"f5548c05-7bb5-4a3b-bc15-5dd7b78a62c4","isSidechain":false,"type":"progress","data":{"message":{"type":"assistant","timestamp":"2026-03-13T22:30:01.398Z","message":{"model":"claude-opus-4-6","id":"msg_01HZURvshWrhnkM5PxAroMD8","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01BZWJZjkqnnNKQsiEfALnvQ","name":"WebSearch","input":{"query":"AI pair programming session manager tool"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":1121,"cache_read_input_tokens":15439,"cache_creation":{"ephemeral_5m_input_tokens":1121,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"requestId":"req_011CZ1sRXy8LZpX3yxq4RE2j","uuid":"88af5d14-ea5d-44ba-9bff-5dc8a0128348"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"8d21b5f3-0bfd-4fea-8d05-726f225c2d35","timestamp":"2026-03-13T22:30:01.398Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"8d21b5f3-0bfd-4fea-8d05-726f225c2d35","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01NqG3wCujaqDzFyUaCpYyK7","type":"tool_result","content":"# Conductor Product Analysis\n\n## What It Does\nConductor enables developers to run multiple AI coding agents simultaneously on their Mac in isolated workspaces. It coordinates parallel work by Codex and Claude Code agents, allowing teams to \"see at a glance what they're working on, then review and merge their changes.\"\n\n## Features\n- Parallel agent deployment in isolated workspaces\n- Git worktree integration for workspace management\n- Real-time visibility into agent activity\n- Code review and merge capabilities\n- Support for multiple repositories across workspaces\n- Cross-platform full-stack engineering support\n\n## How It Works\nThe three-step process involves: (1) adding a repository that Conductor clones locally, (2) spinning up isolated Claude Code or Codex agents with individual workspaces, and (3) monitoring progress and reviewing code changes before merging.\n\n## Supported Agents\n- Claude Code\n- Codex\n\nThe platform uses your existing authentication—whether API keys, Claude Pro, or Claude Max subscriptions.\n\n## Target Audience\nSoftware engineers and teams at companies like Linear, Vercel, Notion, Stripe, and Life360. Users include founding engineers, full-stack developers, and engineering leads seeking productivity acceleration.\n\n## Company Behind It\nMelty Labs developed Conductor, notably using Conductor itself during development.\n\n## Differentiators\n- Automates git worktree complexity\n- Enables true parallel agent workflows\n- Integrates seamlessly with existing Claude authentication\n- Built specifically for Mac\n- Version 0.38.5 currently available\n\n## Social Proof\nUsers report it as a \"productivity unlock\" and compare it favorably to established tools like Vercel and Supabase."}]},"uuid":"2a7c4394-b318-46a7-9bea-c78787856625","timestamp":"2026-03-13T22:30:04.103Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"9b954581-0194-4e39-852e-938420bbbae9","timestamp":"2026-03-13T22:30:04.106Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"9b954581-0194-4e39-852e-938420bbbae9","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01WpkoQHp1sVdJUWPJp4NrRH","type":"tool_result","content":"Web search results for query: \"AI coding agent dashboard management tool 2025 2026\"\n\nLinks: [{\"title\":\"AI Coding Agent Dashboard: Orchestrating Claude Code Across Devices - Marc Nuri\",\"url\":\"https://blog.marcnuri.com/ai-coding-agent-dashboard\"},{\"title\":\"Best AI Coding Agents for 2026: Real-World Developer Reviews | Faros AI\",\"url\":\"https://www.faros.ai/blog/best-ai-coding-agents-2026\"},{\"title\":\"Top 7 AI Coding Agents for 2026: Tested & Ranked | Lindy\",\"url\":\"https://www.lindy.ai/blog/ai-coding-agents\"},{\"title\":\"10 Best AI Agent Dashboards to Streamline Your Productivity and the Potential of Your Business\",\"url\":\"https://thecrunch.io/ai-agent-dashboard/\"},{\"title\":\"5 Best AI Agents for Coding in 2026 [Tried & Tested]\",\"url\":\"https://www.index.dev/blog/ai-agents-for-coding\"},{\"title\":\"7 best AI agents in 2026\",\"url\":\"https://nexos.ai/blog/best-ai-agents/\"},{\"title\":\"AI Coding Agents 2026: The New Frontier of Intelligent Development Workflows\",\"url\":\"https://codeagni.com/blog/ai-coding-agents-2026-the-new-frontier-of-intelligent-development-workflows\"},{\"title\":\"Top 12 AI Developer Tools in 2026: Coding Assistants, Agents & Security Tools\",\"url\":\"https://checkmarx.com/learn/ai-security/top-12-ai-developer-tools-in-2026-for-security-coding-and-quality/\"},{\"title\":\"Best AI Coding Assistants 2026: Tools for Developers\",\"url\":\"https://replit.com/discover/best-ai-coding-assistant\"},{\"title\":\"Top 6 AI Coding Agents 2026 | Cloudelligent\",\"url\":\"https://cloudelligent.com/blog/top-ai-coding-agents-2026/\"}]\n\nBased on the search results, here's what I found about AI coding agent dashboard management tools in 2025-2026:\n\n## AI Coding Agent Dashboard for Management\n\nIn December 2025, developers shifted to orchestrating multiple AI coding agents working in parallel, with some running 5 to 10 Claude Code sessions across multiple machines, different projects, and various git branches, which quickly became unmanageable. To address this, a dashboard was built to provide a real-time overview of all active coding agent sessions across every device and project.\n\n## Key Dashboard Features\n\nThe dashboard includes several important capabilities:\n\n- Sessions are organized by device, with each session card displaying key information at a glance including the project and git branch the agent is working on.\n- Pull Request links are shown if the agent has created or is working on a PR, model and context usage information is displayed, and status indicators show whether the agent is actively working, idle, or waiting for user permission.\n- Additional features include coding agent settings management, file attachment capabilities to send files and context documents to agent sessions, and a code diff viewer to review changes without opening an IDE.\n\n## Broader Market Context\n\nThe AI agent dashboard market has exploded in 2025, with solutions ranging from simple monitoring tools to sophisticated orchestration platforms. An AI agent dashboard is a centralized platform that allows users to create, deploy, monitor, and manage multiple AI agents from a single interface.\n\nThe dashboard represents a solution to managing the complexity of orchestrating multiple AI coding agents simultaneously across different devices and projects.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"50d40d1f-2241-43b4-ae5c-3b2de21b75ed","timestamp":"2026-03-13T22:30:05.295Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"2286dcca-328a-45f2-a1da-cccccc8f0642","timestamp":"2026-03-13T22:30:05.296Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"2286dcca-328a-45f2-a1da-cccccc8f0642","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01QzESPCKwb449rMnbh4fCRc","type":"tool_result","content":"Web search results for query: \"Claude Code session manager dashboard tool\"\n\nLinks: [{\"title\":\"Building a Real-Time Dashboard for Claude Code Session Management\",\"url\":\"https://www.ksred.com/managing-multiple-claude-code-sessions-building-a-real-time-dashboard/\"},{\"title\":\"GitHub - Tpain166/claude-dashboard: 🛠 Manage Claude Code sessions with a TUI featuring real-time monitoring, conversation history, and automatic session detection.\",\"url\":\"https://github.com/Tpain166/claude-dashboard\"},{\"title\":\"GitHub - dlupiak/claude-session-dashboard: Claude Code Session Dashboard — local observability for ~/.claude sessions\",\"url\":\"https://github.com/dlupiak/claude-session-dashboard\"},{\"title\":\"GitHub - KyleAMathews/claude-code-ui: Claude Code session tracker UI with real-time updates via Durable Streams · GitHub\",\"url\":\"https://github.com/KyleAMathews/claude-code-ui\"},{\"title\":\"GitHub - kbwo/ccmanager: Coding Agent Session Manager for Claude Code / Gemini CLI / Codex CLI / Cursor Agent / Copilot CLI / Cline CLI / OpenCode / Kimi CLI · GitHub\",\"url\":\"https://github.com/kbwo/ccmanager\"},{\"title\":\"GitHub - iannuttall/claude-sessions: Custom slash commands for Claude Code that provide comprehensive development session tracking and documentation · GitHub\",\"url\":\"https://github.com/iannuttall/claude-sessions\"},{\"title\":\"I built a real-time dashboard for Claude Code because I kept losing track of my sessions - DEV Community\",\"url\":\"https://dev.to/slima4/i-built-a-real-time-dashboard-for-claude-code-because-i-kept-losing-track-of-my-sessions-2m54\"},{\"title\":\"Claude Code Metrics Dashboard: Grafana Setup (2026) | Sealos Blog\",\"url\":\"https://sealos.io/blog/claude-code-metrics/\"},{\"title\":\"GitHub - Divyanshubansaldb/claude-code-session-manager: Claude code slash commands creation for session management · GitHub\",\"url\":\"https://github.com/Divyanshubansaldb/claude-code-session-manager\"},{\"title\":\"GitHub - yepzdk/claude-sessions-monitor: A lightweight CLI tool to monitor your Claude Code sessions across multiple projects. · GitHub\",\"url\":\"https://github.com/yepzdk/claude-sessions-monitor\"}]\n\nBased on the search results, there are several Claude Code session manager dashboard tools available:\n\n## Web-Based Dashboards\n\nA web-based dashboard monitors all Claude Code sessions in real-time and reads session data directly from Claude's local filesystem, presenting it through a clean web interface accessible from any browser. The core architecture includes a Go backend that parses Claude's session files and a React frontend that displays the data with real-time updates via WebSockets.\n\nAnother read-only, local observability dashboard for Claude Code sessions scans your ~/.claude directory to visualize session history, tool usage, token consumption, cost estimates, and activity trends -- all without sending data anywhere.\n\nA real-time dashboard for monitoring Claude Code sessions across multiple projects lets you see what Claude is working on, which sessions need approval, and track PR/CI status.\n\n## Terminal-Based Tools\n\nclaude-dashboard is a tool that helps you manage your Claude Code sessions easily and works like a control panel inside your computer terminal.\n\nA lightweight CLI tool monitors your Claude Code sessions across multiple projects with a live dashboard showing all active Claude Code sessions and a web dashboard with --web flag for rich session inspection in the browser.\n\n## Session Management Tools\n\nCCManager is a CLI application for managing multiple AI coding assistant sessions across Git worktrees and projects.\n\nA lightweight session management system for Claude Code adds custom slash commands to save, resume, and organize your coding sessions without consuming AI bandwidth.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"bbece156-d242-45cd-ba57-4ecbdcb4b565","timestamp":"2026-03-13T22:30:05.634Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"84f28a42-21e1-4a67-a70d-4f82f0d7e3aa","timestamp":"2026-03-13T22:30:05.635Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"84f28a42-21e1-4a67-a70d-4f82f0d7e3aa","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DLkUtSruQeq6dvAKbse5hg","type":"tool_result","content":"Web search results for query: \"coding agent monitoring dashboard multi-agent workflow\"\n\nLinks: [{\"title\":\"Create an Agent Framework Workflow dashboard in Azure Managed Grafana | Microsoft Learn\",\"url\":\"https://learn.microsoft.com/en-us/azure/managed-grafana/agent-framework-workflow-dashboard\"},{\"title\":\"GitHub - TheAIuniversity/multi-agent-dashboard: claude code sub agents observability live tracking on tasks all in one dashboard · GitHub\",\"url\":\"https://github.com/TheAIuniversity/multi-agent-dashboard\"},{\"title\":\"Your Home for Multi-Agent Development\",\"url\":\"https://code.visualstudio.com/blogs/2026/02/05/multi-agent-development\"},{\"title\":\"Agent Framework | Grafana Labs\",\"url\":\"https://grafana.com/grafana/dashboards/24156-agent-framework/\"},{\"title\":\"GitHub - bobmatnyc/claude-mpm: Claude Multi-Agent Project Manager - Subprocess orchestration layer for Claude · GitHub\",\"url\":\"https://github.com/bobmatnyc/claude-mpm\"},{\"title\":\"Agent Framework Workflow | Grafana Labs\",\"url\":\"https://grafana.com/grafana/dashboards/24176-agent-framework-workflow/\"},{\"title\":\"Agent Tracing for Debugging Multi-Agent AI Systems\",\"url\":\"https://www.getmaxim.ai/articles/agent-tracing-for-debugging-multi-agent-ai-systems/\"},{\"title\":\"Best 5 Frameworks To Build Multi-Agent AI Applications\",\"url\":\"https://getstream.io/blog/multiagent-ai-frameworks/\"},{\"title\":\"How to Manage Multiple AI Coding Agents - Agent of Empires\",\"url\":\"https://www.agent-of-empires.com/guides/manage-ai-coding-agents/\"},{\"title\":\"AI Agent Monitoring: Best Practices, Tools, and Metrics for 2026 - UptimeRobot Knowledge Hub\",\"url\":\"https://uptimerobot.com/knowledge-hub/monitoring/ai-agent-monitoring-best-practices-tools-and-metrics/\"}]\n\nI've found comprehensive information about coding agent monitoring dashboards and multi-agent workflows. Here are the key findings:\n\n## Microsoft Agent Framework Workflow Dashboard\n\nThe dashboard is designed specifically for monitoring graph-based workflows that connect multiple agents and functions to perform complex, multi-step tasks. The dashboard includes several key visualization panels including workflow summary statistics, workflow execution monitoring, executor performance analysis, and visual workflow graphs.\n\nWhen building multi-agent workflows that coordinate multiple AI agents and functions, visibility is needed into execution health, performance bottlenecks, executor behavior, and workflow structure including how executors are connected and what the execution flow is.\n\n## Community Solutions\n\nA community-built multi-agent dashboard offers real-time monitoring of Claude Code agent activities, supporting monitoring of 68+ specialized AI agents simultaneously, along with comprehensive analytics and insights for tracking, managing, and optimizing AI workflows.\n\nClaude MPM includes a real-time dashboard for live monitoring of agent activity and provides multi-agent orchestration, skills system, MCP integration, session management, and semantic code search.\n\n## Terminal Session Management\n\nAgent of Empires provides a TUI dashboard where every agent session is visible at a glance with real-time status detection, allowing visibility into which agents are actively generating code, which are waiting for input, and which have finished.\n\n## Monitoring Best Practices\n\nTo effectively monitor multi-agent workflows, capture every handoff, retry, and branch to visualize where failures originate, and unify data from multiple frameworks in a single dashboard.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"b5ebd81a-c9d7-42aa-baef-a22e3348a893","timestamp":"2026-03-13T22:30:07.582Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"65974d37-3b28-423d-83a6-e638fd84c0dd","timestamp":"2026-03-13T22:30:07.582Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"65974d37-3b28-423d-83a6-e638fd84c0dd","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LsCz4kMbsFyuRhks3igueE","type":"tool_result","content":"Web search results for query: \"AI agent orchestration developer tools coding 2025\"\n\nLinks: [{\"title\":\"Top AI Agent Orchestration Frameworks for Developers 2025\",\"url\":\"https://www.kubiya.ai/blog/ai-agent-orchestration-frameworks\"},{\"title\":\"AI Engineering Trends in 2025: Agents, MCP and Vibe Coding - The New Stack\",\"url\":\"https://thenewstack.io/ai-engineering-trends-in-2025-agents-mcp-and-vibe-coding/\"},{\"title\":\"10 Things Developers Want from their Agentic IDEs in 2025 – console.log()\",\"url\":\"https://redmonk.com/kholterhoff/2025/12/22/10-things-developers-want-from-their-agentic-ides-in-2025/\"},{\"title\":\"AI | 2025 Stack Overflow Developer Survey\",\"url\":\"https://survey.stackoverflow.co/2025/ai\"},{\"title\":\"AI Coding Tools in 2025: Welcome to the Agentic CLI Era - The New Stack\",\"url\":\"https://thenewstack.io/ai-coding-tools-in-2025-welcome-to-the-agentic-cli-era/\"},{\"title\":\"Top 9 AI Agent Frameworks as of March 2026 | Shakudo\",\"url\":\"https://www.shakudo.io/blog/top-9-ai-agent-frameworks\"},{\"title\":\"Top 5 Agentic AI Tools for Developers in 2025\",\"url\":\"https://www.qodo.ai/blog/agentic-ai-tools/\"},{\"title\":\"Top 10 AI Orchestration Tools in 2025\",\"url\":\"https://www.kubiya.ai/blog/ai-orchestration-tools\"},{\"title\":\"21 agent orchestration tools for managing your AI fleet | CIO\",\"url\":\"https://www.cio.com/article/4138739/21-agent-orchestration-tools-for-managing-your-ai-fleet.html\"},{\"title\":\"What is AI Orchestration? 21+ Tools to Consider in 2025\",\"url\":\"https://akka.io/blog/ai-orchestration-tools\"}]\n\nI've completed the web search for \"AI agent orchestration developer tools coding 2025\". Here are the key findings:\n\n## Overview of AI Agent Orchestration in 2025\n\nIn 2025, developers are designing AI ecosystems where multiple agents collaborate intelligently to perform complex workflows, and 2025 is known as the Agentic Era.\n\n## Key Developer Tools & Frameworks\n\nLeading frameworks include LangChain, CrewAI, and Ray for enterprise and technical workflows, while LlamaIndex, Langflow, and Botpress enable developers to build practical, domain-specific applications.\n\nThe agent orchestration space is currently led by open-source tools, with Ollama (51%) and LangChain (33%) being the most-used frameworks among developers building agents.\n\n## Major Framework Launches\n\nFramework launches in 2025 include OpenAI's AgentKit and Agents SDK, Anthropic's Claude Agent SDK, Google's Agent Development Kit (ADK) and Vertex AI Agent Builder.\n\n## IDE and Development Environment Evolution\n\nThe shift in developer tools has evolved from \"AI Code Assistants\" to \"Agentic IDEs\" to reflect the fundamental evolution in how developers interact with AI-powered development environments.\n\nCLI-based options like Claude Code and OpenAI's Codex have gained significant traction, while Cline CLI, Continue.dev, Aider, and OpenDevin provide model-agnostic options for developers seeking privacy and cost control.\n\n## Developer Expectations\n\nDevelopers became orchestrators of AI agents — a role that demands the same technical judgment, critical thinking, and adaptability they've always had.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"f7dfcec9-4241-4676-be89-cf6fbce71301","timestamp":"2026-03-13T22:30:07.928Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"2bfe8ffe-f08a-4d6c-a1e5-6b9426b532a5","timestamp":"2026-03-13T22:30:07.930Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"2bfe8ffe-f08a-4d6c-a1e5-6b9426b532a5","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01XqTpy3bg4B9NPxHWNMST6M","type":"tool_result","content":"Web search results for query: \"Codex CLI dashboard manager tool\"\n\nLinks: [{\"title\":\"Codex CLI\",\"url\":\"https://developers.openai.com/codex/cli/\"},{\"title\":\"CLI Manager - Manage Claude Code, Codex CLI & Gemini CLI in One Place\",\"url\":\"https://www.solhun.com/\"},{\"title\":\"Codex cli dashboard to monitor session activity, token spend and eval export - open source - Codex CLI - OpenAI Developer Community\",\"url\":\"https://community.openai.com/t/codex-cli-dashboard-to-monitor-session-activity-token-spend-and-eval-export-open-source/1372449\"},{\"title\":\"CLI Dashboard with Codex Desktop App - specs.md\",\"url\":\"https://specs.md/learn/cli-dashboard-codex\"},{\"title\":\"GitHub - Dimillian/CodexMonitor: An app to monitor the (Codex) situation · GitHub\",\"url\":\"https://github.com/Dimillian/CodexMonitor\"},{\"title\":\"CLI Manager: One dashboard to run and organize multiple AI CLI agents | Product Hunt\",\"url\":\"https://www.producthunt.com/products/cli-manager\"},{\"title\":\"Codex CLI features\",\"url\":\"https://developers.openai.com/codex/cli/features\"},{\"title\":\"GitHub - milisp/codexia: Agent Workstation for Codex CLI + Claude Code — with task scheduler, git worktree & remote control, Tauri\",\"url\":\"https://github.com/milisp/codexia\"},{\"title\":\"GitHub - ryoppippi/ccusage: A CLI tool for analyzing Claude Code/Codex CLI usage from local JSONL files. · GitHub\",\"url\":\"https://github.com/ryoppippi/ccusage\"},{\"title\":\"GitHub - openai/codex: Lightweight coding agent that runs in your terminal · GitHub\",\"url\":\"https://github.com/openai/codex\"}]\n\nBased on the search results, here's what I found about Codex CLI dashboard manager tools:\n\n## Official Codex CLI\n\nCodex CLI is OpenAI's coding agent that you can run locally from your terminal. It can read, change, and run code on your machine in the selected directory and is open source and built in Rust for speed and efficiency.\n\n## Dashboard Manager Tools for Codex CLI\n\nSeveral third-party dashboard tools have been developed to manage Codex CLI:\n\n**CLI Manager (Solhun)**\nCLI Manager allows you to manage Claude Code, Codex CLI, and Gemini CLI from one dashboard, organize projects, rename agents, and switch editors instantly.\n\n**CodexMonitor**\nCodexMonitor is a Tauri app for orchestrating multiple Codex agents across local workspaces. It provides a sidebar to manage projects, a home screen for quick actions, and a conversation view backed by the Codex app-server protocol.\n\n**Codexia**\nCodexia is a Tauri v2 app for Codex CLI + Claude Code that combines agent workflows, an IDE-like editor, a headless web server, and a prompt notepad in one workspace.\n\n**OpenSync**\nOpenSync syncs session activity, tool usage, and token spend that works with Codex CLI, and allows you to build eval datasets across projects and export them.\n\nThese tools provide centralized management interfaces for handling multiple AI CLI agents and monitoring their activities.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"ca9211bd-dea3-4d50-a48a-2c1994acbbb6","timestamp":"2026-03-13T22:30:08.415Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"b75ae6b4-4c83-4ad8-8e75-4c7edb85080d","timestamp":"2026-03-13T22:30:08.416Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"b75ae6b4-4c83-4ad8-8e75-4c7edb85080d","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01BZWJZjkqnnNKQsiEfALnvQ","type":"tool_result","content":"Web search results for query: \"AI pair programming session manager tool\"\n\nLinks: [{\"title\":\"GitHub Copilot · Your AI pair programmer\",\"url\":\"https://github.com/features/copilot\"},{\"title\":\"Aider - AI Pair Programming in Your Terminal\",\"url\":\"https://aider.chat/\"},{\"title\":\"Agent Hand Fast AI Agent Session Manager\",\"url\":\"https://www.aitoolsspace.com/en/tools/agent-hand\"},{\"title\":\"GitHub - Aider-AI/aider: aider is AI pair programming in your terminal · GitHub\",\"url\":\"https://github.com/Aider-AI/aider\"},{\"title\":\"Tuple: the best remote pair programming app on macOS and Windows\",\"url\":\"https://tuple.app/\"},{\"title\":\"Conductors to Orchestrators: The Future of Agentic Coding\",\"url\":\"https://www.oreilly.com/radar/conductors-to-orchestrators-the-future-of-agentic-coding/\"},{\"title\":\"OpenCode | The open source AI coding agent\",\"url\":\"https://opencode.ai/\"},{\"title\":\"AI pair programmer | Microsoft Learn\",\"url\":\"https://learn.microsoft.com/en-us/industry/mobility/architecture/ai-pair-programmer\"},{\"title\":\"Exploring the top 5 pair programming tools - LogRocket Blog\",\"url\":\"https://blog.logrocket.com/exploring-top-pair-programming-tools/\"},{\"title\":\"19 Best Pair Programming Tools Reviewed in 2026\",\"url\":\"https://thectoclub.com/tools/best-pair-programming-tools/\"}]\n\nBased on the search results, I found several relevant tools and information about AI pair programming session managers:\n\n## Key AI Pair Programming Tools\n\n**Agent Hand** - An open-source Rust TUI dashboard for managing multiple AI programming agent sessions like Claude Code and Gemini CLI. It's a centralized dashboard for developers and engineers to manage multiple simultaneous sessions with various AI programming assistants and tools. It offers fast sub-50ms launch, tmux integration, and intelligent workflow automation.\n\n**Aider** - Aider lets you pair program with LLMs to start a new project or build on your existing codebase. Aider makes a map of your entire codebase, which helps it work well in larger projects. Aider works with most popular programming languages: python, javascript, rust, ruby, go, cpp, php, html, css, and dozens more.\n\n**GitHub Copilot** - Copilot works where you do—in GitHub, your IDE, project tools, chat apps, and custom MCP servers. AI that works where you do, whether in your editor, on the command line, or across GitHub.\n\n**Tuple** - Tuple is purpose-built for an exceptional pairing experience. This is more focused on remote pair programming between human developers rather than AI pair programming.\n\nThese tools serve different purposes—Agent Hand specializes in managing multiple AI programming sessions, while Aider and GitHub Copilot are AI pair programming assistants themselves that help write code alongside developers.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"7a946249-8b36-4275-8597-6464637dd116","timestamp":"2026-03-13T22:30:08.937Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"d86a944e-b087-46b3-b01e-640b5d63d343","timestamp":"2026-03-13T22:30:08.939Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"8013bff4-42e5-4e39-8ac9-660b3244bcf8","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01TcneC8TegbaKgdF7tsH6eg","type":"tool_result","content":"# CLI Manager Overview\n\n## What It Does\nCLI Manager is a unified dashboard application for macOS that consolidates management of multiple AI coding CLI agents in one workspace, eliminating the need to switch between terminals and losing context.\n\n## Key Features\n- **Multi-Agent Support**: Manages Claude Code, Codex CLI, Gemini CLI, and other CLI tools from a single interface\n- **Agent Customization**: Rename agents with custom nicknames and assign roles like \"Frontend Dev\" or \"Backend API\"\n- **Editor Switching**: Jump between Cursor, VS Code, or other editors with single-click navigation\n- **Project Organization**: Categorize and organize projects effortlessly\n- **Git & Port Management**: Manage Git worktrees and track ports across projects\n- **Terminal Templates**: Launch complex workflows with pre-configured templates\n\n## Target Audience\nDevelopers who work with multiple AI agents simultaneously and need streamlined workflow management without context-switching friction.\n\n## Pricing\nCore features are available free; premium tiers likely exist (pricing page referenced but details not provided).\n\n## Platform Support\n- **Currently Available**: macOS (Apple Silicon ARM64 and Intel x64)\n- **Planned**: Windows coming soon\n- **Not Planned**: Linux\n\n## Differentiators\n- **No Vendor Lock-in**: Support for any CLI tool with flexibility to switch freely\n- **Privacy-Focused**: All processing is local; no external data transmission; Apple notarized\n- **User Testimonial**: Users praise the ability to build custom development workflows and the intuitive UI\n\n## How to Access\nDownload available for macOS versions (1.4.3 latest); web-based resources include documentation, gallery, roadmap, and comparison pages."}]},"uuid":"c44860eb-4e03-4f83-bc2e-b04271641d1a","timestamp":"2026-03-13T22:30:19.095Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"9ac1196b-16e7-447d-a5c9-69c9ce2a5d26","timestamp":"2026-03-13T22:30:19.096Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"9ac1196b-16e7-447d-a5c9-69c9ce2a5d26","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Tic1g62CPEbgoeo97WRoqw","type":"tool_result","content":"I apologize, but the content provided is primarily CSS code and Font Awesome icon definitions—essentially a stylesheet with no meaningful dashboard information.\n\nThe document contains:\n- CSS custom properties (variables) for colors, spacing, and typography\n- Layout styles for headers, footers, sidebars, and post cards\n- Font Awesome 7 icon mappings\n- Responsive design rules\n\n**There is no dashboard description, features list, architecture overview, tech stack explanation, operational methodology, or creator attribution present in this content.**\n\nTo extract dashboard information, I would need actual documentation, README files, or HTML/JavaScript that describes the application's purpose and functionality. The current document only provides styling definitions without contextual information about what dashboard this CSS supports."}]},"uuid":"d2e056d9-8d35-4e07-ab40-9508321634e0","timestamp":"2026-03-13T22:30:21.769Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"e2f81daf-8417-41fb-ac5a-b87497946058","timestamp":"2026-03-13T22:30:21.771Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"e2f81daf-8417-41fb-ac5a-b87497946058","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01K6CMSkq6Xh8KoWBYvGknok","type":"tool_result","content":"# CCManager: AI Code Agent Session Manager\n\n## Overview\nCCManager is a CLI tool for managing multiple AI coding assistant sessions across Git worktrees and projects. It has **931 stars** on GitHub and is noted in the \"Awesome Gemini CLI\" repository.\n\n## Core Functionality\nThe application enables developers to \"run multiple AI assistant sessions in parallel across different Git worktrees\" while switching between them seamlessly. It provides visual status indicators showing whether sessions are idle, busy, or waiting for user input.\n\n## Supported AI Assistants\nCCManager works with eight different coding agents:\n- Claude Code (default)\n- Gemini CLI\n- Codex CLI\n- Cursor Agent\n- Copilot CLI\n- Cline CLI\n- OpenCode\n- Kimi CLI\n\nEach assistant has customized state detection to track processing, input requests, and readiness.\n\n## Key Features\n\n**Session Management:**\n- Parallel session operation across worktrees\n- Real-time status monitoring\n- Worktree creation, merging, and deletion\n- \"Copy Claude Code session data between worktrees to maintain conversation context\"\n\n**Configuration & Automation:**\n- Customizable keyboard shortcuts\n- Command presets with fallback support\n- Status change hooks for notifications and automation\n- Worktree hooks for post-creation actions\n- Per-project configuration via `.ccmanager.json`\n\n**Advanced Capabilities:**\n- Multi-project support managing multiple repositories\n- Devcontainer integration (host-based management)\n- Auto-approval feature using AI verification (experimental)\n- Automatic worktree directory generation\n- Enhanced Git status tracking\n\n## Differentiators vs. Claude Squad\nThe documentation emphasizes three main advantages:\n1. **No tmux dependency** – \"completely self-contained\" and works without external session managers\n2. **Real-time monitoring** – Shows actual session states in the menu interface\n3. **Simple interface** – Minimal design philosophy following Claude Code's approach\n\n## Installation\nAvailable via `npm install -g ccmanager` or `npx ccmanager` without installation."}]},"uuid":"e5bc8ace-daac-4069-9cc4-f5358bd642f1","timestamp":"2026-03-13T22:30:22.483Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"5dde0d9e-a49d-4428-8dce-b0f0a261ef42","timestamp":"2026-03-13T22:30:22.485Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"5dde0d9e-a49d-4428-8dce-b0f0a261ef42","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01KA8emmVxELTyqtDKdNZXYZ","type":"tool_result","content":"# Claude Dashboard - Overview\n\n## What It Does\nClaude Dashboard is a terminal-based session manager for Claude Code that provides a user-friendly interface for viewing and managing multiple Claude Code sessions within tmux environments.\n\n## Key Features\n- **Easy session management**: \"View and switch between Claude Code sessions quickly\"\n- **Terminal UI**: Works inside your terminal with visual elements\n- **tmux integration**: Uses tmux commands to organize sessions\n- **Lightweight performance**: \"Doesn't slow down your computer\"\n- **Navigation**: Arrow keys or j/k to move; Enter to switch; q to exit\n- **Auto-detection**: Automatically lists and updates active sessions\n\n## Tech Stack\n- **Language**: Go (87.7% of codebase)\n- **Utilities**: Shell scripts (12.0%), Makefile (0.3%)\n- **Inspiration**: Designed after k9s, a popular Kubernetes CLI tool\n- **Distribution**: Pre-compiled binaries for macOS, Linux, Windows\n\n## Metrics\n- **2 stars** on GitHub\n- **38 commits** on main branch\n- MIT licensed\n- Open source with source code viewable on GitHub\n\n## How It Works\n1. Downloads as a ready-to-run executable for your OS\n2. Requires tmux to be installed and running\n3. Launches a visual dashboard showing all active tmux sessions\n4. Allows quick navigation and switching between Claude Code sessions\n5. No Go runtime needed post-installation\n\n## System Requirements\nmacOS, Linux, or Windows (WSL) with tmux installed."}]},"uuid":"d1644bdf-b1be-4ea0-901b-9639db9b23f1","timestamp":"2026-03-13T22:30:22.699Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"c23faf73-edfc-4357-bd4b-f40bbffb6408","timestamp":"2026-03-13T22:30:22.701Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"c23faf73-edfc-4357-bd4b-f40bbffb6408","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01X3CPirwN5QVRxafQsVDuZJ","type":"tool_result","content":"# Claude Session Dashboard\n\n## What It Does\nA local observability tool that scans your `~/.claude` directory to visualize Claude Code session history, tool usage, token consumption, cost estimates, and activity trends—without sending data anywhere.\n\n## Key Features\n- **Session browsing**: Full-text search, filters by status/project/model/date, sortable columns\n- **Session details**: Context window breakdown, tool usage stats, agent dispatch history, timeline charts, cost estimates\n- **Analytics**: GitHub-style contribution heatmap, token usage trends, model distribution, hourly activity charts\n- **Per-project analytics**: Aggregated metrics with drill-down filtering\n- **Cost estimation**: Configurable pricing per model with subscription tier support\n- **Data export**: CSV/JSON formats for sessions, models, daily activity, projects\n- **Real-time monitoring**: Active session badges with 3-second polling\n- **Privacy mode**: Anonymize project names, paths, branches, usernames\n\n## Tech Stack\n- TanStack Start (SSR on Vite)\n- TanStack Router (file-based routing)\n- TanStack Query (data fetching/caching)\n- Tailwind CSS v4\n- Recharts (visualizations)\n- Zod (validation)\n- Node.js ≥ 18\n\n## How It Works\n1. Scans `~/.claude/projects/` for session files with mtime-based caching\n2. Parses JSONL logs for metadata, tool calls, token usage\n3. Exposes data via TanStack Start server functions (type-safe RPC)\n4. React Query handles fetching with background refetch for live updates\n5. Caches parsed data in memory and disk (`~/.claude-dashboard/cache/`)\n\n## Stats\n- **24 stars** on GitHub\n- **4 forks**\n- MIT licensed\n- 152 commits, latest release v0.4.5 (March 6, 2026)"}]},"uuid":"0980f202-ea07-492a-b1a4-33a29a08ec10","timestamp":"2026-03-13T22:30:23.246Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"2cdaa075-0d64-4328-8633-c27294670095","timestamp":"2026-03-13T22:30:23.247Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"2cdaa075-0d64-4328-8633-c27294670095","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0127wdkaReohr7GuGp3e23A5","type":"tool_result","content":"# Codexia: Agent Workstation Overview\n\n## What It Does\nCodexia is a desktop application that serves as a unified workspace for AI coding agents. It integrates Codex CLI and Claude Code with an IDE-like environment, enabling users to \"combine agent workflows, an IDE-like editor, a headless web server, and a prompt notepad in one workspace.\"\n\n## Key Features\n- **Agent workflows**: Task scheduling for recurring jobs and remote control via headless web server\n- **Workspace management**: Git worktree handling, project file tree, code editor, prompt notepad, and local web preview\n- **Data tools**: One-click preview for PDF, XLSX, and CSV files\n- **Ecosystem integration**: MCP server marketplace and agent skills marketplace\n- **Personalization**: Theme customization, accent color selection, and usage analytics dashboard\n\n## Tech Stack\n- **Frontend**: React, TypeScript, Zustand state management, shadcn/ui components\n- **Desktop backend**: Tauri v2 with Rust\n- **Server backend**: Axum web framework for headless mode\n- **Agent runtime**: Codex app-server JSON-RPC integration\n- **Real-time updates**: WebSocket broadcast streams\n\n## Repository Statistics\n- **Stars**: 488\n- **Forks**: 53\n- **Language composition**: TypeScript (76%), Rust (22.5%), CSS (1%)\n- **Commits**: 939 total\n\n## Supported Agents\n- Codex CLI\n- Claude Code CLI\n\n## How It Works\nUsers launch the application, add a project directory, enter a prompt to start an agent session, and can create automated Task Scheduler jobs for recurring workflows. The system features \"process isolation\" where agents run separately, with configurable file and network permissions.\n\n## Installation Options\n- Homebrew (macOS): `brew tap milisp/codexia && brew install --cask codexia`\n- Prebuilt releases for macOS, Linux, and Windows\n\n## Licensing\nDual-licensed under AGPL-3.0 (open source) and Commercial License (proprietary/SaaS use)."}]},"uuid":"959e3592-390e-424e-9593-a1764a2daa74","timestamp":"2026-03-13T22:30:26.429Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"cf4787e0-36c5-4715-8b87-14b72ccae9d1","timestamp":"2026-03-13T22:30:26.430Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"cf4787e0-36c5-4715-8b87-14b72ccae9d1","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01VNBc5jFsbi25aGvXsBNnN2","type":"tool_result","content":"# Claude MPM - Multi-Agent Project Manager\n\n## What It Does\nClaude MPM transforms Claude Code CLI into a comprehensive AI development platform with multi-agent orchestration, skills management, and external service integration via Model Context Protocol (MCP).\n\n## Star Count\n**83 stars** on GitHub\n\n## Key Features\n\n**Multi-Agent System**\n- 47+ specialized agents deployed from Git repositories\n- Intelligent PM orchestrator that routes tasks to specialist agents\n- Session management with resume capability and auto-pause summaries\n\n**Skills Framework**\n- 44+ bundled skills covering TDD, Docker, API design, security, debugging, Git workflows\n- Three-tier organization: bundled → user → project with priority resolution\n- Progressive disclosure loads skills on-demand to optimize context\n\n**MCP Integration**\nThe platform includes built-in servers for:\n- Google Workspace (34 tools): Gmail, Calendar, Drive, Docs, Tasks\n- Notion (7 tools + bulk operations)\n- Confluence (7 tools + bulk operations)\n- Slack (12 tools, user proxy mode)\n- Semantic code search via mcp-vector-search\n- Ticket management with GitHub/Linear/Jira support\n\n**Performance & Architecture**\n- \"Near-instant startup (~100ms)\" after initial daily sync of agents and skills\n- Service-oriented architecture with ~60 services and event bus\n- Intelligent caching with ETag-based invalidation\n- Encrypted token storage using Fernet encryption\n\n**Enterprise Features**\n- OAuth 2.0 integration for secure authentication\n- 100+ CLI commands and comprehensive management interface\n- Session persistence with real-time monitoring dashboard\n- 15+ event hooks for custom workflows\n\n## How It Works\n\n1. **Installation**: Deploy via `uv tool install` or Homebrew (requires Python 3.11-3.13, Claude Code CLI v2.1.3+)\n2. **Setup**: Agents auto-deploy from Git; skills load on-demand\n3. **Execution**: Users invoke Claude Code with multi-agent capabilities\n4. **Integration**: External services connect via OAuth/API tokens with encrypted storage\n5. **Persistence**: Sessions resume with full context; auto-summaries prevent token loss\n\n## Architecture Highlights\n- 3,700 lines of code removed for simplified performance\n- Comprehensive input validation and security hardening\n- Daily sync with 24-hour TTL; configurable via `CLAUDE_MPM_SYNC_TTL`\n- Memory management with cleanup commands for large histories"}]},"uuid":"6ed51f4d-19a4-4ecd-8a33-404fe337a0ba","timestamp":"2026-03-13T22:30:28.822Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"df3e4e6e-55d0-43ad-b23d-980813392fbf","timestamp":"2026-03-13T22:30:28.823Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"df3e4e6e-55d0-43ad-b23d-980813392fbf","isSidechain":false,"type":"progress","data":{"message":{"type":"assistant","timestamp":"2026-03-13T22:30:32.246Z","message":{"model":"claude-opus-4-6","id":"msg_01QWrXDN7KW1M43u71mncpmJ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01GRwg2NuHxXk2CsdgWL7qCY","name":"WebSearch","input":{"query":"claude-squad terminal multiplexer AI coding agent manager"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":3665,"cache_read_input_tokens":22610,"cache_creation":{"ephemeral_5m_input_tokens":3665,"ephemeral_1h_input_tokens":0},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"requestId":"req_011CZ1sU9f2Q4kpPabgebzZp","uuid":"63117968-1292-4285-93ec-cf152fac0c03"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"0d90776d-976d-4576-8532-2df11ffe19d1","timestamp":"2026-03-13T22:30:32.246Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"c64faa13-6cc4-4cf4-b564-d65121666514","isSidechain":false,"promptId":"aede3218-5355-4995-959d-03fca2743513","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01C9tC8W6n77hmBX8mfRgUF9","type":"tool_result","content":[{"type":"text","text":"Perfect! Now I have a complete understanding of agent-kitchen. Let me provide a thorough summary:\n\n---\n\n## Agent Kitchen: Product Understanding\n\nAgent Kitchen is a unified dashboard for managing AI coding agent sessions across multiple tools. Here's the comprehensive breakdown:\n\n### 1. Problem It Solves\n\n**Core Problem**: Users of Claude Code and Codex CLI accumulate dozens of agent sessions across different repositories. Without a central view, it's impossible to:\n- Track which repos have active work\n- Understand what each session was doing\n- Know where you left off in a project\n- Find sessions across multiple tools\n- See the state of repos (dirty files, unpushed commits, current branch)\n\n**The Gap**: Claude Code and Codex each store their sessions locally in JSONL files (`~/.claude` and `~/.codex`), but there's no unified interface to browse them, understand their status, or resume them.\n\n---\n\n### 2. Key Features and UX\n\n**Dashboard Organization**:\n- **Repo-grouped view** (primary): Sessions organized by git repository with live git status (branch, dirty state, unpushed commits count)\n- **Non-repo view** (fallback): Sessions outside any git repo, grouped by working directory\n- **Collapses** first 10 sessions per group by default with a \"Show all\" button (for repos with many sessions)\n- **Auto-expands** the most recently active group on load\n\n**Session Display**:\n- **Summary** (AI-generated or fallback from first user message)\n- **Status classification** (done, likely done, in progress, likely in progress, waiting for input)\n- **Last active time** (relative, e.g., \"3h ago\")\n- **Source badge** (Claude or Codex)\n- **Status dot indicator** (orange for active, yellow for waiting, gray for done)\n\n**Interactive Controls**:\n- **One-click resume**: Click any session to open an in-browser terminal (xterm.js) with the session running\n- **New session button** (+) on each repo group header to start a fresh Claude session in that directory\n- **Fuzzy search** (press `/`): Searches across all sessions by summary, repo name, and status; highlights matching characters\n- **Time slider**: Filter sessions to show only those active in last N days\n- **Refresh button**: Manually rescan for new sessions\n- **Scan days input**: Control how far back to scan (default 60 days)\n\n**Visual Design**:\n- Monochrome theme (light gray/white) with a single bright accent color (orange #FF4D00)\n- Desktop-first (800px+)\n- Status-colored dots for quick visual scanning\n- Smooth animations and transitions\n- Clean, developer-friendly aesthetics\n\n**Browser Terminal** (embedded xterm.js):\n- Full PTY support with bidirectional communication\n- Maintains session context (cwd, source)\n- Terminal resizing\n- Web links addon (clickable URLs)\n- Can launch new Claude sessions or resume existing ones\n\n---\n\n### 3. Target User\n\n**Primary**: Solo developers and engineering leaders using AI agents for coding tasks\n- Someone with multiple ongoing projects across different repos\n- Uses Claude Code or Codex CLI frequently\n- Needs to context-switch between projects\n- Wants to track agent work and resume sessions without hunting through file systems\n\n**Secondary**: Teams of engineers using agents (future expansion)\n- Would need multi-user session sharing\n- Currently single-machine focused\n\n**Environment**: macOS primarily (terminal launch uses AppleScript; dashboard works anywhere but needs browser)\n\n---\n\n### 4. Architecture and Tech Stack\n\n**High-Level Pipeline**:\n```\nJSONL Session Files (~/.claude, ~/.codex)\n  ↓\nScanner (parse sessions, filter programmatic/subagent noise)\n  ↓\nGit Status Checker (live branch, dirty, unpushed commits)\n  ↓\nSummary Cache (disk-based, invalidated by mtime)\n  ↓\nLLM Summarizer (Claude Haiku via Agent SDK, optional background)\n  ↓\nGrouping (by repo or cwd, sorted by recency)\n  ↓\nFastAPI Server (JSON API + static frontend)\n  ↓\nBrowser UI (vanilla JS, xterm.js terminal)\n```\n\n**Backend (Python, Python 3.12+)**:\n- **FastAPI** for HTTP API and WebSocket support\n- **uvicorn** as ASGI server\n- **ptyprocess** for PTY spawning (WebSocket terminal)\n- **claude-agent-sdk** for LLM summarization (Claude Haiku)\n- **No database**: Everything is computed on-the-fly from JSONL files\n\n**Key Modules**:\n- **scanner.py**: Parses `~/.claude/projects/` and `~/.codex/sessions/` JSONL, yields `Session` objects. Filters out SDK sessions (≤2 turns) and subagent sessions. Independent error domains (one source failure doesn't block the other).\n- **models.py**: Data classes (`Session`, `RepoGroup`, `NonRepoGroup`)\n- **git_status.py**: Live git status queries (subprocess calls to git), cached repo root lookups\n- **grouping.py**: Pure function to partition sessions by repo or cwd, attach git status\n- **summarizer.py**: Extracts context from JSONL (first + last 5 messages, ~2000 tokens), calls Claude Haiku, returns structured `{summary, status}`. Falls back to first user message on LLM failure.\n- **cache.py**: Disk cache at `~/.cache/agent-kitchen/summaries.json`. Atomic writes via temp file + rename. Merges on-disk state before writing (handles concurrent access).\n- **server.py**: Orchestrates the pipeline. Atomic state swaps (never mutates `_dashboard_data` in place). Background refresh loop. WebSocket PTY terminal.\n- **indexer.py**: Standalone pre-indexer for batch LLM summarization with progress logging\n- **cli.py**: Two subcommands: `web` (dashboard) and `index` (pre-summarize)\n\n**Frontend (Vanilla JavaScript, Zero Build Step)**:\n- **app.js** (~770 lines): Fetches `/api/sessions`, renders UI, handles interactions. Fuzzy matching, time filtering, terminal integration.\n- **index.html**: Static markup, xterm.js CDN links\n- **style.css**: ~300 lines. Responsive grid, monochrome + accent design, smooth transitions\n- No npm, no bundler, no React/Vue. Pure DOM manipulation.\n\n**API Endpoints**:\n- `GET /api/sessions` - Fetch current dashboard data (cached/fallback summaries)\n- `GET /api/refresh?scan_days=N` - Force a full rescan + LLM summarization\n- `GET /api/launch?source=X&session_id=Y&cwd=Z` - Launch session in terminal app (macOS only)\n- `WebSocket /ws/terminal?source=X&session_id=Y&cwd=Z&mode=resume` - PTY terminal\n- `WebSocket /ws/terminal?cwd=Z&mode=new` - New Claude session in cwd\n\n**Startup Flow**:\n1. On app creation, choose lifespan:\n   - `summarize=True` (default): Fast scan → show cached/fallback summaries → background LLM → regroup → periodic refresh\n   - `summarize=False` (scan-only): Fast scan → show cached/fallback, no LLM, no background refresh\n2. Initial scan completes in ~1 second (no LLM calls), dashboard shows data\n3. Background task starts LLM summarization in parallel (semaphore limited to 3 concurrent calls)\n4. Every 60 seconds, full rescan pipeline runs\n\n**Authentication** (for LLM calls):\n- Checks `ANTHROPIC_API_KEY` (Anthropic API)\n- Falls back to `CLAUDE_CODE_OAUTH_TOKEN` (Claude Max subscription)\n- Falls back to `pass` password manager at `dev/CLAUDE_SUBSCRIPTION_TOKEN`\n- If none found, dashboard still works with fallback summaries\n\n---\n\n### 5. Limitations\n\n**Scope Limitations**:\n- **macOS-only terminal launch** (uses AppleScript and `open -na`). Dashboard itself works on any OS with a browser.\n- **Single-machine**: Sessions are scanned from local user home directory. No multi-machine aggregation or cloud sync.\n- **No authentication/multi-user**: All sessions visible to the logged-in user. No per-user sharing or team features.\n- **Read-only UI**: Can't edit sessions or re-run with different prompts from the dashboard (must use CLI).\n\n**Search Limitations**:\n- Fuzzy search is client-side in browser JavaScript. Works on ~50 top matches per search query.\n- No full-text search of session content (only summaries, repo names, status).\n\n**Session Filtering**:\n- Intentionally filters out programmatic SDK sessions (≤2 user turns) and subagent sessions to reduce noise. May hide some legitimate short sessions.\n\n**API Call Limits**:\n- Default LLM concurrency is 3 to avoid Anthropic API rate limiting. Can be tuned via CLI flag.\n- Pre-indexing is single-process (no distributed indexing).\n\n**Historical Data**:\n- Only scans back 60 days by default (configurable).\n- Session details are extracted from JSONL files: if first + last 5 messages aren't informative, summary will be poor.\n\n**Git Status**:\n- Subprocess calls to git (5-second timeout each). On slow networks or large repos, may timeout.\n- Status is live at query time, not cached. Each dashboard page load queries git.\n\n**Terminal Limitations**:\n- WebSocket terminal in browser has latency (not true SSH). Suitable for resuming sessions and light interactive work.\n- Ghostty or Terminal.app required for one-click launch (configurable, but no Linux support).\n\n**Frontend Constraints**:\n- Vanilla JS: No sophisticated state management. Render is synchronous, not ideal for massive datasets.\n- No offline mode: Requires backend running and network access to localhost.\n\n---\n\n### Summary\n\nAgent Kitchen solves a real pain point for developers using AI agents: **context fragmentation**. It provides a fast, beautiful, and functional unified view of all agent sessions with AI-generated summaries, live git status, and one-click resume. The architecture is pragmatic—no database, pure scanning/caching/LLM pipeline—and optimizes for startup speed (show fallbacks instantly, upgrade in background). It's a well-scoped MVP that focuses on single-user, single-machine use but could extend to team features in the future. The lack of a build step and pure vanilla frontend is a strength for maintainability and simplicity."},{"type":"text","text":"agentId: a207091661b9eb9a0 (for resuming to continue this agent's work if needed)\n<usage>total_tokens: 86779\ntool_uses: 14\nduration_ms: 47138</usage>"}]}]},"uuid":"9be507f8-353c-4a61-8042-4b42f9a18521","timestamp":"2026-03-13T22:30:32.749Z","toolUseResult":{"status":"completed","prompt":"Give me a thorough understanding of what agent-kitchen does as a product. Read the README, key source files, and frontend to understand:\n1. What problem it solves\n2. Key features and UX\n3. Target user\n4. Architecture and tech stack\n5. Limitations\n\nBe thorough - read README.md, src/agent_kitchen/server.py, src/agent_kitchen/static/app.js, src/agent_kitchen/static/index.html, pyproject.toml, and any other relevant files.","agentId":"a207091661b9eb9a0","content":[{"type":"text","text":"Perfect! Now I have a complete understanding of agent-kitchen. Let me provide a thorough summary:\n\n---\n\n## Agent Kitchen: Product Understanding\n\nAgent Kitchen is a unified dashboard for managing AI coding agent sessions across multiple tools. Here's the comprehensive breakdown:\n\n### 1. Problem It Solves\n\n**Core Problem**: Users of Claude Code and Codex CLI accumulate dozens of agent sessions across different repositories. Without a central view, it's impossible to:\n- Track which repos have active work\n- Understand what each session was doing\n- Know where you left off in a project\n- Find sessions across multiple tools\n- See the state of repos (dirty files, unpushed commits, current branch)\n\n**The Gap**: Claude Code and Codex each store their sessions locally in JSONL files (`~/.claude` and `~/.codex`), but there's no unified interface to browse them, understand their status, or resume them.\n\n---\n\n### 2. Key Features and UX\n\n**Dashboard Organization**:\n- **Repo-grouped view** (primary): Sessions organized by git repository with live git status (branch, dirty state, unpushed commits count)\n- **Non-repo view** (fallback): Sessions outside any git repo, grouped by working directory\n- **Collapses** first 10 sessions per group by default with a \"Show all\" button (for repos with many sessions)\n- **Auto-expands** the most recently active group on load\n\n**Session Display**:\n- **Summary** (AI-generated or fallback from first user message)\n- **Status classification** (done, likely done, in progress, likely in progress, waiting for input)\n- **Last active time** (relative, e.g., \"3h ago\")\n- **Source badge** (Claude or Codex)\n- **Status dot indicator** (orange for active, yellow for waiting, gray for done)\n\n**Interactive Controls**:\n- **One-click resume**: Click any session to open an in-browser terminal (xterm.js) with the session running\n- **New session button** (+) on each repo group header to start a fresh Claude session in that directory\n- **Fuzzy search** (press `/`): Searches across all sessions by summary, repo name, and status; highlights matching characters\n- **Time slider**: Filter sessions to show only those active in last N days\n- **Refresh button**: Manually rescan for new sessions\n- **Scan days input**: Control how far back to scan (default 60 days)\n\n**Visual Design**:\n- Monochrome theme (light gray/white) with a single bright accent color (orange #FF4D00)\n- Desktop-first (800px+)\n- Status-colored dots for quick visual scanning\n- Smooth animations and transitions\n- Clean, developer-friendly aesthetics\n\n**Browser Terminal** (embedded xterm.js):\n- Full PTY support with bidirectional communication\n- Maintains session context (cwd, source)\n- Terminal resizing\n- Web links addon (clickable URLs)\n- Can launch new Claude sessions or resume existing ones\n\n---\n\n### 3. Target User\n\n**Primary**: Solo developers and engineering leaders using AI agents for coding tasks\n- Someone with multiple ongoing projects across different repos\n- Uses Claude Code or Codex CLI frequently\n- Needs to context-switch between projects\n- Wants to track agent work and resume sessions without hunting through file systems\n\n**Secondary**: Teams of engineers using agents (future expansion)\n- Would need multi-user session sharing\n- Currently single-machine focused\n\n**Environment**: macOS primarily (terminal launch uses AppleScript; dashboard works anywhere but needs browser)\n\n---\n\n### 4. Architecture and Tech Stack\n\n**High-Level Pipeline**:\n```\nJSONL Session Files (~/.claude, ~/.codex)\n  ↓\nScanner (parse sessions, filter programmatic/subagent noise)\n  ↓\nGit Status Checker (live branch, dirty, unpushed commits)\n  ↓\nSummary Cache (disk-based, invalidated by mtime)\n  ↓\nLLM Summarizer (Claude Haiku via Agent SDK, optional background)\n  ↓\nGrouping (by repo or cwd, sorted by recency)\n  ↓\nFastAPI Server (JSON API + static frontend)\n  ↓\nBrowser UI (vanilla JS, xterm.js terminal)\n```\n\n**Backend (Python, Python 3.12+)**:\n- **FastAPI** for HTTP API and WebSocket support\n- **uvicorn** as ASGI server\n- **ptyprocess** for PTY spawning (WebSocket terminal)\n- **claude-agent-sdk** for LLM summarization (Claude Haiku)\n- **No database**: Everything is computed on-the-fly from JSONL files\n\n**Key Modules**:\n- **scanner.py**: Parses `~/.claude/projects/` and `~/.codex/sessions/` JSONL, yields `Session` objects. Filters out SDK sessions (≤2 turns) and subagent sessions. Independent error domains (one source failure doesn't block the other).\n- **models.py**: Data classes (`Session`, `RepoGroup`, `NonRepoGroup`)\n- **git_status.py**: Live git status queries (subprocess calls to git), cached repo root lookups\n- **grouping.py**: Pure function to partition sessions by repo or cwd, attach git status\n- **summarizer.py**: Extracts context from JSONL (first + last 5 messages, ~2000 tokens), calls Claude Haiku, returns structured `{summary, status}`. Falls back to first user message on LLM failure.\n- **cache.py**: Disk cache at `~/.cache/agent-kitchen/summaries.json`. Atomic writes via temp file + rename. Merges on-disk state before writing (handles concurrent access).\n- **server.py**: Orchestrates the pipeline. Atomic state swaps (never mutates `_dashboard_data` in place). Background refresh loop. WebSocket PTY terminal.\n- **indexer.py**: Standalone pre-indexer for batch LLM summarization with progress logging\n- **cli.py**: Two subcommands: `web` (dashboard) and `index` (pre-summarize)\n\n**Frontend (Vanilla JavaScript, Zero Build Step)**:\n- **app.js** (~770 lines): Fetches `/api/sessions`, renders UI, handles interactions. Fuzzy matching, time filtering, terminal integration.\n- **index.html**: Static markup, xterm.js CDN links\n- **style.css**: ~300 lines. Responsive grid, monochrome + accent design, smooth transitions\n- No npm, no bundler, no React/Vue. Pure DOM manipulation.\n\n**API Endpoints**:\n- `GET /api/sessions` - Fetch current dashboard data (cached/fallback summaries)\n- `GET /api/refresh?scan_days=N` - Force a full rescan + LLM summarization\n- `GET /api/launch?source=X&session_id=Y&cwd=Z` - Launch session in terminal app (macOS only)\n- `WebSocket /ws/terminal?source=X&session_id=Y&cwd=Z&mode=resume` - PTY terminal\n- `WebSocket /ws/terminal?cwd=Z&mode=new` - New Claude session in cwd\n\n**Startup Flow**:\n1. On app creation, choose lifespan:\n   - `summarize=True` (default): Fast scan → show cached/fallback summaries → background LLM → regroup → periodic refresh\n   - `summarize=False` (scan-only): Fast scan → show cached/fallback, no LLM, no background refresh\n2. Initial scan completes in ~1 second (no LLM calls), dashboard shows data\n3. Background task starts LLM summarization in parallel (semaphore limited to 3 concurrent calls)\n4. Every 60 seconds, full rescan pipeline runs\n\n**Authentication** (for LLM calls):\n- Checks `ANTHROPIC_API_KEY` (Anthropic API)\n- Falls back to `CLAUDE_CODE_OAUTH_TOKEN` (Claude Max subscription)\n- Falls back to `pass` password manager at `dev/CLAUDE_SUBSCRIPTION_TOKEN`\n- If none found, dashboard still works with fallback summaries\n\n---\n\n### 5. Limitations\n\n**Scope Limitations**:\n- **macOS-only terminal launch** (uses AppleScript and `open -na`). Dashboard itself works on any OS with a browser.\n- **Single-machine**: Sessions are scanned from local user home directory. No multi-machine aggregation or cloud sync.\n- **No authentication/multi-user**: All sessions visible to the logged-in user. No per-user sharing or team features.\n- **Read-only UI**: Can't edit sessions or re-run with different prompts from the dashboard (must use CLI).\n\n**Search Limitations**:\n- Fuzzy search is client-side in browser JavaScript. Works on ~50 top matches per search query.\n- No full-text search of session content (only summaries, repo names, status).\n\n**Session Filtering**:\n- Intentionally filters out programmatic SDK sessions (≤2 user turns) and subagent sessions to reduce noise. May hide some legitimate short sessions.\n\n**API Call Limits**:\n- Default LLM concurrency is 3 to avoid Anthropic API rate limiting. Can be tuned via CLI flag.\n- Pre-indexing is single-process (no distributed indexing).\n\n**Historical Data**:\n- Only scans back 60 days by default (configurable).\n- Session details are extracted from JSONL files: if first + last 5 messages aren't informative, summary will be poor.\n\n**Git Status**:\n- Subprocess calls to git (5-second timeout each). On slow networks or large repos, may timeout.\n- Status is live at query time, not cached. Each dashboard page load queries git.\n\n**Terminal Limitations**:\n- WebSocket terminal in browser has latency (not true SSH). Suitable for resuming sessions and light interactive work.\n- Ghostty or Terminal.app required for one-click launch (configurable, but no Linux support).\n\n**Frontend Constraints**:\n- Vanilla JS: No sophisticated state management. Render is synchronous, not ideal for massive datasets.\n- No offline mode: Requires backend running and network access to localhost.\n\n---\n\n### Summary\n\nAgent Kitchen solves a real pain point for developers using AI agents: **context fragmentation**. It provides a fast, beautiful, and functional unified view of all agent sessions with AI-generated summaries, live git status, and one-click resume. The architecture is pragmatic—no database, pure scanning/caching/LLM pipeline—and optimizes for startup speed (show fallbacks instantly, upgrade in background). It's a well-scoped MVP that focuses on single-user, single-machine use but could extend to team features in the future. The lack of a build step and pure vanilla frontend is a strength for maintainability and simplicity."}],"totalDurationMs":47138,"totalTokens":86779,"totalToolUseCount":14,"usage":{"input_tokens":6,"cache_creation_input_tokens":3931,"cache_read_input_tokens":80293,"output_tokens":2549,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":3931},"inference_geo":"","iterations":[],"speed":"standard"}},"sourceToolAssistantUUID":"c64faa13-6cc4-4cf4-b564-d65121666514","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"55d9c369-7e69-403e-a68c-13336922ea19","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01GRwg2NuHxXk2CsdgWL7qCY","type":"tool_result","content":"Web search results for query: \"claude-squad terminal multiplexer AI coding agent manager\"\n\nLinks: [{\"title\":\"GitHub - smtg-ai/claude-squad: Manage multiple AI terminal agents like Claude Code, Codex, OpenCode, and Amp. · GitHub\",\"url\":\"https://github.com/smtg-ai/claude-squad\"},{\"title\":\"Orchestrate teams of Claude Code sessions - Claude Code Docs\",\"url\":\"https://code.claude.com/docs/en/agent-teams\"},{\"title\":\"Claude Squad - Manage Multiple AI Code Assistants\",\"url\":\"https://smtg-ai.github.io/claude-squad/\"},{\"title\":\"GitHub - mixpeek/amux: Open-source Claude Code agent multiplexer — run dozens of parallel AI coding agents unattended via tmux\",\"url\":\"https://github.com/mixpeek/amux\"},{\"title\":\"Claude Code Agent Teams: Run Parallel AI Agents on Your Codebase | Setup & Guide\",\"url\":\"https://www.sitepoint.com/anthropic-claude-code-agent-teams/\"},{\"title\":\"How to Set Up Claude Code Agent Teams: Build Apps with Multiple AI Agents — CodeWithMuh\",\"url\":\"https://codewithmuh.com/blog/how-to-set-up-claude-code-agent-teams-build-apps-with-multiple-ai-agents\"},{\"title\":\"Claude Squad - Unified Terminal Management for Parallel AI Coding Agents - Aitoolnet\",\"url\":\"https://www.aitoolnet.com/claude-squad\"},{\"title\":\"Claude Agent Teams Explained: AI for Complex Projects (2026 Guide)\",\"url\":\"https://www.turingcollege.com/blog/claude-agent-teams-explained\"},{\"title\":\"Stop Prompting and Start Managing: A Deep Dive into Claude Code Agent Teams\",\"url\":\"https://vibetools.net/posts/stop-prompting-and-start-managing-a-deep-dive-into-claude-code-agent-teams\"},{\"title\":\"Claude Code Swarm Orchestration Skill - Complete guide to multi-agent coordination with TeammateTool, Task system, and all patterns · GitHub\",\"url\":\"https://gist.github.com/kieranklaassen/4f2aba89594a4aea4ad64d753984b2ea\"}]\n\nBased on the web search results, here's what I found about claude-squad as a terminal multiplexer AI coding agent manager:\n\n## Claude Squad Overview\n\nClaude Squad is a terminal app that manages multiple Claude Code, Codex, Gemini (and other local agents including Aider) in separate workspaces, allowing you to work on multiple tasks simultaneously.\n\n## Key Features\n\nClaude Squad uses tmux to create isolated terminal sessions for each agent and git worktrees to isolate codebases so each session works on its own branch. This ensures that Claude Squad leverages two critical technologies: Isolation via tmux ensures reliable, persistent terminal sessions for each agent, so tasks continue running even if you detach, and Isolation via git worktrees guarantees absolute code isolation for every task, meaning when you run five agents, you are running five independent, clean working environments.\n\n## Capabilities\n\nYou can run multiple agents concurrently in the background, allowing you to delegate complex tasks without tying up your primary workflow. For maximizing hands-off productivity, you can enable the experimental autoyes (or yolo) mode, which automatically accepts prompts generated by agents like Claude Code.\n\n## Installation\n\nBoth Homebrew and manual installation will install Claude Squad as cs on your system. Claude Squad can also be installed by running: curl -fsSL https://raw.githubusercontent.com/smtg-ai/claude-squad/main/install.sh | bash\n\nThe tool is essentially a wrapper that simplifies managing multiple AI coding agents in parallel, with built-in isolation to prevent conflicts between different agent sessions.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"5d1df4ba-8521-4d72-9ec3-4787ed86152c","timestamp":"2026-03-13T22:30:40.001Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"49ed78f9-b4f5-407d-80e7-5e2d6d0080eb","timestamp":"2026-03-13T22:30:40.002Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"49ed78f9-b4f5-407d-80e7-5e2d6d0080eb","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Fy6cadATtuYWv1BHmA4cc5","type":"tool_result","content":"# Claude Code Session Tracker\n\n## What It Does\nA real-time dashboard for monitoring Claude Code sessions across multiple projects, displaying active work, approval statuses, and PR/CI progress.\n\n## Features\n- **Real-time updates** via Durable Streams\n- Kanban board organizing sessions by status (Working, Needs Approval, Waiting, Idle)\n- \"AI-powered summaries of session activity using Claude Sonnet\"\n- PR and CI status tracking\n- Multi-repository support with session grouping\n\n## Tech Stack\n- **Frontend:** React, TanStack Router, Radix UI\n- **Backend:** Node.js daemon with XState state machine\n- **Real-time:** Durable Streams, TanStack DB\n- **File Watching:** Chokidar\n- **Language:** TypeScript (71.1%), JavaScript (15.0%), CSS (10.6%)\n\n## Star Count\n379 stars\n\n## How It Works\nThe architecture consists of three components:\n\n1. **Daemon** monitors `~/.claude/projects/` for log changes, parses JSONL files incrementally, derives status via state machine, generates summaries, and publishes updates to Durable Streams\n\n2. **UI** subscribes to streams, displays sessions grouped by repository with summaries and branch/PR information\n\n3. **State Machine** tracks four states (idle, working, waiting_for_approval, waiting_for_input) based on events like user prompts, tool results, and turn completions\n\n## Differentiators\n- Uses XState for deterministic session status detection rather than simple heuristics\n- Includes timeout fallbacks for older Claude Code versions\n- Optional PermissionRequest hook integration for accurate approval detection\n- Combines daemon-based log monitoring with real-time streaming architecture"}]},"uuid":"efbbe234-dc2f-4922-b17a-e5192ebb24ab","timestamp":"2026-03-13T22:30:40.059Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"5ffcb862-c9a8-4c6d-a577-9b0cf1d43bd1","timestamp":"2026-03-13T22:30:40.060Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"5ffcb862-c9a8-4c6d-a577-9b0cf1d43bd1","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LwepGdVkHjRZGiGjeCM2Ux","type":"tool_result","content":"Web search results for query: \"\"agent hand\" AI session manager TUI dashboard rust\"\n\nLinks: [{\"title\":\"Agent Hand Fast AI Agent Session Manager\",\"url\":\"https://www.aitoolsspace.com/en/tools/agent-hand\"},{\"title\":\"Agent Hand - Terminal Session Manager for AI Agents\",\"url\":\"https://weykon.github.io/agent-hand/\"},{\"title\":\"atm-tui - crates.io: Rust Package Registry\",\"url\":\"https://crates.io/crates/atm-tui\"},{\"title\":\"Agent of Empires - Terminal Session Manager for AI Coding Agents\",\"url\":\"http://www.agent-of-empires.com/\"},{\"title\":\"agent-tui — command-line utility in Rust // Lib.rs\",\"url\":\"https://lib.rs/crates/agent-tui\"},{\"title\":\"GitHub - njbrake/agent-of-empires: Claude Code, OpenCode, Mistral Vibe, Codex CLI, Gemini CLI, Pi.dev, Copilot CLI Coding Agent Terminal Session manager via tmux and git Worktrees · GitHub\",\"url\":\"https://github.com/njbrake/agent-of-empires\"},{\"title\":\"GitHub - pproenca/agent-tui: TUI automation for AI agents. Control any terminal app from code. · GitHub\",\"url\":\"https://github.com/pproenca/agent-tui\"},{\"title\":\"Show HN: Agent Hand – Tmux session manager for AI coding agents (Rust) | Hacker News\",\"url\":\"https://news.ycombinator.com/item?id=47192207\"},{\"title\":\"Ralph TUI: Mission Control Dashboard for AI Agents (2026) - Verdent Guides\",\"url\":\"https://www.verdent.ai/guides/ralph-tui-ai-agent-dashboard\"},{\"title\":\"GitHub - weykon/agent-hand\",\"url\":\"https://github.com/weykon/agent-hand\"}]\n\nBased on the search results, here's what I found about Agent Hand:\n\nAgent Hand is an open-source Rust TUI dashboard for managing multiple AI programming agent sessions like Claude Code and Gemini CLI. It offers fast sub-50ms launch, tmux integration, and intelligent workflow automation.\n\n## Key Features\n\nAgent Hand serves as a centralized dashboard for developers and engineers to manage multiple simultaneous sessions with various AI programming assistants. It solves the chaos of managing several AI agent instances across different terminal windows and tmux panes by providing a unified visual interface with clear status indicators, allowing users to efficiently monitor, control, and organize their interactions with tools like Claude Code, Gemini CLI, Cursor, Codex, and Windsurf.\n\n## Pricing Model\n\nAgent Hand offers a freemium pricing structure:\n- Free: $0, includes the session management TUI, status detection, priority jump, multi-tool hooks, grouping, tags, fuzzy search, and bilingual support.\n- Pro: $19 one-time purchase, includes all Free features plus the canvas workflow editor, session relationships, skill library, sound notifications, session recovery, and remote sharing.\n- Max: $9 per month, includes all Pro features plus AI session summarization, collaborative context capture, and remote session nodes.\n\n## Installation\n\nFor most systems, you can use the one-line command: 'curl -fsSL https://raw.githubusercontent.com/weykon/agent-hand/master/install.sh | bash'.\n\nAgent Hand is a Rust rewrite inspired by the original Go open-source project agent-deck.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"f44f8090-bfc9-4d55-831c-e8e6c3f8f02f","timestamp":"2026-03-13T22:30:42.096Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"8d59529e-8b3c-4431-830d-993586567e90","timestamp":"2026-03-13T22:30:42.097Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"20c32e27-d7d2-4171-b686-e576d3adaa11","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_013qxwTmjrTfpHnCp2jNf61g","type":"tool_result","content":"# Claude Squad Overview\n\n## Star Count & Popularity\nWith **6.3k stars** on GitHub, Claude Squad has gained substantial traction in the developer community.\n\n## Core Features\nClaude Squad enables developers to \"Complete tasks in the background (including yolo / auto-accept mode!)\" and \"Manage instances and tasks in one terminal window.\" The platform allows users to \"Review changes before applying them, checkout changes before pushing them\" with isolated git workspaces preventing conflicts.\n\n## How It Works\nThe tool leverages three key technologies:\n1. **tmux** for isolated terminal sessions per agent\n2. **git worktrees** to separate codebases across sessions\n3. A terminal user interface for streamlined management\n\n## Supported AI Agents\nClaude Squad manages multiple code-generation tools including:\n- Claude Code\n- OpenAI's Codex\n- Google Gemini\n- Aider (local agent)\n\n## Installation Options\nUsers can install via **Homebrew** with `brew install claude-squad` or manually using the curl-based installer: `curl -fsSL https://raw.githubusercontent.com/smtg-ai/claude-squad/main/install.sh | bash`\n\n## Key Differentiators\nUnlike single-agent tools, Claude Squad's distinguishing capability is enabling \"multiple tasks simultaneously\" within one terminal interface, with each task operating in its own isolated workspace to prevent conflicts."}]},"uuid":"c6b235ba-e6a0-438d-b437-893ca950f60d","timestamp":"2026-03-13T22:30:50.805Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"88460e09-44a6-4467-85f6-ffc05424be40","timestamp":"2026-03-13T22:30:50.808Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"88460e09-44a6-4467-85f6-ffc05424be40","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RCYEt9wh1vFdqx73SCVaGt","type":"tool_result","content":"# Claude Sessions Monitor (csm)\n\n**Star Count:** 0 stars\n\n**What It Does:**\nA CLI tool for monitoring Claude Code sessions across multiple projects. It displays active sessions with their status, project names, and recent activity in real-time.\n\n**Key Features:**\n- Live terminal dashboard and optional web interface\n- Session status indicators (Working, Needs Input, Waiting, Inactive)\n- Git branch information for each session\n- History browsing with activity summaries\n- \"Ghost process\" detection for orphaned Claude instances\n- API quota tracking and per-session token usage breakdown\n- Desktop and unsandboxed session badges\n\n**Tech Stack:**\nGo (69%), JavaScript (17.8%), CSS (11.1%), HTML (1.6%), Makefile (0.5%)\n\n**How It Works:**\nThe tool monitors the `~/.claude/projects/` directory where Claude Code stores session logs. It parses JSONL log files to determine each session's current state based on the most recent entries, then presents this information through either a terminal UI or web dashboard."}]},"uuid":"2a02ae99-e73a-4f9b-b2f3-250ee5e41a67","timestamp":"2026-03-13T22:30:52.148Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"6d3a1337-76c1-48e5-8c47-682170ce5400","timestamp":"2026-03-13T22:30:52.150Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"6d3a1337-76c1-48e5-8c47-682170ce5400","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_011CxBndVxnYE7et1dcMGrEQ","type":"tool_result","content":"# Agent of Empires (AoE) - Overview\n\n**Star Count:** 1.1k stars on GitHub\n\n**What It Does:**\nA terminal session manager for AI coding agents on Linux and macOS that enables running multiple AI agents in parallel across different repository branches, each in isolated tmux sessions with optional Docker sandboxing.\n\n**Core Features:**\n- Multi-agent support with auto-detection of installed tools\n- TUI dashboard for session creation and monitoring\n- Toggle between agent and terminal views\n- Git worktree integration for parallel branch work\n- Docker container isolation capability\n- Built-in diff viewer for code review\n- Per-repository configuration via `.aoe/config.toml`\n- Profile-based workspace separation\n- Both CLI and TUI interfaces\n\n**Supported Agents:**\nClaude Code, OpenCode, Mistral Vibe, Codex CLI, Gemini CLI, Cursor CLI, GitHub Copilot CLI, and Pi.dev\n\n**How It Works:**\n\"AoE wraps tmux. Each session is a tmux session, so agents keep running when you close the TUI.\" Sessions persist in the background and can be reopened at any time. The key shortcut is Ctrl+b d to detach from a session.\n\n**Key Differentiators:**\n- Built in Rust for performance\n- Unified interface managing multiple distinct AI coding tools\n- Git worktree support for true parallel development\n- Container sandboxing for security and isolation\n- Integrated status detection showing agent states"}]},"uuid":"660192a0-4da7-4cb3-a9ff-100e59b4c9d2","timestamp":"2026-03-13T22:30:53.498Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"4f31ba9e-1aef-4779-853c-c9f92cf70cec","timestamp":"2026-03-13T22:30:53.500Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"4f31ba9e-1aef-4779-853c-c9f92cf70cec","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0157FQyY3SnHSsnndU1YiCmu","type":"tool_result","content":"Web search results for query: \"amux agent multiplexer parallel AI coding agents\"\n\nLinks: [{\"title\":\"GitHub - mixpeek/amux: Open-source Claude Code agent multiplexer — run dozens of parallel AI coding agents unattended via tmux\",\"url\":\"https://github.com/mixpeek/amux\"},{\"title\":\"amux — Agent Multiplexer\",\"url\":\"https://amux.io/\"},{\"title\":\"GitHub - choplin/amux: Agent Multiplexer - Unleash fleets of AI agents in parallel, sandboxed workspaces\",\"url\":\"https://github.com/choplin/amux\"},{\"title\":\"Show HN: Amux – A tmux-based multiplexer for running parallel Claude Code agents | Hacker News\",\"url\":\"https://news.ycombinator.com/item?id=47104424\"},{\"title\":\"Toolerific.AI\",\"url\":\"https://toolerific.ai/ai-tools/opensource/standardagents-dmux\"},{\"title\":\"GitHub - coder/mux: A desktop app for isolated, parallel agentic development · GitHub\",\"url\":\"https://github.com/coder/mux\"},{\"title\":\"GitHub - andyrewlee/amux: TUI for easily running parallel coding agents\",\"url\":\"https://github.com/andyrewlee/amux\"},{\"title\":\"Mux - Parallel AI Coding Agents on Your Infrastructure | Coder\",\"url\":\"https://coder.com/products/mux\"},{\"title\":\"Amux - Workspace Manager for AI-Assisted Development | Amux\",\"url\":\"https://choplin.github.io/amux/\"},{\"title\":\"Mux: The Revolutionary Desktop for Parallel AI Development - BrightCoding\",\"url\":\"https://www.blog.brightcoding.dev/2026/03/12/mux-the-revolutionary-desktop-for-parallel-ai-development\"}]\n\nBased on the search results, here's what I found about agent multiplexers for parallel AI coding:\n\n## Primary Option: Amux (by Mixpeek)\n\nAmux is an open-source Claude Code agent multiplexer that lets you run dozens of parallel AI coding agents unattended from your browser or phone. \n\n**Key Features:**\n- Self-healing watchdog, shared kanban board, and agent-to-agent orchestration with no build step or external services\n- A watchdog that auto-compacts, restarts, and replays the last message for truly unattended operation\n- Kanban board with atomic SQLite task claiming to ensure one agent, one task, with no collisions\n- REST API injected at startup via $AMUX_URL, allowing agents to send tasks and peek each other's output with a single curl call\n\n**Requirements:** Python 3 + tmux\n\n## Alternative Options\n\nThere are several other multiplexers available:\n\n1. **Mux (by Coder)** - A browser-based and desktop app where developers delegate coding work to a team of agents running on governed infrastructure, enabling multiple AI coding agents to run simultaneously in isolated workspaces\n\n2. **dmux** - A tool for managing multiple AI coding agents in isolated git worktrees that allows users to branch, develop, and merge tasks in parallel, with each task handled in a separate tmux pane with its own git worktree and branch\n\n3. **Amux (by andyrewlee)** - A terminal UI for running multiple coding agents in parallel with a workspace-first model that can import git worktrees\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"2d0a842c-d1ea-4c09-bd0a-439f298d69fe","timestamp":"2026-03-13T22:30:56.255Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"b7f43b8e-e17c-461a-8c94-d04b8a09b779","timestamp":"2026-03-13T22:30:56.256Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"97726bb2-c725-4a3d-9ac2-916d89b90ddd","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01KFuLgixs4rwZVWQuaeMVUu","type":"tool_result","content":"# Mux by Coder: Product Analysis\n\n## What It Does\nMux is a desktop and browser application enabling developers to run multiple AI coding agents simultaneously in isolated workspaces on self-hosted infrastructure, with centralized governance and audit capabilities.\n\n## Key Features\n\n**Developer-Focused:**\n- \"Run multiple agents simultaneously in isolated environments, each with its own Git branch and chat history\"\n- Spec-driven development with agent plan review before execution\n- Sub-agent delegation for parallel exploration and problem-solving\n- Built-in code review with diff views and Git status tracking\n- Secure message sharing with teams\n\n**Platform Team Controls:**\n- Enterprise workspace integration on self-hosted Coder infrastructure\n- \"Track all agent activity with full observability — see which agents did what, when, and in which workspace\"\n- LLM model governance restricting which tools developers access\n- Process-level firewalls controlling agent resource access\n- OIDC/SAML enterprise authentication\n\n## Pricing\nFree and open-source (AGPL codebase)\n\n## Target Audience\n- Development teams seeking AI-assisted coding at scale\n- Enterprises requiring governance, compliance, and security controls\n- Platform teams managing developer infrastructure\n- Industries: automotive, finance, government, technology\n\n## Differentiators\n- Runs on your infrastructure (no external data exposure)\n- \"Fully inspectable AGPL codebase\"\n- Multi-model support (Anthropic, OpenAI, Google, AWS Bedrock)\n- Process-level agent boundaries with filesystem/domain restrictions\n- Integrated audit logging for security compliance\n\n## How It Works\nAgents operate in isolated Coder Workspaces with centralized policies. Developers review agent plans, delegate tasks, and provide feedback through a unified interface supporting local, remote, and cloud-based execution.\n\n## Integrations\nSupports VS Code, JetBrains, Cursor, Windsurf, Dev Containers, and Backstage"}]},"uuid":"ba2446de-4b9a-46e7-9ec8-2c27bc2dcbf8","timestamp":"2026-03-13T22:31:08.582Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"5612cbef-6ca7-4d36-971a-616483a6bd61","timestamp":"2026-03-13T22:31:08.585Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"5612cbef-6ca7-4d36-971a-616483a6bd61","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01UgLEJbDrydXVtLSF4ihgJh","type":"tool_result","content":"# Amux: Claude Code Agent Multiplexer\n\n**Star Count:** 71 stars\n\n## What It Does\n\nAmux is an open-source tool that enables developers to run dozens of parallel AI coding agents simultaneously using Claude Code, all managed through a unified interface. It's built on Python 3 and tmux with no external dependencies required.\n\n## Key Features\n\n- **Self-healing watchdog** that automatically compacts context, restarts on corruption, and unblocks stuck prompts\n- **Web dashboard** providing live session monitoring, token tracking, and terminal output viewing\n- **Kanban board** with SQLite-backed task management and atomic claiming to prevent duplicate work\n- **Mobile PWA** for iOS/Android management with offline support\n- **Agent orchestration** via REST API enabling inter-agent communication and task delegation\n- Token tracking per session with cache read breakdowns\n- Built-in cron scheduling for recurring commands\n- \"~23,000 lines of Python + inline HTML/CSS/JS\" in a single editable file\n\n## How It Works\n\nThe system parses tmux output (stripped of ANSI codes) without modifying Claude Code itself. A self-healing watchdog monitors sessions and triggers compaction when context drops below 20%, automatically restarts on corruption, and can auto-respond to stuck prompts when configured.\n\nAgents discover peers and coordinate work through REST API calls to shared global memory, enabling delegation patterns described in plain English.\n\n## Key Differentiators\n\n- **Local-first architecture** requiring no cloud services or authentication layer\n- **Single-file deployment** that restarts automatically on code changes\n- **Git conflict detection** warning agents sharing directories and branches\n- **Conversation forking** to clone session history onto separate branches\n- \"MIT + Commons Clause\" licensing permitting self-hosting but restricting commercial resale"}]},"uuid":"c0a263d9-eca2-4350-9cd9-8020748bda56","timestamp":"2026-03-13T22:31:09.023Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"1724b4a0-933f-4413-ab85-0e54401aaf2e","timestamp":"2026-03-13T22:31:09.024Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"1724b4a0-933f-4413-ab85-0e54401aaf2e","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_015XPa2Qtuc49TzpGF4n9wVc","type":"tool_result","content":"Web search results for query: \"VS Code multi-agent development blog February 2026\"\n\nLinks: [{\"title\":\"Your Home for Multi-Agent Development\",\"url\":\"https://code.visualstudio.com/blogs/2026/02/05/multi-agent-development\"},{\"title\":\"Making agents practical for real-world development\",\"url\":\"https://code.visualstudio.com/blogs/2026/03/05/making-agents-practical-for-real-world-development\"},{\"title\":\"Hands On with New Multi-Agent Orchestration in VS Code -- Visual Studio Magazine\",\"url\":\"https://visualstudiomagazine.com/articles/2026/02/09/hands-on-with-new-multi-agent-orchestration-in-vs-code.aspx\"},{\"title\":\"🚀 AI Toolkit for VS Code — February 2026 Update | Microsoft Community Hub\",\"url\":\"https://techcommunity.microsoft.com/blog/azuredevcommunityblog/%F0%9F%9A%80-ai-toolkit-for-vs-code-%E2%80%94-february-2026-update/4493673\"},{\"title\":\"VS Code v1.110 Insiders: AI Agents Gain Native Browser Access and Global Instructions -- Visual Studio Magazine\",\"url\":\"https://visualstudiomagazine.com/articles/2026/02/25/vs-code-v1-110-insiders-ai-agents-gain-native-browser-access-and-global-instruction.aspx\"},{\"title\":\"VS Code 1.109 Deemed a Multi-Agent Development Platform -- Visual Studio Magazine\",\"url\":\"https://visualstudiomagazine.com/articles/2026/02/05/vs-code-1-109-deemed-multi-agent-development-platform.aspx\"},{\"title\":\"VS Code becomes multi-agent command center for developers - The New Stack\",\"url\":\"https://thenewstack.io/vs-code-becomes-multi-agent-command-center-for-developers/\"},{\"title\":\"VS Code Blog - Microsoft for Developers\",\"url\":\"https://devblogs.microsoft.com/vscode-blog\"},{\"title\":\"VSCode Multi-Agent Orchestration Guide [2026]\",\"url\":\"https://usama.codes/blog/vscode-multi-agent-orchestration-guide\"},{\"title\":\"VS Code Pushes Hard on AI Agents While Quietly Killing Free Code Completion - DevOps.com\",\"url\":\"https://devops.com/vs-code-pushes-hard-on-ai-agents-while-quietly-killing-free-code-completion/\"}]\n\nBased on the web search results, I found relevant information about VS Code multi-agent development blogs from February 2026. Here's what was published:\n\n## Official VS Code Blog Posts\n\nWith the February 2026 release (1.110), VS Code made those workflows more practical by giving developers greater control over how agents behave, integrate into tools, and retain project context across sessions.\n\nThis release focuses on making agents reliable collaborators for real development work by enforcing policies with hooks, guiding agents mid-response, validating UI features with integrated browser tools, and bringing structured skills directly into the editor.\n\n## Key Features in February 2026\n\nVS Code 1.110 puts more 'hands-on' capabilities into chat, led by native browser integration that lets AI agents interact with page elements, capture screenshots, and pull real-time console logs from inside the editor.\n\nClaude Agent support for MCP (Model Context Protocol) servers was added, with MCP servers installed via VS Code or the Claude CLI automatically picked up, and a sandbox option for local MCP servers using stdio transport was described as adding an isolation boundary for file system and network access.\n\n## AI Toolkit Updates\n\nVersion 0.30.0 of the AI Toolkit was packed with new capabilities that make agent development more discoverable, debuggable, and production-ready—from a brand-new Tool Catalog, to an end-to-end Agent Inspector, to treating evaluations as first-class tests.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"eca8578a-1e59-45a6-b29e-67d614a6d410","timestamp":"2026-03-13T22:31:09.546Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"f1fda199-00b9-4ddd-9404-79ddf8e93f58","timestamp":"2026-03-13T22:31:09.547Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"c3d4a1fb-9b8d-4b52-82c9-d04c7abaf466","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01ARF5LGDWDwvhKGSszYBgq8","type":"tool_result","content":"# ccusage: Claude Code Usage Analytics\n\n**Star Count:** 11.5k stars on GitHub\n\n**What It Does:**\nccusage analyzes token usage and costs from Claude Code sessions stored in local JSONL files. It provides \"incredibly fast and informative\" reporting without requiring cloud uploads or external services.\n\n**Key Features:**\n- Daily, monthly, and session-based usage reports\n- 5-hour billing window tracking with active block monitoring\n- Per-model cost breakdown showing which Claude variants you're using\n- JSON export capability for programmatic access\n- Cache token tracking (separate creation/read token counts)\n- Offline mode using pre-cached pricing data\n- Multi-project support with instance grouping\n- Timezone and locale customization\n- Compact table mode optimized for narrow terminals\n- Model Context Protocol (MCP) server integration\n\n**How It Works:**\nThe tool reads usage data directly from your local Claude projects directory, calculates token consumption and associated costs in USD, then displays results in formatted tables. Installation requires no setup—users can run it immediately via `npx ccusage@latest`. The project emphasizes minimalist design with an \"ultra-small bundle\" size despite comprehensive functionality."}]},"uuid":"badc636d-f27b-4f7b-971d-c8ed1dabf529","timestamp":"2026-03-13T22:31:19.213Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"044a60b4-5656-4a13-bfed-9d61c2e9b289","timestamp":"2026-03-13T22:31:19.213Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"044a60b4-5656-4a13-bfed-9d61c2e9b289","isSidechain":false,"type":"progress","data":{"message":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RwCfK6wwxCvQi6ChgzXwwo","type":"tool_result","content":"# CodexMonitor\n\n**Star Count:** 3.1k stars\n\n## What It Does\nCodexMonitor is a desktop application that orchestrates multiple Codex AI agents across local development workspaces. It provides centralized management for code generation tasks with integrated git, GitHub, and file handling capabilities.\n\n## Key Features\n- **Workspace Management:** Add, organize, and switch between multiple project directories with persistent state\n- **Thread Control:** Create, resume, archive, and pin conversation threads; interrupt in-flight operations\n- **Composer Interface:** Image attachments, skill/prompt autocomplete, model selection, and configurable follow-up behavior\n- **Git Integration:** View diffs, stage/unstage files, manage branches, commit with generated messages\n- **GitHub Support:** Browse issues and PRs, view diffs, compose context-aware agent prompts\n- **Remote Backend:** Optional daemon mode for running Codex on another machine via Tailscale\n- **Mobile Support:** Work-in-progress iOS support with remote backend connectivity\n- **Dictation:** Hold-to-talk voice input with live waveform visualization\n\n## Tech Stack\n- **Frontend:** TypeScript, React, Vite\n- **Backend:** Rust (Tauri framework)\n- **Protocol:** Codex app-server protocol over stdio\n- **Native:** CMake for build dependencies, supports macOS/Windows/Linux/iOS\n\n## How It Works\nThe app spawns one `codex app-server` process per workspace, communicating via the Codex protocol. Thread state persists to disk; workspaces and settings store in JSON config files. Desktop builds default to local-first execution; iOS defaults to remote daemon mode for connectivity over Tailscale networks."}]},"uuid":"ef28677b-ca75-44e5-bb6a-841464b62fd1","timestamp":"2026-03-13T22:31:20.560Z"},"type":"agent_progress","prompt":"","agentId":"abe938eeac37c2511"},"toolUseID":"agent_msg_01MKHw4jBRfhfRtpN9wuRc7z","parentToolUseID":"toolu_01AkVnaJYMYf92HHxSLZxcUB","uuid":"bf310f7d-2895-4ecc-9376-3e8e8db09af8","timestamp":"2026-03-13T22:31:20.561Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"98e9c7d7-d592-4e97-86f1-cec91ad8ef5f","isSidechain":false,"promptId":"aede3218-5355-4995-959d-03fca2743513","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01AkVnaJYMYf92HHxSLZxcUB","type":"tool_result","content":[{"type":"text","text":"Here is the comprehensive competitive landscape analysis for AI coding agent dashboards and management tools.\n\n---\n\n## Competitive Landscape: AI Coding Agent Dashboards & Management Tools\n\nThe market has exploded in 2025-2026 with dozens of tools addressing the need to manage, monitor, and orchestrate multiple AI coding agents. I've categorized them by type.\n\n---\n\n### TIER 1: Polished Commercial/Semi-Commercial Products\n\n#### 1. Conductor (by Melty Labs)\n- **URL**: https://www.conductor.build/\n- **What it does**: Mac-native desktop app for running multiple Claude Code/Codex agents in parallel with isolated workspaces\n- **Key features**: Git worktree automation, real-time agent activity monitoring, code review and merge UI, multi-repo support\n- **Target user**: Professional developers/teams at companies like Linear, Vercel, Stripe\n- **Pricing**: Not publicly listed (likely paid; version 0.38.5 currently)\n- **Differentiators**: Most polished UX; uses your existing Claude auth (API keys, Pro, Max subscriptions); automates worktree complexity away; built by a known team (Melty Labs)\n- **Platform**: macOS only\n\n#### 2. Mux (by Coder)\n- **URL**: https://coder.com/products/mux\n- **What it does**: Desktop + browser app for running parallel AI agents on self-hosted infrastructure with enterprise governance\n- **Key features**: Isolated workspaces per agent, spec-driven development, sub-agent delegation, diff/review views, OIDC/SAML auth, LLM model governance, process-level firewalls, audit logging\n- **Target user**: Enterprise teams, platform engineers, regulated industries (finance, gov, auto)\n- **Pricing**: Free and open-source (AGPL)\n- **Differentiators**: Enterprise governance layer (audit, policies, agent boundaries); runs on your infrastructure; multi-model (Anthropic, OpenAI, Google, Bedrock); IDE integrations (VS Code, JetBrains, Cursor)\n- **Platform**: Cross-platform (browser-based + desktop)\n\n#### 3. CLI Manager (by Solhun)\n- **URL**: https://www.solhun.com/\n- **What it does**: Unified dashboard for managing Claude Code, Codex CLI, Gemini CLI from one interface\n- **Key features**: Agent renaming/roles, editor switching (Cursor/VS Code), project organization, git worktree management, port tracking, terminal templates\n- **Target user**: Individual developers juggling multiple agents\n- **Pricing**: Free core; premium tiers exist\n- **Differentiators**: No vendor lock-in (any CLI tool); Apple-notarized; privacy-focused (all local)\n- **Platform**: macOS (Windows planned)\n\n#### 4. CodexMonitor (by Dimillian)\n- **URL**: https://github.com/Dimillian/CodexMonitor -- 3.1k stars\n- **What it does**: Desktop app for orchestrating multiple Codex agents with full IDE-like features\n- **Key features**: Thread management (create/resume/archive/pin), git integration (diffs, staging, commits), GitHub issues/PR browsing, remote daemon mode via Tailscale, voice dictation, image attachments\n- **Target user**: Codex-focused developers wanting a rich GUI\n- **Pricing**: Free/open-source\n- **Differentiators**: Richest Codex-specific feature set; remote backend for running agents on another machine; WIP iOS support; Tauri (Rust) backend\n- **Platform**: macOS, Windows, Linux, iOS (WIP)\n\n---\n\n### TIER 2: Popular Open-Source Session Managers (TUI-based)\n\n#### 5. Claude Squad\n- **URL**: https://github.com/smtg-ai/claude-squad -- 6.3k stars (most popular in the space)\n- **What it does**: Terminal app managing multiple agents in isolated tmux sessions + git worktrees\n- **Key features**: Background task completion, auto-accept/yolo mode, change review before merge, multi-agent support\n- **Supported agents**: Claude Code, Codex, Gemini, Aider\n- **Target user**: CLI-native developers wanting parallel agent workflows\n- **Pricing**: Free/open-source\n- **Differentiators**: Largest community; simplest mental model (tmux + worktrees); Homebrew install\n\n#### 6. CCManager\n- **URL**: https://github.com/kbwo/ccmanager -- 931 stars\n- **What it does**: CLI session manager for 8 different AI coding agents across git worktrees\n- **Key features**: Real-time status monitoring, session copy between worktrees, status change hooks, auto-approval (experimental), per-project config\n- **Supported agents**: Claude Code, Gemini CLI, Codex CLI, Cursor Agent, Copilot CLI, Cline CLI, OpenCode, Kimi CLI\n- **Target user**: Developers wanting broadest agent compatibility\n- **Pricing**: Free/open-source (npm install)\n- **Differentiators**: No tmux dependency (self-contained); supports the most agents (8); customizable hooks\n\n#### 7. Agent of Empires\n- **URL**: https://github.com/njbrake/agent-of-empires -- 1.1k stars\n- **What it does**: Terminal session manager with TUI dashboard and Docker sandboxing\n- **Key features**: Auto-detection of installed agents, toggle between agent/terminal views, built-in diff viewer, Docker isolation, profile-based workspaces\n- **Supported agents**: Claude Code, OpenCode, Mistral Vibe, Codex, Gemini, Cursor CLI, Copilot CLI, Pi.dev\n- **Target user**: Security-conscious developers wanting container isolation\n- **Pricing**: Free/open-source (Rust)\n- **Differentiators**: Docker container sandboxing; Rust performance; widest agent support alongside CCManager\n\n#### 8. Agent Hand\n- **URL**: https://github.com/weykon/agent-hand\n- **What it does**: Rust TUI dashboard for managing AI agent sessions via tmux\n- **Key features**: Sub-50ms launch, status detection, fuzzy search, grouping/tags, canvas workflow editor (Pro), session recovery\n- **Supported agents**: Claude Code, Gemini CLI, Cursor, Codex, Windsurf\n- **Target user**: Power users wanting fast session management\n- **Pricing**: Free tier; Pro $19 one-time; Max $9/month (adds AI summarization, collaboration)\n- **Differentiators**: One of the few with a paid tier; Rust rewrite of agent-deck; canvas workflow editor\n\n---\n\n### TIER 3: Monitoring & Observability Dashboards\n\n#### 9. Claude Code UI (by Kyle Mathews)\n- **URL**: https://github.com/KyleAMathews/claude-code-ui -- 379 stars\n- **What it does**: Real-time web dashboard for monitoring Claude Code sessions with AI-powered summaries\n- **Key features**: Kanban board (Working/Needs Approval/Waiting/Idle), AI summaries via Claude Sonnet, PR/CI status tracking, multi-repo grouping\n- **Tech stack**: React, TanStack Router/DB, XState state machine, Durable Streams, Chokidar\n- **Differentiators**: XState-based deterministic status detection; daemon architecture with real-time streaming; most sophisticated status tracking\n\n#### 10. Claude Session Dashboard (by dlupiak)\n- **URL**: https://github.com/dlupiak/claude-session-dashboard -- 24 stars\n- **What it does**: Local observability dashboard for ~/.claude sessions\n- **Key features**: GitHub-style heatmap, token usage trends, cost estimation with model pricing, CSV/JSON export, privacy mode (anonymize paths), real-time polling\n- **Tech stack**: TanStack Start (SSR/Vite), Tailwind CSS v4, Recharts, Zod\n- **Differentiators**: Best analytics/visualization; cost tracking with subscription tier support; privacy mode; data export\n\n#### 11. ccusage\n- **URL**: https://github.com/ryoppippi/ccusage -- 11.5k stars (most starred overall!)\n- **What it does**: CLI tool analyzing token usage and costs from local Claude Code/Codex JSONL files\n- **Key features**: Daily/monthly/session reports, 5-hour billing window tracking, per-model cost breakdown, cache token tracking, MCP server integration, JSON export\n- **Target user**: Anyone wanting to track Claude Code spending\n- **Pricing**: Free/open-source\n- **Differentiators**: Highest star count in the entire space; laser-focused on cost/usage analytics; zero setup (`npx ccusage@latest`); ultra-small bundle\n\n#### 12. Claude Sessions Monitor (csm)\n- **URL**: https://github.com/yepzdk/claude-sessions-monitor\n- **What it does**: Lightweight CLI + web dashboard for monitoring sessions\n- **Key features**: Live terminal dashboard, web UI option, ghost process detection, API quota tracking, per-session token breakdown\n- **Tech stack**: Go + JavaScript\n\n---\n\n### TIER 4: Orchestration & Workflow Platforms\n\n#### 13. Amux (by Mixpeek)\n- **URL**: https://github.com/mixpeek/amux -- 71 stars\n- **What it does**: Agent multiplexer for running dozens of parallel Claude Code agents unattended\n- **Key features**: Self-healing watchdog (auto-compaction, restart, replay), Kanban board with SQLite task claiming, REST API for agent-to-agent communication, web dashboard, mobile PWA, cron scheduling\n- **Target user**: Developers wanting to run many agents unattended at scale\n- **Pricing**: Free (MIT + Commons Clause)\n- **Differentiators**: Self-healing/unattended operation; agent-to-agent orchestration; single-file deployment (~23k lines); mobile PWA\n\n#### 14. Claude MPM\n- **URL**: https://github.com/bobmatnyc/claude-mpm -- 83 stars\n- **What it does**: Transforms Claude Code into a multi-agent development platform with 47+ specialized agents\n- **Key features**: PM orchestrator routing tasks to specialists, 44+ bundled skills, MCP integrations (Google Workspace, Notion, Confluence, Slack, Jira), 100+ CLI commands, encrypted token storage, session persistence\n- **Target user**: Power users wanting an enterprise-grade Claude Code wrapper\n- **Pricing**: Free/open-source\n- **Differentiators**: Most feature-rich orchestration layer; built-in MCP servers for productivity tools; skills framework\n\n#### 15. Codexia\n- **URL**: https://github.com/milisp/codexia -- 488 stars\n- **What it does**: Desktop workstation combining Codex CLI + Claude Code with IDE features\n- **Key features**: Task scheduler for recurring jobs, git worktree handling, code editor, prompt notepad, web preview, MCP/skills marketplaces, headless web server for remote control\n- **Tech stack**: Tauri v2 (Rust), React, TypeScript\n- **Target user**: Developers wanting an all-in-one agent IDE\n- **Pricing**: AGPL-3.0 (open source) + Commercial license\n- **Differentiators**: IDE-like experience; task scheduling; marketplace concept; remote control via headless server\n\n---\n\n### TIER 5: Platform-Level Multi-Agent (Big Tech)\n\n#### 16. VS Code Multi-Agent Development\n- **URL**: https://code.visualstudio.com/blogs/2026/02/05/multi-agent-development\n- **What it does**: VS Code 1.109+ positions itself as a \"multi-agent command center\" with native support for orchestrating multiple AI agents\n- **Key features**: Agent hooks/policies, mid-response guidance, integrated browser tools, MCP server support with sandboxing, global instructions\n- **Differentiators**: Built into the world's most popular editor; Microsoft backing; native Copilot + third-party agent support\n\n#### 17. Claude Code Agent Teams (Anthropic native)\n- **URL**: https://code.claude.com/docs/en/agent-teams\n- **What it does**: Anthropic's built-in multi-agent orchestration for Claude Code\n- **Differentiators**: First-party support; no additional tooling needed; integrated with Claude Code's permission model\n\n---\n\n### Summary Comparison\n\n| Tool | Stars | Type | Agents Supported | Key Strength |\n|------|-------|------|-----------------|--------------|\n| ccusage | 11.5k | Analytics CLI | Claude/Codex | Cost tracking |\n| Claude Squad | 6.3k | TUI manager | 4 agents | Largest community |\n| CodexMonitor | 3.1k | Desktop app | Codex | Rich GUI, remote |\n| Agent of Empires | 1.1k | TUI manager | 8 agents | Docker sandboxing |\n| CCManager | 931 | CLI manager | 8 agents | Broadest agent support |\n| Codexia | 488 | Desktop IDE | 2 agents | Task scheduling |\n| Claude Code UI | 379 | Web dashboard | Claude Code | Real-time status |\n| Conductor | N/A | Desktop app | 2 agents | Most polished UX |\n| Mux (Coder) | N/A | Desktop+Web | Multi-model | Enterprise governance |\n| CLI Manager | N/A | Desktop app | 3+ agents | No vendor lock-in |\n| Claude MPM | 83 | CLI platform | Claude Code | 47+ specialist agents |\n| Amux | 71 | Multiplexer | Claude Code | Unattended operation |\n\n### Where Agent Kitchen Fits\n\nAgent Kitchen occupies a distinct niche as a **read-only observability dashboard** that:\n- Scans existing session data (no tmux/worktree management)\n- Provides LLM-powered summarization of sessions\n- Groups sessions by repo with git status\n- Supports both Claude Code and Codex CLI\n- Requires zero changes to your workflow\n\nMost competitors are **session managers** (they launch and manage agent processes). Agent Kitchen is closer to the **monitoring/observability** category (Claude Session Dashboard, ccusage, Claude Code UI) but with the added value of intelligent summarization and a web UI that works without any setup changes.\n\nThe biggest direct competitors are:\n1. **Claude Code UI** (Kyle Mathews) -- similar web dashboard concept but with richer real-time status via XState\n2. **Claude Session Dashboard** (dlupiak) -- similar observability focus but with deeper analytics\n3. **ccusage** -- dominates the cost/usage analytics niche specifically\n4. **Conductor** -- most polished commercial option but focused on orchestration, not observation\n\nSources:\n- [Conductor](https://www.conductor.build/)\n- [Claude Squad](https://github.com/smtg-ai/claude-squad)\n- [CCManager](https://github.com/kbwo/ccmanager)\n- [Agent of Empires](https://github.com/njbrake/agent-of-empires)\n- [CLI Manager](https://www.solhun.com/)\n- [CodexMonitor](https://github.com/Dimillian/CodexMonitor)\n- [Claude Code UI](https://github.com/KyleAMathews/claude-code-ui)\n- [Claude Session Dashboard](https://github.com/dlupiak/claude-session-dashboard)\n- [ccusage](https://github.com/ryoppippi/ccusage)\n- [Amux](https://github.com/mixpeek/amux)\n- [Mux by Coder](https://coder.com/products/mux)\n- [Claude MPM](https://github.com/bobmatnyc/claude-mpm)\n- [Codexia](https://github.com/milisp/codexia)\n- [Agent Hand](https://github.com/weykon/agent-hand)\n- [Claude Sessions Monitor](https://github.com/yepzdk/claude-sessions-monitor)\n- [Marc Nuri's Dashboard](https://blog.marcnuri.com/ai-coding-agent-dashboard)\n- [VS Code Multi-Agent](https://code.visualstudio.com/blogs/2026/02/05/multi-agent-development)\n- [Claude Agent Teams](https://code.claude.com/docs/en/agent-teams)"},{"type":"text","text":"agentId: abe938eeac37c2511 (for resuming to continue this agent's work if needed)\n<usage>total_tokens: 37975\ntool_uses: 27\nduration_ms: 172363</usage>"}]}]},"uuid":"34759ac5-f152-44b8-a16a-9b7122d674c5","timestamp":"2026-03-13T22:32:42.886Z","toolUseResult":{"status":"completed","prompt":"Research the competitive landscape for AI coding agent dashboards/management tools. Do NOT write any code - just research.\n\n1. First, fetch and analyze https://www.conductor.build/ - understand what it does, features, pricing, target audience\n2. Search the web for similar tools in this space. Search for terms like:\n   - \"AI coding agent dashboard\"\n   - \"Claude Code session manager\"\n   - \"AI agent orchestration developer tools\"\n   - \"coding agent monitoring dashboard\"\n   - \"multi-agent coding workflow manager\"\n   - \"Codex CLI dashboard\"\n   - \"AI pair programming session manager\"\n3. For each competitor found, summarize: what it does, key features, target user, pricing model, differentiators\n\nReturn a comprehensive list of all competitors you find with detailed analysis of each.","agentId":"abe938eeac37c2511","content":[{"type":"text","text":"Here is the comprehensive competitive landscape analysis for AI coding agent dashboards and management tools.\n\n---\n\n## Competitive Landscape: AI Coding Agent Dashboards & Management Tools\n\nThe market has exploded in 2025-2026 with dozens of tools addressing the need to manage, monitor, and orchestrate multiple AI coding agents. I've categorized them by type.\n\n---\n\n### TIER 1: Polished Commercial/Semi-Commercial Products\n\n#### 1. Conductor (by Melty Labs)\n- **URL**: https://www.conductor.build/\n- **What it does**: Mac-native desktop app for running multiple Claude Code/Codex agents in parallel with isolated workspaces\n- **Key features**: Git worktree automation, real-time agent activity monitoring, code review and merge UI, multi-repo support\n- **Target user**: Professional developers/teams at companies like Linear, Vercel, Stripe\n- **Pricing**: Not publicly listed (likely paid; version 0.38.5 currently)\n- **Differentiators**: Most polished UX; uses your existing Claude auth (API keys, Pro, Max subscriptions); automates worktree complexity away; built by a known team (Melty Labs)\n- **Platform**: macOS only\n\n#### 2. Mux (by Coder)\n- **URL**: https://coder.com/products/mux\n- **What it does**: Desktop + browser app for running parallel AI agents on self-hosted infrastructure with enterprise governance\n- **Key features**: Isolated workspaces per agent, spec-driven development, sub-agent delegation, diff/review views, OIDC/SAML auth, LLM model governance, process-level firewalls, audit logging\n- **Target user**: Enterprise teams, platform engineers, regulated industries (finance, gov, auto)\n- **Pricing**: Free and open-source (AGPL)\n- **Differentiators**: Enterprise governance layer (audit, policies, agent boundaries); runs on your infrastructure; multi-model (Anthropic, OpenAI, Google, Bedrock); IDE integrations (VS Code, JetBrains, Cursor)\n- **Platform**: Cross-platform (browser-based + desktop)\n\n#### 3. CLI Manager (by Solhun)\n- **URL**: https://www.solhun.com/\n- **What it does**: Unified dashboard for managing Claude Code, Codex CLI, Gemini CLI from one interface\n- **Key features**: Agent renaming/roles, editor switching (Cursor/VS Code), project organization, git worktree management, port tracking, terminal templates\n- **Target user**: Individual developers juggling multiple agents\n- **Pricing**: Free core; premium tiers exist\n- **Differentiators**: No vendor lock-in (any CLI tool); Apple-notarized; privacy-focused (all local)\n- **Platform**: macOS (Windows planned)\n\n#### 4. CodexMonitor (by Dimillian)\n- **URL**: https://github.com/Dimillian/CodexMonitor -- 3.1k stars\n- **What it does**: Desktop app for orchestrating multiple Codex agents with full IDE-like features\n- **Key features**: Thread management (create/resume/archive/pin), git integration (diffs, staging, commits), GitHub issues/PR browsing, remote daemon mode via Tailscale, voice dictation, image attachments\n- **Target user**: Codex-focused developers wanting a rich GUI\n- **Pricing**: Free/open-source\n- **Differentiators**: Richest Codex-specific feature set; remote backend for running agents on another machine; WIP iOS support; Tauri (Rust) backend\n- **Platform**: macOS, Windows, Linux, iOS (WIP)\n\n---\n\n### TIER 2: Popular Open-Source Session Managers (TUI-based)\n\n#### 5. Claude Squad\n- **URL**: https://github.com/smtg-ai/claude-squad -- 6.3k stars (most popular in the space)\n- **What it does**: Terminal app managing multiple agents in isolated tmux sessions + git worktrees\n- **Key features**: Background task completion, auto-accept/yolo mode, change review before merge, multi-agent support\n- **Supported agents**: Claude Code, Codex, Gemini, Aider\n- **Target user**: CLI-native developers wanting parallel agent workflows\n- **Pricing**: Free/open-source\n- **Differentiators**: Largest community; simplest mental model (tmux + worktrees); Homebrew install\n\n#### 6. CCManager\n- **URL**: https://github.com/kbwo/ccmanager -- 931 stars\n- **What it does**: CLI session manager for 8 different AI coding agents across git worktrees\n- **Key features**: Real-time status monitoring, session copy between worktrees, status change hooks, auto-approval (experimental), per-project config\n- **Supported agents**: Claude Code, Gemini CLI, Codex CLI, Cursor Agent, Copilot CLI, Cline CLI, OpenCode, Kimi CLI\n- **Target user**: Developers wanting broadest agent compatibility\n- **Pricing**: Free/open-source (npm install)\n- **Differentiators**: No tmux dependency (self-contained); supports the most agents (8); customizable hooks\n\n#### 7. Agent of Empires\n- **URL**: https://github.com/njbrake/agent-of-empires -- 1.1k stars\n- **What it does**: Terminal session manager with TUI dashboard and Docker sandboxing\n- **Key features**: Auto-detection of installed agents, toggle between agent/terminal views, built-in diff viewer, Docker isolation, profile-based workspaces\n- **Supported agents**: Claude Code, OpenCode, Mistral Vibe, Codex, Gemini, Cursor CLI, Copilot CLI, Pi.dev\n- **Target user**: Security-conscious developers wanting container isolation\n- **Pricing**: Free/open-source (Rust)\n- **Differentiators**: Docker container sandboxing; Rust performance; widest agent support alongside CCManager\n\n#### 8. Agent Hand\n- **URL**: https://github.com/weykon/agent-hand\n- **What it does**: Rust TUI dashboard for managing AI agent sessions via tmux\n- **Key features**: Sub-50ms launch, status detection, fuzzy search, grouping/tags, canvas workflow editor (Pro), session recovery\n- **Supported agents**: Claude Code, Gemini CLI, Cursor, Codex, Windsurf\n- **Target user**: Power users wanting fast session management\n- **Pricing**: Free tier; Pro $19 one-time; Max $9/month (adds AI summarization, collaboration)\n- **Differentiators**: One of the few with a paid tier; Rust rewrite of agent-deck; canvas workflow editor\n\n---\n\n### TIER 3: Monitoring & Observability Dashboards\n\n#### 9. Claude Code UI (by Kyle Mathews)\n- **URL**: https://github.com/KyleAMathews/claude-code-ui -- 379 stars\n- **What it does**: Real-time web dashboard for monitoring Claude Code sessions with AI-powered summaries\n- **Key features**: Kanban board (Working/Needs Approval/Waiting/Idle), AI summaries via Claude Sonnet, PR/CI status tracking, multi-repo grouping\n- **Tech stack**: React, TanStack Router/DB, XState state machine, Durable Streams, Chokidar\n- **Differentiators**: XState-based deterministic status detection; daemon architecture with real-time streaming; most sophisticated status tracking\n\n#### 10. Claude Session Dashboard (by dlupiak)\n- **URL**: https://github.com/dlupiak/claude-session-dashboard -- 24 stars\n- **What it does**: Local observability dashboard for ~/.claude sessions\n- **Key features**: GitHub-style heatmap, token usage trends, cost estimation with model pricing, CSV/JSON export, privacy mode (anonymize paths), real-time polling\n- **Tech stack**: TanStack Start (SSR/Vite), Tailwind CSS v4, Recharts, Zod\n- **Differentiators**: Best analytics/visualization; cost tracking with subscription tier support; privacy mode; data export\n\n#### 11. ccusage\n- **URL**: https://github.com/ryoppippi/ccusage -- 11.5k stars (most starred overall!)\n- **What it does**: CLI tool analyzing token usage and costs from local Claude Code/Codex JSONL files\n- **Key features**: Daily/monthly/session reports, 5-hour billing window tracking, per-model cost breakdown, cache token tracking, MCP server integration, JSON export\n- **Target user**: Anyone wanting to track Claude Code spending\n- **Pricing**: Free/open-source\n- **Differentiators**: Highest star count in the entire space; laser-focused on cost/usage analytics; zero setup (`npx ccusage@latest`); ultra-small bundle\n\n#### 12. Claude Sessions Monitor (csm)\n- **URL**: https://github.com/yepzdk/claude-sessions-monitor\n- **What it does**: Lightweight CLI + web dashboard for monitoring sessions\n- **Key features**: Live terminal dashboard, web UI option, ghost process detection, API quota tracking, per-session token breakdown\n- **Tech stack**: Go + JavaScript\n\n---\n\n### TIER 4: Orchestration & Workflow Platforms\n\n#### 13. Amux (by Mixpeek)\n- **URL**: https://github.com/mixpeek/amux -- 71 stars\n- **What it does**: Agent multiplexer for running dozens of parallel Claude Code agents unattended\n- **Key features**: Self-healing watchdog (auto-compaction, restart, replay), Kanban board with SQLite task claiming, REST API for agent-to-agent communication, web dashboard, mobile PWA, cron scheduling\n- **Target user**: Developers wanting to run many agents unattended at scale\n- **Pricing**: Free (MIT + Commons Clause)\n- **Differentiators**: Self-healing/unattended operation; agent-to-agent orchestration; single-file deployment (~23k lines); mobile PWA\n\n#### 14. Claude MPM\n- **URL**: https://github.com/bobmatnyc/claude-mpm -- 83 stars\n- **What it does**: Transforms Claude Code into a multi-agent development platform with 47+ specialized agents\n- **Key features**: PM orchestrator routing tasks to specialists, 44+ bundled skills, MCP integrations (Google Workspace, Notion, Confluence, Slack, Jira), 100+ CLI commands, encrypted token storage, session persistence\n- **Target user**: Power users wanting an enterprise-grade Claude Code wrapper\n- **Pricing**: Free/open-source\n- **Differentiators**: Most feature-rich orchestration layer; built-in MCP servers for productivity tools; skills framework\n\n#### 15. Codexia\n- **URL**: https://github.com/milisp/codexia -- 488 stars\n- **What it does**: Desktop workstation combining Codex CLI + Claude Code with IDE features\n- **Key features**: Task scheduler for recurring jobs, git worktree handling, code editor, prompt notepad, web preview, MCP/skills marketplaces, headless web server for remote control\n- **Tech stack**: Tauri v2 (Rust), React, TypeScript\n- **Target user**: Developers wanting an all-in-one agent IDE\n- **Pricing**: AGPL-3.0 (open source) + Commercial license\n- **Differentiators**: IDE-like experience; task scheduling; marketplace concept; remote control via headless server\n\n---\n\n### TIER 5: Platform-Level Multi-Agent (Big Tech)\n\n#### 16. VS Code Multi-Agent Development\n- **URL**: https://code.visualstudio.com/blogs/2026/02/05/multi-agent-development\n- **What it does**: VS Code 1.109+ positions itself as a \"multi-agent command center\" with native support for orchestrating multiple AI agents\n- **Key features**: Agent hooks/policies, mid-response guidance, integrated browser tools, MCP server support with sandboxing, global instructions\n- **Differentiators**: Built into the world's most popular editor; Microsoft backing; native Copilot + third-party agent support\n\n#### 17. Claude Code Agent Teams (Anthropic native)\n- **URL**: https://code.claude.com/docs/en/agent-teams\n- **What it does**: Anthropic's built-in multi-agent orchestration for Claude Code\n- **Differentiators**: First-party support; no additional tooling needed; integrated with Claude Code's permission model\n\n---\n\n### Summary Comparison\n\n| Tool | Stars | Type | Agents Supported | Key Strength |\n|------|-------|------|-----------------|--------------|\n| ccusage | 11.5k | Analytics CLI | Claude/Codex | Cost tracking |\n| Claude Squad | 6.3k | TUI manager | 4 agents | Largest community |\n| CodexMonitor | 3.1k | Desktop app | Codex | Rich GUI, remote |\n| Agent of Empires | 1.1k | TUI manager | 8 agents | Docker sandboxing |\n| CCManager | 931 | CLI manager | 8 agents | Broadest agent support |\n| Codexia | 488 | Desktop IDE | 2 agents | Task scheduling |\n| Claude Code UI | 379 | Web dashboard | Claude Code | Real-time status |\n| Conductor | N/A | Desktop app | 2 agents | Most polished UX |\n| Mux (Coder) | N/A | Desktop+Web | Multi-model | Enterprise governance |\n| CLI Manager | N/A | Desktop app | 3+ agents | No vendor lock-in |\n| Claude MPM | 83 | CLI platform | Claude Code | 47+ specialist agents |\n| Amux | 71 | Multiplexer | Claude Code | Unattended operation |\n\n### Where Agent Kitchen Fits\n\nAgent Kitchen occupies a distinct niche as a **read-only observability dashboard** that:\n- Scans existing session data (no tmux/worktree management)\n- Provides LLM-powered summarization of sessions\n- Groups sessions by repo with git status\n- Supports both Claude Code and Codex CLI\n- Requires zero changes to your workflow\n\nMost competitors are **session managers** (they launch and manage agent processes). Agent Kitchen is closer to the **monitoring/observability** category (Claude Session Dashboard, ccusage, Claude Code UI) but with the added value of intelligent summarization and a web UI that works without any setup changes.\n\nThe biggest direct competitors are:\n1. **Claude Code UI** (Kyle Mathews) -- similar web dashboard concept but with richer real-time status via XState\n2. **Claude Session Dashboard** (dlupiak) -- similar observability focus but with deeper analytics\n3. **ccusage** -- dominates the cost/usage analytics niche specifically\n4. **Conductor** -- most polished commercial option but focused on orchestration, not observation\n\nSources:\n- [Conductor](https://www.conductor.build/)\n- [Claude Squad](https://github.com/smtg-ai/claude-squad)\n- [CCManager](https://github.com/kbwo/ccmanager)\n- [Agent of Empires](https://github.com/njbrake/agent-of-empires)\n- [CLI Manager](https://www.solhun.com/)\n- [CodexMonitor](https://github.com/Dimillian/CodexMonitor)\n- [Claude Code UI](https://github.com/KyleAMathews/claude-code-ui)\n- [Claude Session Dashboard](https://github.com/dlupiak/claude-session-dashboard)\n- [ccusage](https://github.com/ryoppippi/ccusage)\n- [Amux](https://github.com/mixpeek/amux)\n- [Mux by Coder](https://coder.com/products/mux)\n- [Claude MPM](https://github.com/bobmatnyc/claude-mpm)\n- [Codexia](https://github.com/milisp/codexia)\n- [Agent Hand](https://github.com/weykon/agent-hand)\n- [Claude Sessions Monitor](https://github.com/yepzdk/claude-sessions-monitor)\n- [Marc Nuri's Dashboard](https://blog.marcnuri.com/ai-coding-agent-dashboard)\n- [VS Code Multi-Agent](https://code.visualstudio.com/blogs/2026/02/05/multi-agent-development)\n- [Claude Agent Teams](https://code.claude.com/docs/en/agent-teams)"}],"totalDurationMs":172363,"totalTokens":37975,"totalToolUseCount":27,"usage":{"input_tokens":1,"cache_creation_input_tokens":1009,"cache_read_input_tokens":33021,"output_tokens":3944,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":1009},"inference_geo":"","iterations":[],"speed":"standard"}},"sourceToolAssistantUUID":"98e9c7d7-d592-4e97-86f1-cec91ad8ef5f","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"87c4dc5d-82db-40e1-86c2-7bea44134f19","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_01CQmL775A5eCDEE3TCi8p7t","type":"message","role":"assistant","content":[{"type":"text","text":"## Competitive Analysis: Agent Kitchen vs. the Market\n\n### What Agent Kitchen Is\n\nA **local web dashboard** that scans `~/.claude` and `~/.codex` JSONL files, groups sessions by git repo with live git status, generates AI summaries via Claude Haiku, and lets you resume sessions in a browser terminal. Zero config, no build step, vanilla JS frontend. Think of it as an **observability layer** over your existing agent workflow — it doesn't manage or launch agents, it helps you understand what they've been doing.\n\n---\n\n### Head-to-Head: Agent Kitchen vs. Conductor\n\n| Dimension | Agent Kitchen | Conductor |\n|-----------|--------------|-----------|\n| **Core metaphor** | Read-only dashboard / observatory | Active command center / orchestrator |\n| **What it does** | Scans existing sessions, summarizes, shows git status | Launches, monitors, and merges parallel agents |\n| **Worktree management** | None (manual) | Automated — creates isolated worktrees per agent |\n| **Agent launching** | Resume only (browser terminal) | Full lifecycle — spawn, monitor, review, merge |\n| **Code review** | None | Built-in diff review + merge UI |\n| **LLM summarization** | Yes (Claude Haiku, background) | No (real-time activity view instead) |\n| **Multi-agent parallel** | View only | First-class — designed for running 5-10 agents simultaneously |\n| **Auth** | Uses your API key or Claude subscription | Same (your own Claude auth) |\n| **Platform** | Web (any OS for viewing, macOS for terminal launch) | macOS native app |\n| **Open source** | Yes (Apache 2.0) | No (commercial, by Melty Labs) |\n| **Setup** | `uvx agent-kitchen web` | Download app |\n| **Target user** | Solo dev wanting session awareness | Team/power user running many agents in parallel |\n\n**Bottom line**: Conductor is an **active orchestration tool** — it's where you go to *do* multi-agent work. Agent Kitchen is a **passive awareness tool** — it's where you go to *understand* what your agents have been doing. They're complementary more than competitive, though Conductor's monitoring features overlap with Agent Kitchen's core value prop.\n\n---\n\n### The Full Competitive Landscape\n\nThe space breaks into 5 categories:\n\n#### 1. Polished Commercial Desktop Apps\n| Tool | Stars | Key Strength | vs. Agent Kitchen |\n|------|-------|-------------|-------------------|\n| **Conductor** (Melty Labs) | N/A | Most polished UX, worktree automation | Active orchestration vs. passive observation |\n| **Mux** (Coder) | N/A | Enterprise governance, audit logging, OIDC/SAML | Enterprise-grade; overkill for solo devs |\n| **CLI Manager** (Solhun) | N/A | Multi-agent support (Claude/Codex/Gemini), no vendor lock-in | Session management vs. session awareness |\n| **CodexMonitor** | 3.1k | Rich GUI, remote daemon via Tailscale, iOS WIP | Codex-focused; richer IDE-like features |\n\n#### 2. TUI Session Managers (tmux-based)\n| Tool | Stars | Key Strength | vs. Agent Kitchen |\n|------|-------|-------------|-------------------|\n| **Claude Squad** | 6.3k | Largest community, simplest mental model | TUI vs. web; manages sessions vs. observes them |\n| **CCManager** | 931 | Supports 8 different agents, hooks system | Broadest agent compatibility |\n| **Agent of Empires** | 1.1k | Docker sandboxing, Rust performance | Security-focused isolation |\n| **Agent Hand** | — | Sub-50ms launch, canvas workflow editor | Has a paid tier ($19 one-time / $9/mo) |\n\n#### 3. Monitoring & Analytics (closest competitors)\n| Tool | Stars | Key Strength | vs. Agent Kitchen |\n|------|-------|-------------|-------------------|\n| **ccusage** | 11.5k | Cost/token tracking, billing window analysis | Analytics-focused; no session browsing |\n| **Claude Code UI** | 379 | Real-time Kanban, XState status detection | Most similar — web dashboard with richer real-time status |\n| **Claude Session Dashboard** | 24 | GitHub heatmaps, cost estimation, CSV export | Deeper analytics/visualization |\n\n#### 4. Orchestration Platforms\n| Tool | Stars | Key Strength | vs. Agent Kitchen |\n|------|-------|-------------|-------------------|\n| **Amux** (Mixpeek) | 71 | Self-healing watchdog, unattended operation at scale | Heavy orchestration; different problem space |\n| **Claude MPM** | 83 | 47+ specialist agents, MCP integrations | Workflow platform, not a dashboard |\n| **Codexia** | 488 | IDE-like experience, task scheduling, marketplace | Desktop IDE wrapper; much broader scope |\n\n#### 5. Platform-Level (Big Tech)\n- **VS Code 1.109+** — positioning as a \"multi-agent command center\" natively\n- **Claude Code Agent Teams** — Anthropic's first-party multi-agent orchestration\n\n---\n\n### Where Agent Kitchen Has an Edge\n\n1. **Simplicity**: `uvx agent-kitchen web` and you're done. No tmux, no worktrees, no daemon, no Tauri build. Most competitors require significant setup.\n2. **LLM-powered summarization**: Most tools show raw session names or require manual labeling. Agent Kitchen actually reads session content and generates useful summaries.\n3. **Git status integration**: Live branch/dirty/unpushed status per repo group is unique among the observation-focused tools.\n4. **Both Claude + Codex**: Many tools are single-agent. Agent Kitchen scans both sources.\n5. **Zero workflow change**: Doesn't require you to launch agents through it. Works retroactively on existing sessions.\n\n### Where Agent Kitchen Lags\n\n1. **No active orchestration**: Can't launch parallel agents, manage worktrees, or merge results — Conductor, Claude Squad, and CCManager all do this.\n2. **No cost/token analytics**: ccusage (11.5k stars) owns this space completely.\n3. **No real-time status**: Claude Code UI uses filesystem watchers + XState for live status detection. Agent Kitchen requires manual refresh.\n4. **Single machine only**: No remote agent monitoring (CodexMonitor has Tailscale daemon mode).\n5. **No multi-agent support beyond Claude/Codex**: CCManager and Agent of Empires support 8 agents (Gemini, Cursor, Copilot, etc.).\n6. **macOS-only terminal features**: The browser terminal works anywhere, but launch-in-terminal is macOS-only.\n\n### Strategic Positioning\n\nAgent Kitchen sits in an interesting gap: it's **too passive to compete with orchestrators** (Conductor, Claude Squad) but **more useful than pure analytics tools** (ccusage). Its closest competitor is **Claude Code UI** by Kyle Mathews, which takes a similar \"web dashboard for understanding your sessions\" approach but with richer real-time capabilities.\n\nThe risk is being squeezed from both sides — orchestrators adding better monitoring views, and Anthropic/OpenAI building session management natively into their tools. The opportunity is becoming the **best observability layer** that works across all agents, not just Claude/Codex."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":7215,"cache_read_input_tokens":26793,"output_tokens":1807,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":7215,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"}},"requestId":"req_011CZ1se2t1xTgrs41M8Es7A","type":"assistant","uuid":"271b2659-e019-482b-9245-e9bac5119086","timestamp":"2026-03-13T22:33:26.296Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"1816b36a-1175-4b70-b503-bd19cb9bcc3d","isSidechain":false,"type":"progress","data":{"type":"hook_progress","hookEvent":"PostToolUse","hookName":"PostToolUse:Read","command":"callback"},"parentToolUseID":"toolu_01A7efSEVoV8ZP7TgAEvczU4","toolUseID":"toolu_01A7efSEVoV8ZP7TgAEvczU4","timestamp":"2026-03-13T22:37:02.961Z","uuid":"51fef57b-3a65-493f-b17d-05b1b14aca31","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"1816b36a-1175-4b70-b503-bd19cb9bcc3d","isSidechain":false,"promptId":"700d58a3-4dbe-41fb-b9f3-204e393ec3a0","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01A7efSEVoV8ZP7TgAEvczU4","type":"tool_result","content":"     1→[build-system]\n     2→requires = [\"hatchling\"]\n     3→build-backend = \"hatchling.build\"\n     4→\n     5→[project]\n     6→name = \"agent-kitchen\"\n     7→version = \"0.1.0\"\n     8→description = \"Dashboard for monitoring AI coding agent sessions across Claude Code and Codex CLI\"\n     9→requires-python = \">=3.12\"\n    10→authors = [\n    11→    { name = \"Vivek Haldar\", email = \"vh@vivekhaldar.com\" },\n    12→]\n    13→license = { text = \"Apache-2.0\" }\n    14→readme = \"README.md\"\n    15→keywords = [\"ai\", \"agent\", \"dashboard\", \"claude\", \"codex\"]\n    16→classifiers = [\n    17→    \"Development Status :: 3 - Alpha\",\n    18→    \"Environment :: Web Environment\",\n    19→    \"Intended Audience :: Developers\",\n    20→    \"License :: OSI Approved :: Apache Software License\",\n    21→    \"Operating System :: MacOS\",\n    22→    \"Programming Language :: Python :: 3.12\",\n    23→    \"Topic :: Software Development :: Quality Assurance\",\n    24→]\n    25→dependencies = [\n    26→    \"fastapi\",\n    27→    \"uvicorn[standard]\",\n    28→    \"claude-agent-sdk\",\n    29→    \"ptyprocess\",\n    30→]\n    31→\n    32→[project.optional-dependencies]\n    33→dev = [\"pytest\", \"pytest-asyncio\", \"pre-commit\", \"ruff\"]\n    34→\n    35→[project.urls]\n    36→Homepage = \"https://github.com/haldar/agent-kitchen\"\n    37→Repository = \"https://github.com/haldar/agent-kitchen\"\n    38→\n    39→[project.scripts]\n    40→agent-kitchen = \"agent_kitchen.cli:main\"\n    41→\n    42→[tool.ruff]\n    43→target-version = \"py312\"\n    44→line-length = 99\n    45→\n    46→[tool.ruff.lint]\n    47→select = [\"E\", \"F\", \"I\", \"W\"]\n    48→\n    49→[tool.ruff.lint.isort]\n    50→known-first-party = [\"agent_kitchen\"]\n    51→\n    52→[tool.pytest.ini_options]\n    53→testpaths = [\"tests\"]\n    54→"}]},"uuid":"eeec9aa3-4989-4ceb-9745-6023b9289c05","timestamp":"2026-03-13T22:37:02.960Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/haldar/repos/gh/agent-kitchen/pyproject.toml","content":"[build-system]\nrequires = [\"hatchling\"]\nbuild-backend = \"hatchling.build\"\n\n[project]\nname = \"agent-kitchen\"\nversion = \"0.1.0\"\ndescription = \"Dashboard for monitoring AI coding agent sessions across Claude Code and Codex CLI\"\nrequires-python = \">=3.12\"\nauthors = [\n    { name = \"Vivek Haldar\", email = \"vh@vivekhaldar.com\" },\n]\nlicense = { text = \"Apache-2.0\" }\nreadme = \"README.md\"\nkeywords = [\"ai\", \"agent\", \"dashboard\", \"claude\", \"codex\"]\nclassifiers = [\n    \"Development Status :: 3 - Alpha\",\n    \"Environment :: Web Environment\",\n    \"Intended Audience :: Developers\",\n    \"License :: OSI Approved :: Apache Software License\",\n    \"Operating System :: MacOS\",\n    \"Programming Language :: Python :: 3.12\",\n    \"Topic :: Software Development :: Quality Assurance\",\n]\ndependencies = [\n    \"fastapi\",\n    \"uvicorn[standard]\",\n    \"claude-agent-sdk\",\n    \"ptyprocess\",\n]\n\n[project.optional-dependencies]\ndev = [\"pytest\", \"pytest-asyncio\", \"pre-commit\", \"ruff\"]\n\n[project.urls]\nHomepage = \"https://github.com/haldar/agent-kitchen\"\nRepository = \"https://github.com/haldar/agent-kitchen\"\n\n[project.scripts]\nagent-kitchen = \"agent_kitchen.cli:main\"\n\n[tool.ruff]\ntarget-version = \"py312\"\nline-length = 99\n\n[tool.ruff.lint]\nselect = [\"E\", \"F\", \"I\", \"W\"]\n\n[tool.ruff.lint.isort]\nknown-first-party = [\"agent_kitchen\"]\n\n[tool.pytest.ini_options]\ntestpaths = [\"tests\"]\n","numLines":54,"startLine":1,"totalLines":54}},"sourceToolAssistantUUID":"1816b36a-1175-4b70-b503-bd19cb9bcc3d","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"eeec9aa3-4989-4ceb-9745-6023b9289c05","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_01Xud1GfPJgRsUsmqrS6HMer","type":"message","role":"assistant","content":[{"type":"text","text":"The pyproject.toml looks ready. Let me verify the package builds cleanly, then publish."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":722,"cache_read_input_tokens":35828,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":722},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CZ1syCkruaZLKENBgeRgg","type":"assistant","uuid":"41043bc6-0e82-4b4e-a207-14cb10573ef1","timestamp":"2026-03-13T22:37:05.209Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"41043bc6-0e82-4b4e-a207-14cb10573ef1","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_01Xud1GfPJgRsUsmqrS6HMer","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01BqQ9j32ZZ1p3kmqEJUunms","name":"Bash","input":{"command":"uv build 2>&1","description":"Build the package to verify it works"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":722,"cache_read_input_tokens":35828,"output_tokens":118,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":722,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"}},"requestId":"req_011CZ1syCkruaZLKENBgeRgg","type":"assistant","uuid":"22837135-f772-45c9-8336-37e427468aba","timestamp":"2026-03-13T22:37:06.086Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"22837135-f772-45c9-8336-37e427468aba","isSidechain":false,"promptId":"700d58a3-4dbe-41fb-b9f3-204e393ec3a0","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01BqQ9j32ZZ1p3kmqEJUunms","type":"tool_result","content":"Building source distribution...\nBuilding wheel from source distribution...\nSuccessfully built dist/agent_kitchen-0.1.0.tar.gz\nSuccessfully built dist/agent_kitchen-0.1.0-py3-none-any.whl","is_error":false}]},"uuid":"94d67234-2f5e-47eb-91ff-fa2bb4461f84","timestamp":"2026-03-13T22:37:07.816Z","toolUseResult":{"stdout":"Building source distribution...\nBuilding wheel from source distribution...\nSuccessfully built dist/agent_kitchen-0.1.0.tar.gz\nSuccessfully built dist/agent_kitchen-0.1.0-py3-none-any.whl","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"22837135-f772-45c9-8336-37e427468aba","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"94d67234-2f5e-47eb-91ff-fa2bb4461f84","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_019Jt8FS6YPEydYxsok6gY2a","type":"message","role":"assistant","content":[{"type":"text","text":"Build works. Let me check if you have PyPI credentials configured, then publish."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":168,"cache_read_input_tokens":36550,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":168},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CZ1syZYGW1tYqwhuBEe4S","type":"assistant","uuid":"c3626844-5670-4534-b2df-03ad7bfbf2c5","timestamp":"2026-03-13T22:37:10.125Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"c3626844-5670-4534-b2df-03ad7bfbf2c5","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_019Jt8FS6YPEydYxsok6gY2a","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0189Y9DMqTah8ycskL1fiR2q","name":"Bash","input":{"command":"uvx twine check dist/agent_kitchen-0.1.0* 2>&1","description":"Validate the built distributions"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":168,"cache_read_input_tokens":36550,"output_tokens":111,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":168,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"}},"requestId":"req_011CZ1syZYGW1tYqwhuBEe4S","type":"assistant","uuid":"a5ff43ca-87b3-4689-8e70-0be00ef45661","timestamp":"2026-03-13T22:37:10.859Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"a5ff43ca-87b3-4689-8e70-0be00ef45661","isSidechain":false,"promptId":"700d58a3-4dbe-41fb-b9f3-204e393ec3a0","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0189Y9DMqTah8ycskL1fiR2q","type":"tool_result","content":"Checking dist/agent_kitchen-0.1.0-py3-none-any.whl: \u001b[32mPASSED\u001b[0m\nChecking dist/agent_kitchen-0.1.0.tar.gz: \u001b[32mPASSED\u001b[0m","is_error":false}]},"uuid":"f25709c6-9431-4361-a1ef-df66fd4127e8","timestamp":"2026-03-13T22:37:12.067Z","toolUseResult":{"stdout":"Checking dist/agent_kitchen-0.1.0-py3-none-any.whl: \u001b[32mPASSED\u001b[0m\nChecking dist/agent_kitchen-0.1.0.tar.gz: \u001b[32mPASSED\u001b[0m","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"a5ff43ca-87b3-4689-8e70-0be00ef45661","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"f25709c6-9431-4361-a1ef-df66fd4127e8","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_01EsKoWCDCUE8doRZ6vHKqXd","type":"message","role":"assistant","content":[{"type":"text","text":"Both artifacts pass validation. Publishing now."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":186,"cache_read_input_tokens":36718,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":186},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CZ1syt6yg4Y2Zzuw8FcRT","type":"assistant","uuid":"ea0684eb-e7b5-42eb-95dd-97dc2811dfd3","timestamp":"2026-03-13T22:37:14.264Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"ea0684eb-e7b5-42eb-95dd-97dc2811dfd3","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_01EsKoWCDCUE8doRZ6vHKqXd","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01S4yHHcETCeqUxjoNyvVof9","name":"Bash","input":{"command":"uvx twine upload dist/agent_kitchen-0.1.0* 2>&1","description":"Upload package to PyPI","timeout":60000},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":186,"cache_read_input_tokens":36718,"output_tokens":120,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":186,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"}},"requestId":"req_011CZ1syt6yg4Y2Zzuw8FcRT","type":"assistant","uuid":"b89c0020-1198-435e-9ccc-3889e452be89","timestamp":"2026-03-13T22:37:14.879Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"b89c0020-1198-435e-9ccc-3889e452be89","isSidechain":false,"promptId":"700d58a3-4dbe-41fb-b9f3-204e393ec3a0","type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\nUploading distributions to https://upload.pypi.org/legacy/\n\u001b[33mWARNING \u001b[0m This environment is not supported for trusted publishing               \n/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py:99: GetPassWarning: Can not control echo on the terminal.\n  passwd = fallback_getpass(prompt, stream)\nWarning: Password input may be echoed.\nEnter your API token: Traceback (most recent call last):\n  File \"/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py\", line 73, in unix_getpass\n    old = termios.tcgetattr(fd)     # a copy to save\ntermios.error: (19, 'Operation not supported by device')\n\nDuring handling of the above exception, another exception occurred:\n\nTraceback (most recent call last):\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/bin/twine\", line 12, in <module>\n    sys.exit(main())\n             ~~~~^^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/__main__.py\", line 33, in main\n    error = cli.dispatch(sys.argv[1:])\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/cli.py\", line 139, in dispatch\n    return main(args.args)\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/commands/upload.py\", line 253, in main\n    return upload(upload_settings, parsed_args.dists)\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/commands/upload.py\", line 176, in upload\n    repository = upload_settings.create_repository()\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/settings.py\", line 355, in create_repository\n    self.password,\n    ^^^^^^^^^^^^^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/settings.py\", line 140, in password\n    return self.auth.password\n           ^^^^^^^^^^^^^^^^^^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/auth.py\", line 145, in password\n    return utils.get_userpass_value(\n           ~~~~~~~~~~~~~~~~~~~~~~~~^\n        self.input.password,\n        ^^^^^^^^^^^^^^^^^^^^\n    ...<2 lines>...\n        prompt_strategy=self.password_from_keyring_or_trusted_publishing_or_prompt,\n        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n    )\n    ^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/utils.py\", line 289, in get_userpass_value\n    value = prompt_strategy()\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/auth.py\", line 290, in password_from_keyring_or_trusted_publishing_or_prompt\n    return self.prompt(what, getpass.getpass)\n           ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/auth.py\", line 293, in prompt\n    return how(f\"Enter your {what}: \")\n  File \"/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py\", line 99, in unix_getpass\n    passwd = fallback_getpass(prompt, stream)\n  File \"/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py\", line 143, in fallback_getpass\n    return _raw_input(prompt, stream, echo_char=echo_char)\n  File \"/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py\", line 183, in _raw_input\n    raise EOFError\nEOFError","is_error":true,"tool_use_id":"toolu_01S4yHHcETCeqUxjoNyvVof9"}]},"uuid":"a6cd02f7-b9eb-4202-b9ca-8e3e3739f185","timestamp":"2026-03-13T22:37:15.558Z","toolUseResult":"Error: Exit code 1\nUploading distributions to https://upload.pypi.org/legacy/\n\u001b[33mWARNING \u001b[0m This environment is not supported for trusted publishing               \n/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py:99: GetPassWarning: Can not control echo on the terminal.\n  passwd = fallback_getpass(prompt, stream)\nWarning: Password input may be echoed.\nEnter your API token: Traceback (most recent call last):\n  File \"/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py\", line 73, in unix_getpass\n    old = termios.tcgetattr(fd)     # a copy to save\ntermios.error: (19, 'Operation not supported by device')\n\nDuring handling of the above exception, another exception occurred:\n\nTraceback (most recent call last):\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/bin/twine\", line 12, in <module>\n    sys.exit(main())\n             ~~~~^^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/__main__.py\", line 33, in main\n    error = cli.dispatch(sys.argv[1:])\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/cli.py\", line 139, in dispatch\n    return main(args.args)\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/commands/upload.py\", line 253, in main\n    return upload(upload_settings, parsed_args.dists)\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/commands/upload.py\", line 176, in upload\n    repository = upload_settings.create_repository()\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/settings.py\", line 355, in create_repository\n    self.password,\n    ^^^^^^^^^^^^^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/settings.py\", line 140, in password\n    return self.auth.password\n           ^^^^^^^^^^^^^^^^^^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/auth.py\", line 145, in password\n    return utils.get_userpass_value(\n           ~~~~~~~~~~~~~~~~~~~~~~~~^\n        self.input.password,\n        ^^^^^^^^^^^^^^^^^^^^\n    ...<2 lines>...\n        prompt_strategy=self.password_from_keyring_or_trusted_publishing_or_prompt,\n        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n    )\n    ^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/utils.py\", line 289, in get_userpass_value\n    value = prompt_strategy()\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/auth.py\", line 290, in password_from_keyring_or_trusted_publishing_or_prompt\n    return self.prompt(what, getpass.getpass)\n           ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/Users/haldar/.cache/uv/archive-v0/WYqQglTGQ8YbcZHCkZwan/lib/python3.14/site-packages/twine/auth.py\", line 293, in prompt\n    return how(f\"Enter your {what}: \")\n  File \"/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py\", line 99, in unix_getpass\n    passwd = fallback_getpass(prompt, stream)\n  File \"/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py\", line 143, in fallback_getpass\n    return _raw_input(prompt, stream, echo_char=echo_char)\n  File \"/Users/haldar/.local/share/uv/python/cpython-3.14.2-macos-aarch64-none/lib/python3.14/getpass.py\", line 183, in _raw_input\n    raise EOFError\nEOFError","sourceToolAssistantUUID":"b89c0020-1198-435e-9ccc-3889e452be89","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"a6cd02f7-b9eb-4202-b9ca-8e3e3739f185","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_01RPMdkcQJSxfR8wLQTtrKya","type":"message","role":"assistant","content":[{"type":"text","text":"No PyPI credentials configured. Let me check if you have a token stored anywhere."}],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1640,"cache_read_input_tokens":36904,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1640},"output_tokens":1,"service_tier":"standard","inference_geo":"not_available"}},"requestId":"req_011CZ1sz8cMaMWKCACcttwtZ","type":"assistant","uuid":"29e3906d-e357-4a59-8228-dbc26ed8c2c7","timestamp":"2026-03-13T22:37:18.294Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"46749394-4951-4928-b354-a997274ed7b7","isSidechain":false,"promptId":"700d58a3-4dbe-41fb-b9f3-204e393ec3a0","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01TH4a6TL4uYQkBySS3eJbDe","type":"tool_result","content":"No pypi entry in pass","is_error":false}]},"uuid":"c430f21e-ebcb-42e2-84ed-9c819e996b50","timestamp":"2026-03-13T22:37:21.971Z","toolUseResult":{"stdout":"No pypi entry in pass","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"46749394-4951-4928-b354-a997274ed7b7","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"c430f21e-ebcb-42e2-84ed-9c819e996b50","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_01YCigbBCtRXNR7nzaqHCNSb","type":"message","role":"assistant","content":[{"type":"text","text":"No PyPI credentials found anywhere. You'll need a PyPI API token to publish. Two options:\n\n1. **Create a token at** https://pypi.org/manage/account/token/ — then either:\n   - Give it to me and I'll run the upload\n   - Or save it in `~/.pypirc` for future use\n\n2. **Set up trusted publishing** via GitHub Actions (no token needed, but requires a workflow file + PyPI config linking your GitHub repo)\n\nWhich approach do you prefer? Do you already have a PyPI account?"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":111,"cache_read_input_tokens":38674,"output_tokens":127,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":111,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"}},"requestId":"req_011CZ1szc5qfpWf3s264JXzU","type":"assistant","uuid":"023b9b1f-58e8-41b0-9426-f97644799bf6","timestamp":"2026-03-13T22:37:26.521Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.75","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"type":"file-history-snapshot","messageId":"fa16d25c-b6bb-489d-9fef-c81c44fa5622","snapshot":{"messageId":"fa16d25c-b6bb-489d-9fef-c81c44fa5622","trackedFileBackups":{},"timestamp":"2026-03-13T22:38:56.796Z"},"isSnapshotUpdate":false}
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\u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m48.2/48.2 kB\u001b[0m • \u001b[33m00:00\u001b[0m • \u001b[31m240.8 MB/s\u001b[0m\r\u001b[2K\u001b[35m100%\u001b[0m \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m48.2/48.2 kB\u001b[0m • \u001b[33m00:00\u001b[0m • \u001b[31m240.8 MB/s\u001b[0m\r\u001b[2K\u001b[35m100%\u001b[0m \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m48.2/48.2 kB\u001b[0m • \u001b[33m00:00\u001b[0m • \u001b[31m240.8 MB/s\u001b[0m\r\u001b[2K\u001b[35m100%\u001b[0m \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m48.2/48.2 kB\u001b[0m • \u001b[33m00:00\u001b[0m • \u001b[31m240.8 MB/s\u001b[0m\n\u001b[?25hUploading agent_kitchen-0.1.0.tar.gz\n\u001b[?25l\r\u001b[2K\u001b[35m  0%\u001b[0m \u001b[38;5;237m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/135.4 kB\u001b[0m • \u001b[36m--:--\u001b[0m • 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{"parentUuid":"67ee2710-5a7b-489b-8589-9899abd2dca7","isSidechain":false,"promptId":"556ee897-fdd5-4d64-8618-f08b244d04d7","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01CmUkGGhFDdZfDvBZP6egnH","type":"tool_result","content":"Web search results for query: \"imbue.com sculptor features coding agent management\"\n\nLinks: [{\"title\":\"Sculptor: The missing UI for coding agents - imbue\",\"url\":\"https://imbue.com/sculptor/\"},{\"title\":\"GitHub - imbue-ai/sculptor: Sculptor is a UI for running parallel coding agents in safe, isolated sandboxes, enabling powerful agent workflows.\",\"url\":\"https://github.com/imbue-ai/sculptor\"},{\"title\":\"Sculptor: Catch and fix issues as you code - imbue\",\"url\":\"https://imbue.com/product/sculptor/\"},{\"title\":\"Sculptor: the missing UI for parallel coding agents - imbue\",\"url\":\"https://imbue.com/sculptor-announce/\"},{\"title\":\"Imbue Review 2025 | Software Engineering Tool - Pricing & Features\",\"url\":\"https://aiagentslist.com/agents/imbue\"},{\"title\":\"Tools to empower humans in the AI age - imbue\",\"url\":\"https://imbue.com/\"},{\"title\":\"Imbue: AI Agents for Reasoning, Coding, and Software Engineering - ToolMage\",\"url\":\"https://www.toolmage.com/en/tool/imbue/\"},{\"title\":\"Sculptor: A New Desktop Interface for Claude Code Developers - Geeky Gadgets\",\"url\":\"https://www.geeky-gadgets.com/sculptor-the-missing-ui-for-claude-code/\"},{\"title\":\"Sculptor Review: Is This Imbue Tool the Future of AI Coding?\",\"url\":\"https://bestreviewinsight.com/productivity-efficiency/smart-research/sculptor-2/\"},{\"title\":\"Our Work - imbue\",\"url\":\"https://imbue.com/our-work/\"}]\n\nBased on the search results, here are the key features of Sculptor from imbue.com related to coding agent management:\n\n## Core Features\n\nEach Claude works in its own container, providing safe execution and parallel agents without the hassle of git worktrees. Sculptor allows you to run parallel agents safely in containers, jump between their environments to instantly test changes, and get suggestions that catch critical issues as you go.\n\n## Agent Management Capabilities\n\nYou can tell agents \"Don't come back until my tests pass,\" and toggle Pairing Mode to move between any agents' containers, allowing you to run, test, and edit each agent's changes from your normal dev environment without needing to switch workspaces.\n\nSculptor provides a UI to coordinate multiple coding agents, allowing project leads and developers to delegate tasks, instantly verify results, and actively shape the direction of their projects with reliable and inspectable AI contributions.\n\n## Code Quality and Issue Detection\n\nWhen you connect Sculptor to your codebase, it checks for issues in your code, like missing tests, hardcoded variables, memory leaks, race conditions, and more, and you can launch agents to fix the issues and see the diff before applying.\n\nSculptor saves every agent session with its plans, chats, tool calls, and code changes all intact, allowing you to reopen a past session anytime to pick up where you left off.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"e9371226-bda1-43f5-be7f-bf94a61df5c9","timestamp":"2026-03-16T02:44:05.332Z","toolUseResult":{"query":"imbue.com sculptor features coding agent management","results":[{"tool_use_id":"srvtoolu_01YRfJx4sfw4W7uG8mFYiQqg","content":[{"title":"Sculptor: The missing UI for coding agents - imbue","url":"https://imbue.com/sculptor/"},{"title":"GitHub - imbue-ai/sculptor: Sculptor is a UI for running parallel coding agents in safe, isolated sandboxes, enabling powerful agent workflows.","url":"https://github.com/imbue-ai/sculptor"},{"title":"Sculptor: Catch and fix issues as you code - imbue","url":"https://imbue.com/product/sculptor/"},{"title":"Sculptor: the missing UI for parallel coding agents - imbue","url":"https://imbue.com/sculptor-announce/"},{"title":"Imbue Review 2025 | Software Engineering Tool - Pricing & Features","url":"https://aiagentslist.com/agents/imbue"},{"title":"Tools to empower humans in the AI age - imbue","url":"https://imbue.com/"},{"title":"Imbue: AI Agents for Reasoning, Coding, and Software Engineering - ToolMage","url":"https://www.toolmage.com/en/tool/imbue/"},{"title":"Sculptor: A New Desktop Interface for Claude Code Developers - Geeky Gadgets","url":"https://www.geeky-gadgets.com/sculptor-the-missing-ui-for-claude-code/"},{"title":"Sculptor Review: Is This Imbue Tool the Future of AI Coding?","url":"https://bestreviewinsight.com/productivity-efficiency/smart-research/sculptor-2/"},{"title":"Our Work - imbue","url":"https://imbue.com/our-work/"}]},"Based on the search results, here are the key features of Sculptor from imbue.com related to coding agent management:\n\n## Core Features\n\nEach Claude works in its own container, providing safe execution and parallel agents without the hassle of git worktrees. Sculptor allows you to run parallel agents safely in containers, jump between their environments to instantly test changes, and get suggestions that catch critical issues as you go.\n\n## Agent Management Capabilities\n\nYou can tell agents \"Don't come back until my tests pass,\" and toggle Pairing Mode to move between any agents' containers, allowing you to run, test, and edit each agent's changes from your normal dev environment without needing to switch workspaces.\n\nSculptor provides a UI to coordinate multiple coding agents, allowing project leads and developers to delegate tasks, instantly verify results, and actively shape the direction of their projects with reliable and inspectable AI contributions.\n\n## Code Quality and Issue Detection\n\nWhen you connect Sculptor to your codebase, it checks for issues in your code, like missing tests, hardcoded variables, memory leaks, race conditions, and more, and you can launch agents to fix the issues and see the diff before applying.\n\nSculptor saves every agent session with its plans, chats, tool calls, and code changes all intact, allowing you to reopen a past session anytime to pick up where you left off."],"durationSeconds":7.1567536659999895},"sourceToolAssistantUUID":"67ee2710-5a7b-489b-8589-9899abd2dca7","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"005ec624-7843-4664-89d9-eb60938330b9","isSidechain":false,"promptId":"556ee897-fdd5-4d64-8618-f08b244d04d7","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01QvDuwzaYpt3u1LigD4nHD4","type":"tool_result","content":"Web search results for query: \"Imbue Sculptor AI coding agent tool 2025 2026\"\n\nLinks: [{\"title\":\"Sculptor: The missing UI for coding agents - imbue\",\"url\":\"https://imbue.com/sculptor/\"},{\"title\":\"GitHub - imbue-ai/sculptor: Sculptor is a UI for running parallel coding agents in safe, isolated sandboxes, enabling powerful agent workflows.\",\"url\":\"https://github.com/imbue-ai/sculptor\"},{\"title\":\"Tools to empower humans in the AI age - imbue\",\"url\":\"https://imbue.com/\"},{\"title\":\"Imbue Review 2025 | Software Engineering Tool - Pricing & Features\",\"url\":\"https://aiagentslist.com/agents/imbue\"},{\"title\":\"Sculptor: the missing UI for parallel coding agents - imbue\",\"url\":\"https://imbue.com/sculptor-announce/\"},{\"title\":\"Sculptor: Catch and fix issues as you code - imbue\",\"url\":\"https://imbue.com/product/sculptor/\"},{\"title\":\"Our Work - imbue\",\"url\":\"https://imbue.com/our-work/\"},{\"title\":\"Imbue: AI Agents for Reasoning, Coding, and Software Engineering - ToolMage\",\"url\":\"https://www.toolmage.com/en/tool/imbue/\"},{\"title\":\"Sculptor Review: Is This Imbue Tool the Future of AI Coding?\",\"url\":\"https://bestreviewinsight.com/productivity-efficiency/smart-research/sculptor-2/\"},{\"title\":\"6 Best Devin Alternatives for AI Agent Orchestration in 2026 | Augment Code\",\"url\":\"https://www.augmentcode.com/tools/best-devin-alternatives\"}]\n\nBased on the search results, here's what I found about Imbue's Sculptor AI coding agent tool:\n\n## Overview\n\nImbue is building tools that make AI coding reliable, collaborative, and accessible to everyone—starting with Sculptor, a UI for coding agents. Sculptor is a coding agent environment that helps developers write high-quality, reliable software by automatically detecting issues, generating tests, and fixing bugs in a safe, sandboxed environment.\n\n## Key Features\n\nYou can run multiple coding agents in safe containers and instantly see their changes in action, spin up parallel agents in safe containers, stay in flow across sessions, and instantly bring their changes straight into your IDE for testing and review.\n\nWith Pairing Mode, Sculptor brings an agent's work from its container into your local repo, keeping your files and git state synced so you can collaborate directly from your IDE, test the agent's work instantly in your own dev environment and commit changes you like—all without losing your flow.\n\n## Current Status (2025-2026)\n\nSculptor was rebuilt from the ground up, and now you can run multiple coding agents in safe containers and instantly see their changes in action. Sculptor is now available on Mac (Apple Silicon) and Linux, with Mac (Intel) and Windows support on the way.\n\nClaude Code is supported today, and GPT-5 is next, giving you the option to choose the right model for the job. As of December 3, 2025, support for Codex was added.\n\n## Pricing\n\nSculptor is free while we're in beta. You'll just need Anthropic access—we support API keys or your Claude Pro/Max plan.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"fba1be45-76f3-46a9-8125-3008612c4635","timestamp":"2026-03-16T02:44:06.204Z","toolUseResult":{"query":"Imbue Sculptor AI coding agent tool 2025 2026","results":[{"tool_use_id":"srvtoolu_01SzvytAJ4MtgvTXDKTZn9p3","content":[{"title":"Sculptor: The missing UI for coding agents - imbue","url":"https://imbue.com/sculptor/"},{"title":"GitHub - imbue-ai/sculptor: Sculptor is a UI for running parallel coding agents in safe, isolated sandboxes, enabling powerful agent workflows.","url":"https://github.com/imbue-ai/sculptor"},{"title":"Tools to empower humans in the AI age - imbue","url":"https://imbue.com/"},{"title":"Imbue Review 2025 | Software Engineering Tool - Pricing & Features","url":"https://aiagentslist.com/agents/imbue"},{"title":"Sculptor: the missing UI for parallel coding agents - imbue","url":"https://imbue.com/sculptor-announce/"},{"title":"Sculptor: Catch and fix issues as you code - imbue","url":"https://imbue.com/product/sculptor/"},{"title":"Our Work - imbue","url":"https://imbue.com/our-work/"},{"title":"Imbue: AI Agents for Reasoning, Coding, and Software Engineering - ToolMage","url":"https://www.toolmage.com/en/tool/imbue/"},{"title":"Sculptor Review: Is This Imbue Tool the Future of AI Coding?","url":"https://bestreviewinsight.com/productivity-efficiency/smart-research/sculptor-2/"},{"title":"6 Best Devin Alternatives for AI Agent Orchestration in 2026 | Augment Code","url":"https://www.augmentcode.com/tools/best-devin-alternatives"}]},"Based on the search results, here's what I found about Imbue's Sculptor AI coding agent tool:\n\n## Overview\n\nImbue is building tools that make AI coding reliable, collaborative, and accessible to everyone—starting with Sculptor, a UI for coding agents. Sculptor is a coding agent environment that helps developers write high-quality, reliable software by automatically detecting issues, generating tests, and fixing bugs in a safe, sandboxed environment.\n\n## Key Features\n\nYou can run multiple coding agents in safe containers and instantly see their changes in action, spin up parallel agents in safe containers, stay in flow across sessions, and instantly bring their changes straight into your IDE for testing and review.\n\nWith Pairing Mode, Sculptor brings an agent's work from its container into your local repo, keeping your files and git state synced so you can collaborate directly from your IDE, test the agent's work instantly in your own dev environment and commit changes you like—all without losing your flow.\n\n## Current Status (2025-2026)\n\nSculptor was rebuilt from the ground up, and now you can run multiple coding agents in safe containers and instantly see their changes in action. Sculptor is now available on Mac (Apple Silicon) and Linux, with Mac (Intel) and Windows support on the way.\n\nClaude Code is supported today, and GPT-5 is next, giving you the option to choose the right model for the job. As of December 3, 2025, support for Codex was added.\n\n## Pricing\n\nSculptor is free while we're in beta. You'll just need Anthropic access—we support API keys or your Claude Pro/Max plan."],"durationSeconds":8.255090333999993},"sourceToolAssistantUUID":"005ec624-7843-4664-89d9-eb60938330b9","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"fba1be45-76f3-46a9-8125-3008612c4635","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_016KisiFRp8yCsdMoYiz4Ng8","type":"message","role":"assistant","content":[{"type":"text","text":"Here's Sculptor added to the competitive picture:\n\n---\n\n## Sculptor (by Imbue)\n\n**What it does**: Desktop app for running parallel coding agents in isolated containers with a \"Pairing Mode\" that syncs agent work into your local IDE/repo.\n\n**Key features**:\n- **Container isolation**: Each agent runs in its own container — no git worktree juggling\n- **Pairing Mode**: Syncs an agent's container state into your local repo so you can test/edit from your IDE, commit what you like\n- **Code quality scanning**: Connects to your codebase and detects issues (missing tests, hardcoded vars, memory leaks, race conditions), then launches agents to fix them\n- **Session persistence**: Saves every agent session — plans, chats, tool calls, diffs — so you can resume anytime\n- **\"Don't come back until tests pass\"**: Fire-and-forget mode where agents iterate until CI is green\n- **Multi-agent coordination**: Jump between agents' container environments to test and review independently\n\n**Agents supported**: Claude Code today, Codex (added Dec 2025), GPT-5 next\n\n**Platform**: macOS (Apple Silicon), Linux. Intel Mac and Windows coming.\n\n**Pricing**: Free (beta). Bring your own Anthropic API key or Claude Pro/Max subscription.\n\n**Target user**: Professional devs / team leads who want to delegate tasks to multiple agents and verify results before merging.\n\n---\n\n### Updated Head-to-Head: Agent Kitchen vs. Sculptor vs. Conductor\n\n| Dimension | Agent Kitchen | Sculptor (Imbue) | Conductor (Melty Labs) |\n|-----------|--------------|-------------------|------------------------|\n| **Core role** | Passive observability dashboard | Active orchestrator + code quality tool | Active orchestrator + merge UI |\n| **Isolation strategy** | None (read-only) | Containers | Git worktrees |\n| **Parallel agents** | View only | Yes, containerized | Yes, worktree-based |\n| **Code review** | None | Diff view + auto-issue detection | Built-in diff + merge |\n| **LLM summarization** | Yes (Haiku) | No (full session replay instead) | No |\n| **Code quality scanning** | No | Yes (detects issues proactively) | No |\n| **Session persistence** | Reads existing JSONL | Full session save/resume with plans, tool calls | Real-time only |\n| **IDE integration** | None (web UI) | Pairing Mode syncs to local repo | None |\n| **Fire-and-forget** | No | Yes (\"until tests pass\") | Yes (background agents) |\n| **Open source** | Yes (Apache 2.0) | Yes (GitHub) | No |\n| **Price** | Free | Free (beta) | Commercial |\n\n### Where Sculptor fits in the landscape\n\nSculptor is the most **opinionated** tool in the space — it doesn't just manage agents, it has its own perspective on code quality (scanning for issues and dispatching agents to fix them). The container-based isolation is arguably cleaner than worktrees since it provides full environment isolation, not just filesystem isolation.\n\nAgent Kitchen's differentiation against Sculptor is the same as against Conductor: **zero-friction observability** with no workflow change required. Sculptor requires you to launch agents through it and adopt its container workflow. Agent Kitchen works retroactively on sessions you've already run however you normally run them.\n\nThe risk for Agent Kitchen is clear: tools like Sculptor and Conductor are adding session browsing and history features that overlap with Agent Kitchen's core value, while Agent Kitchen doesn't (and probably shouldn't) try to add orchestration.\n\nSources:\n- [Sculptor: The missing UI for coding agents](https://imbue.com/sculptor/)\n- [Sculptor GitHub](https://github.com/imbue-ai/sculptor)\n- [Sculptor announcement](https://imbue.com/sculptor-announce/)\n- [Sculptor product page](https://imbue.com/product/sculptor/)"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":760,"cache_creation_input_tokens":939,"cache_read_input_tokens":42036,"output_tokens":932,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":939,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"}},"requestId":"req_011CZ5zRjPYML7WrxbiicxNH","type":"assistant","uuid":"cd872423-06f6-45c1-90b9-3c7a28f6ad56","timestamp":"2026-03-16T02:44:28.943Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"type":"file-history-snapshot","messageId":"44dcd8bf-d0d0-4a35-9c78-522180244e9d","snapshot":{"messageId":"44dcd8bf-d0d0-4a35-9c78-522180244e9d","trackedFileBackups":{},"timestamp":"2026-03-16T02:46:35.126Z"},"isSnapshotUpdate":false}
{"parentUuid":"2921e68b-1b13-4f76-82a8-6252d6e52c47","isSidechain":false,"promptId":"a6b19f40-2e41-4646-b967-46137b1b37d7","type":"user","message":{"role":"user","content":"but there is a problem -- agent-kitchen is very much for my workflow that moves between non-git places like my homedir and git repos. both conductor and sculptor are very git-repo-centered. and then they run in containers. i have a giant ~/AGENT folder that contains tons of context that i want applied everywhere"},"uuid":"44dcd8bf-d0d0-4a35-9c78-522180244e9d","timestamp":"2026-03-16T02:46:35.015Z","permissionMode":"bypassPermissions","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"44dcd8bf-d0d0-4a35-9c78-522180244e9d","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_01JuS4rZZwRiTBTo9nhRV2z9","type":"message","role":"assistant","content":[{"type":"text","text":"\n\nThat's a real differentiator worth leaning into. The competitors assume:\n\n1. **All work happens in git repos** — but you work across `~/AGENT`, `~/Obsidian_iCloud`, `~/dotfiles`, your home directory, etc.\n2. **Isolation is always desirable** — containers/worktrees mean agents lose access to your cross-cutting context like `~/AGENT/memories/`, skills, commands, CLAUDE.md files\n3. **Each agent session is scoped to one project** — but your workflow has Claude operating as a general-purpose assistant that moves fluidly between repos, notes, configs, and scratch space\n\nConductor and Sculptor would actively **break** your workflow. Your `~/.claude/` symlinks into `~/AGENT`, your memory system, your skills that reference `~/Obsidian_iCloud` and `~/Movies` and `~/repos` — none of that works in a container. And a worktree-only view would miss half your sessions (the non-repo ones).\n\nAgent Kitchen already handles this — the `NonRepoGroup` grouping for home-directory sessions, the timeline support for non-repo groups. That's not a gap, it's the product thesis.\n\nThe positioning I'd sharpen:\n\n- **Conductor/Sculptor**: \"Run many agents on many repos\"\n- **Agent Kitchen**: \"See everything one developer's agents are doing across their entire machine\"\n\nIt's the difference between a CI dashboard (repo-scoped) and a personal activity feed (developer-scoped). The competitors are building for teams with clean repo boundaries. You're building for the solo power user whose agent is their whole computer."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":1759,"cache_read_input_tokens":42975,"output_tokens":375,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1759,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"}},"requestId":"req_011CZ5zchS2XwL9XoYw878Wb","type":"assistant","uuid":"6fcc4653-03de-43ac-88f4-78833371301c","timestamp":"2026-03-16T02:46:48.731Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"bea1bb6c-ef83-4f2b-9c62-cdafcc0d7479","isSidechain":false,"type":"progress","data":{"type":"search_results_received","resultCount":10,"query":"Imbue Sculptor YouTube channel twitter demo"},"toolUseID":"srvtoolu_01StsrssiZ1TEYQVaKJpJSci","parentToolUseID":"toolu_01BQshz3rce5Nh1gWySToShA","uuid":"437ac867-d514-41a9-9e10-3720ec3cd2f2","timestamp":"2026-03-16T02:49:22.115Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"6c237733-b9af-4238-b799-6891764ebcd7","isSidechain":false,"promptId":"7cc9ba32-34d4-4fad-9c25-df2f8ee62f9e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01XZjrcY9Ubyqr4bk7VdcSAr","type":"tool_result","content":"Web search results for query: \"Conductor Melty Labs YouTube channel twitter\"\n\nLinks: [{\"title\":\"Conductor: Run a team of coding agents on your Mac | Y Combinator\",\"url\":\"https://www.ycombinator.com/companies/conductor\"},{\"title\":\"Conductor\",\"url\":\"https://www.linkedin.com/company/meltylabs\"},{\"title\":\"A Hands-On Review of Conductor, an AI Parallel Runner App - The New Stack\",\"url\":\"https://thenewstack.io/a-hands-on-review-of-conductor-an-ai-parallel-runner-app/\"},{\"title\":\"Conductor\",\"url\":\"https://www.todayonmac.com/conductor/\"},{\"title\":\"Conductor App Faces GitHub Permissions Backlash Despite Solving Claude Code Multi-Agent Workflow - BigGo News\",\"url\":\"https://biggo.com/news/202507210115_Conductor_App_GitHub_Permissions_Controversy\"},{\"title\":\"Melty · GitHub\",\"url\":\"https://github.com/meltylabs\"},{\"title\":\"Melty (@meltyinc) / X\",\"url\":\"https://x.com/meltyinc\"},{\"title\":\"Conductor - Run a bunch of Claude Codes in parallel.\",\"url\":\"https://www.welcome.ai/company/conductor\"},{\"title\":\"Chorus is Good Software | Ben Congdon\",\"url\":\"https://benjamincongdon.me/blog/2025/12/13/Chorus-is-Good-Software/\"},{\"title\":\"Conductor\",\"url\":\"https://conductor.build/?amp=&amp=\"}]\n\nBased on the search results, here's what I found about Conductor and Melty Labs:\n\n## About Conductor\n\nConductor comes from Melty Labs. Conductor is a macOS application that orchestrates multiple AI coding agents in parallel across your repository, built by Melty Labs.\n\n## Creators\n\nCharlie Holtz and Jackson de Campos built Conductor through Melty Labs. The pair met playing Ultimate Frisbee at Brown.\n\n## Social Media & Online Presence\n\nAccording to the search results:\n- **GitHub**: Melty Labs has a GitHub presence with projects including a chat first code editor, accessible at https://github.com/meltylabs\n- **Twitter/X**: There is an X account at @meltyinc, though the search results don't display its content details\n- **Website**: You can download Conductor directly from the Melty Labs website at conductor.build\n- **LinkedIn**: Melty Labs has a LinkedIn company page\n\nI was unable to find specific information about a YouTube channel for Conductor or Melty Labs in these search results.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"5882f1e3-1508-462a-afde-17d5e01840dc","timestamp":"2026-03-16T02:49:25.280Z","toolUseResult":{"query":"Conductor Melty Labs YouTube channel twitter","results":[{"tool_use_id":"srvtoolu_01KgeUFg9TApANmSmC6gD4aq","content":[{"title":"Conductor: Run a team of coding agents on your Mac | Y Combinator","url":"https://www.ycombinator.com/companies/conductor"},{"title":"Conductor","url":"https://www.linkedin.com/company/meltylabs"},{"title":"A Hands-On Review of Conductor, an AI Parallel Runner App - The New Stack","url":"https://thenewstack.io/a-hands-on-review-of-conductor-an-ai-parallel-runner-app/"},{"title":"Conductor","url":"https://www.todayonmac.com/conductor/"},{"title":"Conductor App Faces GitHub Permissions Backlash Despite Solving Claude Code Multi-Agent Workflow - BigGo News","url":"https://biggo.com/news/202507210115_Conductor_App_GitHub_Permissions_Controversy"},{"title":"Melty · GitHub","url":"https://github.com/meltylabs"},{"title":"Melty (@meltyinc) / X","url":"https://x.com/meltyinc"},{"title":"Conductor - Run a bunch of Claude Codes in parallel.","url":"https://www.welcome.ai/company/conductor"},{"title":"Chorus is Good Software | Ben Congdon","url":"https://benjamincongdon.me/blog/2025/12/13/Chorus-is-Good-Software/"},{"title":"Conductor","url":"https://conductor.build/?amp=&amp="}]},"Based on the search results, here's what I found about Conductor and Melty Labs:\n\n## About Conductor\n\nConductor comes from Melty Labs. Conductor is a macOS application that orchestrates multiple AI coding agents in parallel across your repository, built by Melty Labs.\n\n## Creators\n\nCharlie Holtz and Jackson de Campos built Conductor through Melty Labs. The pair met playing Ultimate Frisbee at Brown.\n\n## Social Media & Online Presence\n\nAccording to the search results:\n- **GitHub**: Melty Labs has a GitHub presence with projects including a chat first code editor, accessible at https://github.com/meltylabs\n- **Twitter/X**: There is an X account at @meltyinc, though the search results don't display its content details\n- **Website**: You can download Conductor directly from the Melty Labs website at conductor.build\n- **LinkedIn**: Melty Labs has a LinkedIn company page\n\nI was unable to find specific information about a YouTube channel for Conductor or Melty Labs in these search results."],"durationSeconds":5.560616417000012},"sourceToolAssistantUUID":"6c237733-b9af-4238-b799-6891764ebcd7","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"f0668b57-3222-451b-9f3f-e7cd79fa4495","isSidechain":false,"promptId":"7cc9ba32-34d4-4fad-9c25-df2f8ee62f9e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01BQshz3rce5Nh1gWySToShA","type":"tool_result","content":"Web search results for query: \"Imbue Sculptor YouTube channel twitter demo\"\n\nLinks: [{\"title\":\"Sculptor: The missing UI for coding agents - imbue\",\"url\":\"https://imbue.com/sculptor/\"},{\"title\":\"Sculptor: Catch and fix issues as you code - imbue\",\"url\":\"https://imbue.com/product/sculptor/\"},{\"title\":\"Imbue (@imbue_ai) / X\",\"url\":\"https://x.com/imbue_ai?lang=en\"},{\"title\":\"Imbue on X: \\\"We incorporated many of these principles in our experimental coding agent environment, Sculptor. Learn more and sign up to be a tester here: https://t.co/GOnIN6Dioe\\\" / X\",\"url\":\"https://x.com/imbue_ai/status/1932920784437338137\"},{\"title\":\"Imbue on X: \\\"Sign up to get early access to Sculptor: https://t.co/GOnIN6Dioe\\\" / X\",\"url\":\"https://x.com/imbue_ai/status/1950236917284687966\"},{\"title\":\"Imbue on X: \\\"We’ll be posting regular updates on Sculptor’s development, and sharing more on the thought process and design principles behind it. Follow us here to stay in the loop, and join the Sculptor waitlist: https://t.co/jvbsJjX9cf\\\" / X\",\"url\":\"https://x.com/imbue_ai/status/1910351714080960743\"},{\"title\":\"GitHub - imbue-ai/sculptor: Sculptor is a UI for running parallel coding agents in safe, isolated sandboxes, enabling powerful agent workflows.\",\"url\":\"https://github.com/imbue-ai/sculptor\"},{\"title\":\"Imbue on X: \\\"Sculptor helps you apply engineering discipline to catch issues, write tests, and improve your code—all while you work in your favorite editor. With Sculptor, you can: - Get suggestions for improving your code - Fix identified issues, in parallel - Create custom checks from LLM\\\" / X\",\"url\":\"https://x.com/imbue_ai/status/1910351712633917769\"},{\"title\":\"Tools to empower humans in the AI age - imbue\",\"url\":\"https://imbue.com/\"},{\"title\":\"Imbue on X: \\\"Sculptor is free to use while in beta, and works with your existing Claude Code subscription or API key. Get started: https://t.co/vb9Es40pOP\\\" / X\",\"url\":\"https://x.com/imbue_ai/status/1973513469753434433\"}]\n\nBased on the search results, I found information about Imbue's Sculptor product:\n\nSculptor is the first coding agent environment that helps you embed software engineering best practices. Sculptor runs your code in a sandbox, letting you test code safely, solve issues in parallel, and assign tasks to agents, working alongside any editor.\n\n**Key features:**\n- When you connect Sculptor to your codebase, it checks for issues in your code, like missing tests, hardcoded variables, memory leaks, race conditions, and more. Launch agents to fix the issues, and see the diff before applying.\n- Containers let each agent install packages and run code without risking your machine. They also unlock Pairing Mode, so you can hop instantly between agents in your local dev environment to test changes.\n\n**Availability and Access:**\n- Sculptor is free to use while in beta, and works with your existing Claude Code subscription or API key.\n\n**Social presence:**\nImbue maintains an active Twitter presence (@imbue_ai) where they share updates and development information about Sculptor. You can find them at x.com/imbue_ai. They also have a GitHub repository and Discord community for support and updates.\n\nThe search results don't show specific YouTube channel demos, but the official Imbue website and Twitter account would be the best places to find any video demonstrations of Sculptor in action.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"bed7f657-1329-45e8-ac2e-2d84a968474d","timestamp":"2026-03-16T02:49:26.178Z","toolUseResult":{"query":"Imbue Sculptor YouTube channel twitter demo","results":[{"tool_use_id":"srvtoolu_01StsrssiZ1TEYQVaKJpJSci","content":[{"title":"Sculptor: The missing UI for coding agents - imbue","url":"https://imbue.com/sculptor/"},{"title":"Sculptor: Catch and fix issues as you code - imbue","url":"https://imbue.com/product/sculptor/"},{"title":"Imbue (@imbue_ai) / X","url":"https://x.com/imbue_ai?lang=en"},{"title":"Imbue on X: \"We incorporated many of these principles in our experimental coding agent environment, Sculptor. Learn more and sign up to be a tester here: https://t.co/GOnIN6Dioe\" / X","url":"https://x.com/imbue_ai/status/1932920784437338137"},{"title":"Imbue on X: \"Sign up to get early access to Sculptor: https://t.co/GOnIN6Dioe\" / X","url":"https://x.com/imbue_ai/status/1950236917284687966"},{"title":"Imbue on X: \"We’ll be posting regular updates on Sculptor’s development, and sharing more on the thought process and design principles behind it. Follow us here to stay in the loop, and join the Sculptor waitlist: https://t.co/jvbsJjX9cf\" / X","url":"https://x.com/imbue_ai/status/1910351714080960743"},{"title":"GitHub - imbue-ai/sculptor: Sculptor is a UI for running parallel coding agents in safe, isolated sandboxes, enabling powerful agent workflows.","url":"https://github.com/imbue-ai/sculptor"},{"title":"Imbue on X: \"Sculptor helps you apply engineering discipline to catch issues, write tests, and improve your code—all while you work in your favorite editor. With Sculptor, you can: - Get suggestions for improving your code - Fix identified issues, in parallel - Create custom checks from LLM\" / X","url":"https://x.com/imbue_ai/status/1910351712633917769"},{"title":"Tools to empower humans in the AI age - imbue","url":"https://imbue.com/"},{"title":"Imbue on X: \"Sculptor is free to use while in beta, and works with your existing Claude Code subscription or API key. Get started: https://t.co/vb9Es40pOP\" / X","url":"https://x.com/imbue_ai/status/1973513469753434433"}]},"Based on the search results, I found information about Imbue's Sculptor product:\n\nSculptor is the first coding agent environment that helps you embed software engineering best practices. Sculptor runs your code in a sandbox, letting you test code safely, solve issues in parallel, and assign tasks to agents, working alongside any editor.\n\n**Key features:**\n- When you connect Sculptor to your codebase, it checks for issues in your code, like missing tests, hardcoded variables, memory leaks, race conditions, and more. Launch agents to fix the issues, and see the diff before applying.\n- Containers let each agent install packages and run code without risking your machine. They also unlock Pairing Mode, so you can hop instantly between agents in your local dev environment to test changes.\n\n**Availability and Access:**\n- Sculptor is free to use while in beta, and works with your existing Claude Code subscription or API key.\n\n**Social presence:**\nImbue maintains an active Twitter presence (@imbue_ai) where they share updates and development information about Sculptor. You can find them at x.com/imbue_ai. They also have a GitHub repository and Discord community for support and updates.\n\nThe search results don't show specific YouTube channel demos, but the official Imbue website and Twitter account would be the best places to find any video demonstrations of Sculptor in action."],"durationSeconds":6.190666957999987},"sourceToolAssistantUUID":"f0668b57-3222-451b-9f3f-e7cd79fa4495","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"f93e26b0-2ec6-466b-9f71-3d62afab64bb","isSidechain":false,"type":"progress","data":{"type":"query_update","query":"site:youtube.com imbue sculptor coding agent"},"toolUseID":"search-progress-1","parentToolUseID":"toolu_01LKyNySH67RKdiZR9PM5Nbp","uuid":"a7010764-e037-4901-9c82-29e15ecd7c89","timestamp":"2026-03-16T02:49:29.852Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"a7010764-e037-4901-9c82-29e15ecd7c89","isSidechain":false,"type":"progress","data":{"type":"search_results_received","resultCount":0,"query":"site:youtube.com \"conductor\" \"melty\" OR \"coding agents\" OR \"claude code parallel\""},"toolUseID":"srvtoolu_016rvb6UCCLcRxnU4oc3SpEp","parentToolUseID":"toolu_01GTZUqw9oYgESXd5mvR1H18","uuid":"4f6ed760-aa0e-48ad-99cc-87ef3c9ca637","timestamp":"2026-03-16T02:49:30.420Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"4f6ed760-aa0e-48ad-99cc-87ef3c9ca637","isSidechain":false,"type":"progress","data":{"type":"search_results_received","resultCount":0,"query":"site:youtube.com imbue sculptor coding agent"},"toolUseID":"srvtoolu_011aicqNd9GUFmBr5Cgmq4sW","parentToolUseID":"toolu_01LKyNySH67RKdiZR9PM5Nbp","uuid":"09843a43-931b-40c6-a008-b39de2f3f28a","timestamp":"2026-03-16T02:49:30.743Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"f016725e-2e1f-4c02-82b2-29d5bde8fe32","isSidechain":false,"promptId":"7cc9ba32-34d4-4fad-9c25-df2f8ee62f9e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LKyNySH67RKdiZR9PM5Nbp","type":"tool_result","content":"Web search results for query: \"site:youtube.com imbue sculptor coding agent\"\n\nNo links found.\n\nIt appears that the search didn't return any results. This could mean that either:\n\n1. There are no YouTube videos matching that specific combination of terms\n2. The search operator `site:youtube.com` may not have indexed results available for this particular query\n3. The content may be too niche or new for search results to appear\n\nYou might try:\n- Searching without the site operator to see if the content exists elsewhere on the web\n- Trying individual keywords like \"imbue sculptor\" or \"coding agent\" separately\n- Visiting YouTube directly and using their search feature with these terms\n\nWould you like me to try a different search approach?\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"850de4c2-25d8-49c0-9e88-2b36ae1fbb3d","timestamp":"2026-03-16T02:49:32.293Z","toolUseResult":{"query":"site:youtube.com imbue sculptor coding agent","results":[{"tool_use_id":"srvtoolu_011aicqNd9GUFmBr5Cgmq4sW","content":[]},"It appears that the search didn't return any results. This could mean that either:\n\n1. There are no YouTube videos matching that specific combination of terms\n2. The search operator `site:youtube.com` may not have indexed results available for this particular query\n3. The content may be too niche or new for search results to appear\n\nYou might try:\n- Searching without the site operator to see if the content exists elsewhere on the web\n- Trying individual keywords like \"imbue sculptor\" or \"coding agent\" separately\n- Visiting YouTube directly and using their search feature with these terms\n\nWould you like me to try a different search approach?"],"durationSeconds":3.195323166999966},"sourceToolAssistantUUID":"f016725e-2e1f-4c02-82b2-29d5bde8fe32","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"b6057ec7-26bc-4d93-b66d-48bb12e1398f","isSidechain":false,"promptId":"7cc9ba32-34d4-4fad-9c25-df2f8ee62f9e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01GTZUqw9oYgESXd5mvR1H18","type":"tool_result","content":"Web search results for query: \"site:youtube.com \"conductor\" \"melty\" OR \"coding agents\" OR \"claude code parallel\"\"\n\nNo links found.\n\nI was able to execute the search, but it appears the search with those specific operators and quoted terms didn't return any results. This could be because:\n\n1. **Site operator limitations**: The `site:` operator combined with multiple quoted phrases and OR operators may be too restrictive for the search engine to process effectively.\n\n2. **Specific content doesn't exist**: There may not be YouTube videos that match all these specific terms together.\n\nIf you're looking for specific YouTube content, I'd recommend:\n- Searching for simpler, individual terms (like just \"conductor melty\" or \"coding agents\" separately)\n- Trying a direct YouTube search instead\n- Checking if the content exists under slightly different titles or terminology\n\nWould you like me to try a simpler search query to help you find what you're looking for?\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"729ba45e-9571-4064-a029-89162b591778","timestamp":"2026-03-16T02:49:32.379Z","toolUseResult":{"query":"site:youtube.com \"conductor\" \"melty\" OR \"coding agents\" OR \"claude code parallel\"","results":[{"tool_use_id":"srvtoolu_016rvb6UCCLcRxnU4oc3SpEp","content":[]},"I was able to execute the search, but it appears the search with those specific operators and quoted terms didn't return any results. This could be because:\n\n1. **Site operator limitations**: The `site:` operator combined with multiple quoted phrases and OR operators may be too restrictive for the search engine to process effectively.\n\n2. **Specific content doesn't exist**: There may not be YouTube videos that match all these specific terms together.\n\nIf you're looking for specific YouTube content, I'd recommend:\n- Searching for simpler, individual terms (like just \"conductor melty\" or \"coding agents\" separately)\n- Trying a direct YouTube search instead\n- Checking if the content exists under slightly different titles or terminology\n\nWould you like me to try a simpler search query to help you find what you're looking for?"],"durationSeconds":3.6779262919999893},"sourceToolAssistantUUID":"b6057ec7-26bc-4d93-b66d-48bb12e1398f","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"c935729b-0c92-474a-bc0b-8ff79bb47c87","isSidechain":false,"type":"progress","data":{"type":"search_results_received","resultCount":10,"query":"youtube conductor app claude code parallel agents demo"},"toolUseID":"srvtoolu_01FG2p4PReuvYcB9agGKivSn","parentToolUseID":"toolu_012aGJUN8CCfWXaLohijBW1Z","uuid":"dd99999d-b589-40f6-bb7a-05299011d61a","timestamp":"2026-03-16T02:49:36.884Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"dd99999d-b589-40f6-bb7a-05299011d61a","isSidechain":false,"type":"progress","data":{"type":"search_results_received","resultCount":10,"query":"youtube imbue sculptor demo 2025 2026"},"toolUseID":"srvtoolu_01ES2fz5ynEqpuEMKCSmN1LR","parentToolUseID":"toolu_01DM1RxZzMZn1nQYq1p6dXnB","uuid":"752bc897-1ba5-4098-ad94-59612cbc54ad","timestamp":"2026-03-16T02:49:37.324Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"77b6fd2f-5d1a-4f9c-a441-0daa6a2296a6","isSidechain":false,"promptId":"7cc9ba32-34d4-4fad-9c25-df2f8ee62f9e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012aGJUN8CCfWXaLohijBW1Z","type":"tool_result","content":"Web search results for query: \"youtube conductor app claude code parallel agents demo\"\n\nLinks: [{\"title\":\"Run a team of coding agents - Conductor\",\"url\":\"https://docs.conductor.build/\"},{\"title\":\"GitHub - ryanmac/code-conductor: Ship 10x faster by running multiple Claude Code sub agents in parallel. GitHub-native orchestration for AI coding agents—no conflicts, no complexity, just pure parallelized productivity.\",\"url\":\"https://github.com/ryanmac/code-conductor\"},{\"title\":\"Conductor: Run a team of coding agents on your Mac | Y Combinator\",\"url\":\"https://www.ycombinator.com/companies/conductor\"},{\"title\":\"Conductor\",\"url\":\"https://vercel.com/docs/agent-resources/coding-agents/conductor\"},{\"title\":\"Conductor - Run a team of coding agents on your Mac\",\"url\":\"https://www.conductor.build/\"},{\"title\":\"A Hands-On Review of Conductor, an AI Parallel Runner App - The New Stack\",\"url\":\"https://thenewstack.io/a-hands-on-review-of-conductor-an-ai-parallel-runner-app/\"},{\"title\":\"Scaling the Loop: Run 5 Claude Code Sessions in Parallel with conductor.build | by George Taskos | Mar, 2026 | Medium\",\"url\":\"https://georgetaskos.medium.com/scaling-the-loop-run-5-claude-code-sessions-in-parallel-with-conductor-build-539b52888a81\"},{\"title\":\"The Parallel Agent Multiplier with Git Worktrees and Conductor\",\"url\":\"https://elite-ai-assisted-coding.dev/p/the-parallel-agent-multiplier-conductor-with-charlie-holtz\"},{\"title\":\"Conductor: Run Parallel Claude Code Worktrees on Mac | ChatGate\",\"url\":\"https://chatgate.ai/post/conductor\"},{\"title\":\"Conductor Orchestrates Multiple Claude Code Agents | Vibe Sparking AI\",\"url\":\"https://www.vibesparking.com/en/blog/ai/claude-code/conductor/2025-08-14-conductor-slash-queues-hands-on.md/\"}]\n\nBased on the search results, here's what I found about Conductor, the Claude Code parallel agents app:\n\n## Overview\n\nConductor is a Mac app for orchestrating teams of coding agents. It lets you create parallel Codex + Claude Code agents in isolated workspaces and see at a glance what they're working on, then review and merge their changes.\n\n## Key Features\n\nConductor's workspaces are the heart of how parallel agents work, with each workspace being a separate Git worktree providing an isolated environment for each AI agent to work without interfering with others. Each workspace gets a unique city name, making it easy to identify and manage.\n\nConductor is a free Mac app that runs multiple Claude Code sessions in parallel, each in an isolated git worktree. It uses your existing Claude Code login, whether via API key or a Pro/Max subscription.\n\n## Demo and Community\n\nFor teams using Linear as their issue tracker, the integration connects Linear issue → Conductor workspace → Claude Code implementation → GitHub PR, with the integration demo'd live by Charlie.\n\nThere are various community resources and demos available, including a recent Medium article about running 5 Claude Code sessions in parallel and discussions on platforms like Elite AI Assisted Coding about the parallel agent multiplier capabilities with Conductor.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"21bcf8cd-9fc6-49bb-9418-f3fc37038332","timestamp":"2026-03-16T02:49:41.556Z","toolUseResult":{"query":"youtube conductor app claude code parallel agents demo","results":[{"tool_use_id":"srvtoolu_01FG2p4PReuvYcB9agGKivSn","content":[{"title":"Run a team of coding agents - Conductor","url":"https://docs.conductor.build/"},{"title":"GitHub - ryanmac/code-conductor: Ship 10x faster by running multiple Claude Code sub agents in parallel. GitHub-native orchestration for AI coding agents—no conflicts, no complexity, just pure parallelized productivity.","url":"https://github.com/ryanmac/code-conductor"},{"title":"Conductor: Run a team of coding agents on your Mac | Y Combinator","url":"https://www.ycombinator.com/companies/conductor"},{"title":"Conductor","url":"https://vercel.com/docs/agent-resources/coding-agents/conductor"},{"title":"Conductor - Run a team of coding agents on your Mac","url":"https://www.conductor.build/"},{"title":"A Hands-On Review of Conductor, an AI Parallel Runner App - The New Stack","url":"https://thenewstack.io/a-hands-on-review-of-conductor-an-ai-parallel-runner-app/"},{"title":"Scaling the Loop: Run 5 Claude Code Sessions in Parallel with conductor.build | by George Taskos | Mar, 2026 | Medium","url":"https://georgetaskos.medium.com/scaling-the-loop-run-5-claude-code-sessions-in-parallel-with-conductor-build-539b52888a81"},{"title":"The Parallel Agent Multiplier with Git Worktrees and Conductor","url":"https://elite-ai-assisted-coding.dev/p/the-parallel-agent-multiplier-conductor-with-charlie-holtz"},{"title":"Conductor: Run Parallel Claude Code Worktrees on Mac | ChatGate","url":"https://chatgate.ai/post/conductor"},{"title":"Conductor Orchestrates Multiple Claude Code Agents | Vibe Sparking AI","url":"https://www.vibesparking.com/en/blog/ai/claude-code/conductor/2025-08-14-conductor-slash-queues-hands-on.md/"}]},"Based on the search results, here's what I found about Conductor, the Claude Code parallel agents app:\n\n## Overview\n\nConductor is a Mac app for orchestrating teams of coding agents. It lets you create parallel Codex + Claude Code agents in isolated workspaces and see at a glance what they're working on, then review and merge their changes.\n\n## Key Features\n\nConductor's workspaces are the heart of how parallel agents work, with each workspace being a separate Git worktree providing an isolated environment for each AI agent to work without interfering with others. Each workspace gets a unique city name, making it easy to identify and manage.\n\nConductor is a free Mac app that runs multiple Claude Code sessions in parallel, each in an isolated git worktree. It uses your existing Claude Code login, whether via API key or a Pro/Max subscription.\n\n## Demo and Community\n\nFor teams using Linear as their issue tracker, the integration connects Linear issue → Conductor workspace → Claude Code implementation → GitHub PR, with the integration demo'd live by Charlie.\n\nThere are various community resources and demos available, including a recent Medium article about running 5 Claude Code sessions in parallel and discussions on platforms like Elite AI Assisted Coding about the parallel agent multiplier capabilities with Conductor."],"durationSeconds":6.922664082999981},"sourceToolAssistantUUID":"77b6fd2f-5d1a-4f9c-a441-0daa6a2296a6","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"0e927093-e61d-4711-a602-28755b4006e6","isSidechain":false,"promptId":"7cc9ba32-34d4-4fad-9c25-df2f8ee62f9e","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DM1RxZzMZn1nQYq1p6dXnB","type":"tool_result","content":"Web search results for query: \"youtube imbue sculptor demo 2025 2026\"\n\nLinks: [{\"title\":\"Sculptor: The missing UI for coding agents - imbue\",\"url\":\"https://imbue.com/sculptor/\"},{\"title\":\"GitHub - imbue-ai/sculptor: Sculptor is a UI for running parallel coding agents in safe, isolated sandboxes, enabling powerful agent workflows.\",\"url\":\"https://github.com/imbue-ai/sculptor\"},{\"title\":\"Sculptor: Catch and fix issues as you code - imbue\",\"url\":\"https://imbue.com/product/sculptor/\"},{\"title\":\"Imbue Review 2025 | Software Engineering Tool - Pricing & Features\",\"url\":\"https://aiagentslist.com/agents/imbue\"},{\"title\":\"Changelog | Sculptor Docs by Imbue\",\"url\":\"https://docs.imbue.com/changelog\"},{\"title\":\"Imbue on X: \\\"Sculptor helps you apply engineering discipline to catch issues, write tests, and improve your code—all while you work in your favorite editor. With Sculptor, you can: - Get suggestions for improving your code - Fix identified issues, in parallel - Create custom checks from LLM\\\" / X\",\"url\":\"https://x.com/imbue_ai/status/1910351712633917769\"},{\"title\":\"Our Work - imbue\",\"url\":\"https://imbue.com/our-work/\"},{\"title\":\"imbueSource.com – Imbue\",\"url\":\"https://imbuesource.com/\"},{\"title\":\"Tools to empower humans in the AI age - imbue\",\"url\":\"https://imbue.com/\"},{\"title\":\"Sculptor: the missing UI for parallel coding agents - imbue\",\"url\":\"https://imbue.com/sculptor-announce/\"}]\n\nBased on the search results, here's what I found about Imbue Sculptor:\n\nSculptor is the first coding agent environment that helps you embed software engineering best practices. Sculptor runs your code in a sandbox, letting you test code safely, solve issues in parallel, and assign tasks to agents, working alongside any editor.\n\n## Key Features:\n\nEvery agent runs in its own container, so they can all execute code safely in parallel. Unlike git worktrees—which share your local environment and require reinstalling dependencies for every agent—Sculptor containers keep your machine safe and let you move between agents seamlessly.\n\nPairing Mode brings an agent's work from its container into your local repo, keeping your files and git state synced so you can collaborate directly from your IDE. Test the agent's work instantly in your own dev environment and commit changes you like—all without losing your flow.\n\n## Recent Developments:\n\nImbue rebuilt Sculptor from the ground up. Now you can run multiple coding agents in safe containers and instantly see their changes in action. Sculptor was released back in April as a research preview for catching and fixing issues in agent code.\n\nSculptor is free while in beta. You'll just need Anthropic access—supporting API keys or Claude Pro/Max plan.\n\nThe search results show product information and updates from 2025-2026, though I didn't find specific YouTube video demos in the search results. If you're looking for a specific demo video, you might want to check the Imbue AI YouTube channel directly.\n\n\nREMINDER: You MUST include the sources above in your response to the user using markdown hyperlinks."}]},"uuid":"78255563-6bc3-4fa8-8c1e-0fe477b381a7","timestamp":"2026-03-16T02:49:41.916Z","toolUseResult":{"query":"youtube imbue sculptor demo 2025 2026","results":[{"tool_use_id":"srvtoolu_01ES2fz5ynEqpuEMKCSmN1LR","content":[{"title":"Sculptor: The missing UI for coding agents - imbue","url":"https://imbue.com/sculptor/"},{"title":"GitHub - imbue-ai/sculptor: Sculptor is a UI for running parallel coding agents in safe, isolated sandboxes, enabling powerful agent workflows.","url":"https://github.com/imbue-ai/sculptor"},{"title":"Sculptor: Catch and fix issues as you code - imbue","url":"https://imbue.com/product/sculptor/"},{"title":"Imbue Review 2025 | Software Engineering Tool - Pricing & Features","url":"https://aiagentslist.com/agents/imbue"},{"title":"Changelog | Sculptor Docs by Imbue","url":"https://docs.imbue.com/changelog"},{"title":"Imbue on X: \"Sculptor helps you apply engineering discipline to catch issues, write tests, and improve your code—all while you work in your favorite editor. With Sculptor, you can: - Get suggestions for improving your code - Fix identified issues, in parallel - Create custom checks from LLM\" / X","url":"https://x.com/imbue_ai/status/1910351712633917769"},{"title":"Our Work - imbue","url":"https://imbue.com/our-work/"},{"title":"imbueSource.com – Imbue","url":"https://imbuesource.com/"},{"title":"Tools to empower humans in the AI age - imbue","url":"https://imbue.com/"},{"title":"Sculptor: the missing UI for parallel coding agents - imbue","url":"https://imbue.com/sculptor-announce/"}]},"Based on the search results, here's what I found about Imbue Sculptor:\n\nSculptor is the first coding agent environment that helps you embed software engineering best practices. Sculptor runs your code in a sandbox, letting you test code safely, solve issues in parallel, and assign tasks to agents, working alongside any editor.\n\n## Key Features:\n\nEvery agent runs in its own container, so they can all execute code safely in parallel. Unlike git worktrees—which share your local environment and require reinstalling dependencies for every agent—Sculptor containers keep your machine safe and let you move between agents seamlessly.\n\nPairing Mode brings an agent's work from its container into your local repo, keeping your files and git state synced so you can collaborate directly from your IDE. Test the agent's work instantly in your own dev environment and commit changes you like—all without losing your flow.\n\n## Recent Developments:\n\nImbue rebuilt Sculptor from the ground up. Now you can run multiple coding agents in safe containers and instantly see their changes in action. Sculptor was released back in April as a research preview for catching and fixing issues in agent code.\n\nSculptor is free while in beta. You'll just need Anthropic access—supporting API keys or Claude Pro/Max plan.\n\nThe search results show product information and updates from 2025-2026, though I didn't find specific YouTube video demos in the search results. If you're looking for a specific demo video, you might want to check the Imbue AI YouTube channel directly."],"durationSeconds":7.115139458000019},"sourceToolAssistantUUID":"0e927093-e61d-4711-a602-28755b4006e6","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
{"parentUuid":"78255563-6bc3-4fa8-8c1e-0fe477b381a7","isSidechain":false,"message":{"model":"claude-opus-4-6","id":"msg_01Y8iVAixfPnqrh49HFMekBV","type":"message","role":"assistant","content":[{"type":"text","text":"Here's what I found:\n\n### Conductor (Melty Labs)\n- **Twitter/X**: [@meltyinc](https://x.com/meltyinc)\n- **YouTube**: No dedicated channel found. Demos seem to live on their website and in third-party coverage (blog posts, podcasts). Charlie Holtz has done live demos on podcasts like [Elite AI Assisted Coding](https://elite-ai-assisted-coding.dev/p/the-parallel-agent-multiplier-conductor-with-charlie-holtz).\n- **LinkedIn**: [Conductor / Melty Labs](https://www.linkedin.com/company/meltylabs)\n- **GitHub**: [meltylabs](https://github.com/meltylabs)\n\n### Sculptor (Imbue)\n- **Twitter/X**: [@imbue_ai](https://x.com/imbue_ai) — actively posting Sculptor updates and design philosophy threads\n- **YouTube**: Nothing found. They seem to rely on embedded demos on their website and Twitter/X posts.\n- **GitHub**: [imbue-ai/sculptor](https://github.com/imbue-ai/sculptor)\n\nNeither has a real YouTube presence. Both lean on Twitter/X and their own websites for demos. That's an opportunity if you want to do comparison/review content on your channel — there's a vacuum of video coverage for this entire category."}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1949,"cache_read_input_tokens":47944,"output_tokens":325,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1949,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[],"speed":"standard"}},"requestId":"req_011CZ5zrUAx2cmoCA9geN7DF","type":"assistant","uuid":"8693fba6-a2de-4b4a-b232-048a716da0f4","timestamp":"2026-03-16T02:49:51.043Z","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"7d1381db-1eec-467c-aded-91335d6b0e9f","isSidechain":false,"promptId":"d50096e9-bfe4-4cb4-8f41-496b70ae21b7","type":"user","message":{"role":"user","content":[{"type":"text","text":"Base directory for this skill: /Users/haldar/.claude/skills/frontend-design\n\nThis skill guides creation of distinctive, production-grade frontend interfaces that avoid generic \"AI slop\" aesthetics. Implement real working code with exceptional attention to aesthetic details and creative choices.\n\n## Context Gathering Protocol\n\nDesign skills produce generic output without project context. You MUST have confirmed design context before doing any design work.\n\n**Required context** — every design skill needs at minimum:\n- **Target audience**: Who uses this product and in what context?\n- **Use cases**: What jobs are they trying to get done?\n- **Brand personality/tone**: How should the interface feel?\n\nIndividual skills may require additional context — check the skill's preparation section for specifics.\n\n**CRITICAL**: You cannot infer this context by reading the codebase. Code tells you what was built, not who it's for or what it should feel like. Only the creator can provide this context.\n\n**Gathering order:**\n1. **Check current instructions (instant)**: If your loaded instructions already contain a **Design Context** section, proceed immediately.\n2. **Check .impeccable.md (fast)**: If not in instructions, read `.impeccable.md` from the project root. If it exists and contains the required context, proceed.\n3. **Run teach-impeccable (REQUIRED)**: If neither source has context, you MUST run the teach-impeccable skill NOW before doing anything else. Do NOT skip this step. Do NOT attempt to infer context from the codebase instead.\n\n---\n\n## Design Direction\n\nCommit to a BOLD aesthetic direction:\n- **Purpose**: What problem does this interface solve? Who uses it?\n- **Tone**: Pick an extreme: brutally minimal, maximalist chaos, retro-futuristic, organic/natural, luxury/refined, playful/toy-like, editorial/magazine, brutalist/raw, art deco/geometric, soft/pastel, industrial/utilitarian, etc. There are so many flavors to choose from. Use these for inspiration but design one that is true to the aesthetic direction.\n- **Constraints**: Technical requirements (framework, performance, accessibility).\n- **Differentiation**: What makes this UNFORGETTABLE? What's the one thing someone will remember?\n\n**CRITICAL**: Choose a clear conceptual direction and execute it with precision. Bold maximalism and refined minimalism both work—the key is intentionality, not intensity.\n\nThen implement working code that is:\n- Production-grade and functional\n- Visually striking and memorable\n- Cohesive with a clear aesthetic point-of-view\n- Meticulously refined in every detail\n\n## Frontend Aesthetics Guidelines\n\n### Typography\n→ *Consult [typography reference](reference/typography.md) for scales, pairing, and loading strategies.*\n\nChoose fonts that are beautiful, unique, and interesting. Pair a distinctive display font with a refined body font.\n\n**DO**: Use a modular type scale with fluid sizing (clamp)\n**DO**: Vary font weights and sizes to create clear visual hierarchy\n**DON'T**: Use overused fonts—Inter, Roboto, Arial, Open Sans, system defaults\n**DON'T**: Use monospace typography as lazy shorthand for \"technical/developer\" vibes\n**DON'T**: Put large icons with rounded corners above every heading—they rarely add value and make sites look templated\n\n### Color & Theme\n→ *Consult [color reference](reference/color-and-contrast.md) for OKLCH, palettes, and dark mode.*\n\nCommit to a cohesive palette. Dominant colors with sharp accents outperform timid, evenly-distributed palettes.\n\n**DO**: Use modern CSS color functions (oklch, color-mix, light-dark) for perceptually uniform, maintainable palettes\n**DO**: Tint your neutrals toward your brand hue—even a subtle hint creates subconscious cohesion\n**DON'T**: Use gray text on colored backgrounds—it looks washed out; use a shade of the background color instead\n**DON'T**: Use pure black (#000) or pure white (#fff)—always tint; pure black/white never appears in nature\n**DON'T**: Use the AI color palette: cyan-on-dark, purple-to-blue gradients, neon accents on dark backgrounds\n**DON'T**: Use gradient text for \"impact\"—especially on metrics or headings; it's decorative rather than meaningful\n**DON'T**: Default to dark mode with glowing accents—it looks \"cool\" without requiring actual design decisions\n\n### Layout & Space\n→ *Consult [spatial reference](reference/spatial-design.md) for grids, rhythm, and container queries.*\n\nCreate visual rhythm through varied spacing—not the same padding everywhere. Embrace asymmetry and unexpected compositions. Break the grid intentionally for emphasis.\n\n**DO**: Create visual rhythm through varied spacing—tight groupings, generous separations\n**DO**: Use fluid spacing with clamp() that breathes on larger screens\n**DO**: Use asymmetry and unexpected compositions; break the grid intentionally for emphasis\n**DON'T**: Wrap everything in cards—not everything needs a container\n**DON'T**: Nest cards inside cards—visual noise, flatten the hierarchy\n**DON'T**: Use identical card grids—same-sized cards with icon + heading + text, repeated endlessly\n**DON'T**: Use the hero metric layout template—big number, small label, supporting stats, gradient accent\n**DON'T**: Center everything—left-aligned text with asymmetric layouts feels more designed\n**DON'T**: Use the same spacing everywhere—without rhythm, layouts feel monotonous\n\n### Visual Details\n**DO**: Use intentional, purposeful decorative elements that reinforce brand\n**DON'T**: Use glassmorphism everywhere—blur effects, glass cards, glow borders used decoratively rather than purposefully\n**DON'T**: Use rounded elements with thick colored border on one side—a lazy accent that almost never looks intentional\n**DON'T**: Use sparklines as decoration—tiny charts that look sophisticated but convey nothing meaningful\n**DON'T**: Use rounded rectangles with generic drop shadows—safe, forgettable, could be any AI output\n**DON'T**: Use modals unless there's truly no better alternative—modals are lazy\n\n### Motion\n→ *Consult [motion reference](reference/motion-design.md) for timing, easing, and reduced motion.*\n\nFocus on high-impact moments: one well-orchestrated page load with staggered reveals creates more delight than scattered micro-interactions.\n\n**DO**: Use motion to convey state changes—entrances, exits, feedback\n**DO**: Use exponential easing (ease-out-quart/quint/expo) for natural deceleration\n**DO**: For height animations, use grid-template-rows transitions instead of animating height directly\n**DON'T**: Animate layout properties (width, height, padding, margin)—use transform and opacity only\n**DON'T**: Use bounce or elastic easing—they feel dated and tacky; real objects decelerate smoothly\n\n### Interaction\n→ *Consult [interaction reference](reference/interaction-design.md) for forms, focus, and loading patterns.*\n\nMake interactions feel fast. Use optimistic UI—update immediately, sync later.\n\n**DO**: Use progressive disclosure—start simple, reveal sophistication through interaction (basic options first, advanced behind expandable sections; hover states that reveal secondary actions)\n**DO**: Design empty states that teach the interface, not just say \"nothing here\"\n**DO**: Make every interactive surface feel intentional and responsive\n**DON'T**: Repeat the same information—redundant headers, intros that restate the heading\n**DON'T**: Make every button primary—use ghost buttons, text links, secondary styles; hierarchy matters\n\n### Responsive\n→ *Consult [responsive reference](reference/responsive-design.md) for mobile-first, fluid design, and container queries.*\n\n**DO**: Use container queries (@container) for component-level responsiveness\n**DO**: Adapt the interface for different contexts—don't just shrink it\n**DON'T**: Hide critical functionality on mobile—adapt the interface, don't amputate it\n\n### UX Writing\n→ *Consult [ux-writing reference](reference/ux-writing.md) for labels, errors, and empty states.*\n\n**DO**: Make every word earn its place\n**DON'T**: Repeat information users can already see\n\n---\n\n## The AI Slop Test\n\n**Critical quality check**: If you showed this interface to someone and said \"AI made this,\" would they believe you immediately? If yes, that's the problem.\n\nA distinctive interface should make someone ask \"how was this made?\" not \"which AI made this?\"\n\nReview the DON'T guidelines above—they are the fingerprints of AI-generated work from 2024-2025.\n\n---\n\n## Implementation Principles\n\nMatch implementation complexity to the aesthetic vision. Maximalist designs need elaborate code with extensive animations and effects. Minimalist or refined designs need restraint, precision, and careful attention to spacing, typography, and subtle details.\n\nInterpret creatively and make unexpected choices that feel genuinely designed for the context. No design should be the same. Vary between light and dark themes, different fonts, different aesthetics. NEVER converge on common choices across generations.\n\nRemember: Claude is capable of extraordinary creative work. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshot -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>One view across your entire&nbsp;machine</h2>\n    <p class=\"subtitle\" style=\"max-width: 50ch;\">\n      Git repos with branch and dirty state. Non-repo groups for your home directory and notes. Timelines showing work evolution. LLM summaries of every session.\n    </p>\n    <div class=\"screenshot-wrap\">\n      <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n    </div>\n    <p class=\"screenshot-caption\">Repos, non-repo directories, session status, and AI summaries — all from one <code>uvx agent-kitchen web</code></p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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{"parentUuid":"604dc4a3-f4c9-4d69-a2eb-6e357b03bb52","isSidechain":false,"promptId":"d50096e9-bfe4-4cb4-8f41-496b70ae21b7","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Lhq8dSP3fDfRMUKXApNKMV","type":"tool_result","content":"File created successfully at: /Users/haldar/repos/gh/agent-kitchen/docs/pitch.html"}]},"uuid":"c2ddf6cd-15ca-45c7-baca-9df779c90097","timestamp":"2026-03-16T03:01:20.851Z","toolUseResult":{"type":"create","filePath":"/Users/haldar/repos/gh/agent-kitchen/docs/pitch.html","content":"<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n<meta charset=\"UTF-8\">\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n<title>Agent Kitchen — Your Agent Activity Feed</title>\n<link rel=\"preconnect\" href=\"https://fonts.googleapis.com\">\n<link rel=\"preconnect\" href=\"https://fonts.gstatic.com\" crossorigin>\n<link href=\"https://fonts.googleapis.com/css2?family=Space+Grotesk:wght@400;500;600;700&family=Source+Serif+4:ital,opsz,wght@0,8..60,400;0,8..60,600;1,8..60,400&display=swap\" rel=\"stylesheet\">\n<style>\n  :root {\n    --ink: oklch(0.18 0.01 250);\n    --paper: oklch(0.97 0.005 80);\n    --warm: oklch(0.95 0.01 80);\n    --accent: oklch(0.62 0.18 38);\n    --accent-light: oklch(0.88 0.08 55);\n    --muted: oklch(0.55 0.01 250);\n    --faint: oklch(0.82 0.01 250);\n    --competitor: oklch(0.45 0.01 250);\n    --slide-max: 1100px;\n  }\n\n  * { margin: 0; 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshot -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>One view across your entire&nbsp;machine</h2>\n    <p class=\"subtitle\" style=\"max-width: 50ch;\">\n      Git repos with branch and dirty state. Non-repo groups for your home directory and notes. Timelines showing work evolution. LLM summaries of every session.\n    </p>\n    <div class=\"screenshot-wrap\">\n      <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n    </div>\n    <p class=\"screenshot-caption\">Repos, non-repo directories, session status, and AI summaries — all from one <code>uvx agent-kitchen web</code></p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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}\n   339→  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n   340→  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n   341→  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n   342→\n   343→  /* --- Responsive --- */\n   344→  @media (max-width: 768px) {\n   345→    .slide { padding: 2rem 1.5rem; }\n   346→    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n   347→    .nav-dots { display: none; }\n   348→    .slide::before { right: 1.5rem; top: 1.5rem; }\n   349→    .title-meta { flex-direction: column; gap: 0.6rem; }\n   350→  }\n   351→</style>\n   352→</head>\n   353→<body>\n   354→\n   355→<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n   356→  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n   357→  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n   358→  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n   359→  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n   360→  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n   361→</nav>\n   362→\n   363→<!-- Slide 1: Title -->\n   364→<section class=\"slide slide-title\" id=\"slide-1\">\n   365→  <div class=\"slide-inner\">\n   366→    <p class=\"kicker\">Agent Kitchen</p>\n   367→    <h1>Your personal agent activity&nbsp;feed</h1>\n   368→    <p class=\"subtitle\">\n   369→      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n   370→    </p>\n   371→    <div class=\"title-meta\">\n   372→      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n   373→      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n   374→      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n   375→    </div>\n   376→  </div>\n   377→</section>\n   378→\n   379→<!-- Slide 2: The problem -->\n   380→<section class=\"slide\" id=\"slide-2\">\n   381→  <div class=\"slide-inner\">\n   382→    <p class=\"kicker\">The gap</p>\n   383→    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n   384→\n   385→    <div class=\"problem-grid\">\n   386→      <div class=\"problem-col\">\n   387→        <h3>Conductor &amp; Sculptor</h3>\n   388→        <div class=\"problem-item them\">\n   389→          <span class=\"icon\">C</span>\n   390→          <span>Every session scoped to a single git repository</span>\n   391→        </div>\n   392→        <div class=\"problem-item them\">\n   393→          <span class=\"icon\">C</span>\n   394→          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n   395→        </div>\n   396→        <div class=\"problem-item them\">\n   397→          <span class=\"icon\">C</span>\n   398→          <span>Must launch agents through their UI to get any visibility</span>\n   399→        </div>\n   400→        <div class=\"problem-item them\">\n   401→          <span class=\"icon\">C</span>\n   402→          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n   403→        </div>\n   404→      </div>\n   405→      <div class=\"problem-col\">\n   406→        <h3>Agent Kitchen</h3>\n   407→        <div class=\"problem-item us\">\n   408→          <span class=\"icon\">AK</span>\n   409→          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n   410→        </div>\n   411→        <div class=\"problem-item us\">\n   412→          <span class=\"icon\">AK</span>\n   413→          <span>Agents run natively with full access to your memories, skills, configs</span>\n   414→        </div>\n   415→        <div class=\"problem-item us\">\n   416→          <span class=\"icon\">AK</span>\n   417→          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n   418→        </div>\n   419→        <div class=\"problem-item us\">\n   420→          <span class=\"icon\">AK</span>\n   421→          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n   422→        </div>\n   423→      </div>\n   424→    </div>\n   425→  </div>\n   426→</section>\n   427→\n   428→<!-- Slide 3: Screenshot -->\n   429→<section class=\"slide\" id=\"slide-3\">\n   430→  <div class=\"slide-inner\">\n   431→    <p class=\"kicker\">In action</p>\n   432→    <h2>One view across your entire&nbsp;machine</h2>\n   433→    <p class=\"subtitle\" style=\"max-width: 50ch;\">\n   434→      Git repos with branch and dirty state. Non-repo groups for your home directory and notes. Timelines showing work evolution. LLM summaries of every session.\n   435→    </p>\n   436→    <div class=\"screenshot-wrap\">\n   437→      <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n   438→    </div>\n   439→    <p class=\"screenshot-caption\">Repos, non-repo directories, session status, and AI summaries — all from one <code>uvx agent-kitchen web</code></p>\n   440→  </div>\n   441→</section>\n   442→\n   443→<!-- Slide 4: Comparison -->\n   444→<section class=\"slide\" id=\"slide-4\">\n   445→  <div class=\"slide-inner\">\n   446→    <p class=\"kicker\">Landscape</p>\n   447→    <h2>Different tool, different&nbsp;job</h2>\n   448→\n   449→    <table class=\"comp-table\">\n   450→      <thead>\n   451→        <tr>\n   452→          <th></th>\n   453→          <th class=\"highlight\">Agent Kitchen</th>\n   454→          <th>Conductor</th>\n   455→          <th>Sculptor</th>\n   456→          <th>Claude Squad</th>\n   457→        </tr>\n   458→      </thead>\n   459→      <tbody>\n   460→        <tr>\n   461→          <td>Non-repo sessions</td>\n   462→          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n   463→          <td><span class=\"no\">No</span></td>\n   464→          <td><span class=\"no\">No</span></td>\n   465→          <td><span class=\"no\">No</span></td>\n   466→        </tr>\n   467→        <tr>\n   468→          <td>Access to ~/memories, skills, configs</td>\n   469→          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n   470→          <td>Worktree only</td>\n   471→          <td><span class=\"no\">Container</span></td>\n   472→          <td>Worktree only</td>\n   473→        </tr>\n   474→        <tr>\n   475→          <td>LLM session summaries</td>\n   476→          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n   477→          <td><span class=\"no\">No</span></td>\n   478→          <td><span class=\"no\">No</span></td>\n   479→          <td><span class=\"no\">No</span></td>\n   480→        </tr>\n   481→        <tr>\n   482→          <td>Works without workflow change</td>\n   483→          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n   484→          <td><span class=\"no\">No</span></td>\n   485→          <td><span class=\"no\">No</span></td>\n   486→          <td><span class=\"no\">No</span></td>\n   487→        </tr>\n   488→        <tr>\n   489→          <td>Repo timeline / history</td>\n   490→          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n   491→          <td><span class=\"no\">No</span></td>\n   492→          <td>Session replay</td>\n   493→          <td><span class=\"no\">No</span></td>\n   494→        </tr>\n   495→        <tr>\n   496→          <td>Parallel agent orchestration</td>\n   497→          <td><span class=\"no\">View only</span></td>\n   498→          <td><span class=\"yes\">Yes</span></td>\n   499→          <td><span class=\"yes\">Yes</span></td>\n   500→          <td><span class=\"yes\">Yes</span></td>\n   501→        </tr>\n   502→        <tr>\n   503→          <td>Open source</td>\n   504→          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n   505→          <td><span class=\"no\">No</span></td>\n   506→          <td><span class=\"yes\">Yes</span></td>\n   507→          <td><span class=\"yes\">Yes</span></td>\n   508→        </tr>\n   509→        <tr>\n   510→          <td>Setup</td>\n   511→          <td class=\"ours\">One command</td>\n   512→          <td>App download</td>\n   513→          <td>App download</td>\n   514→          <td>Homebrew + tmux</td>\n   515→        </tr>\n   516→      </tbody>\n   517→    </table>\n   518→  </div>\n   519→</section>\n   520→\n   521→<!-- Slide 5: CTA -->\n   522→<section class=\"slide slide-cta\" id=\"slide-5\">\n   523→  <div class=\"slide-inner\">\n   524→    <p class=\"kicker\">Get started</p>\n   525→    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n   526→    <p class=\"subtitle\">\n   527→      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n   528→    </p>\n   529→\n   530→    <div class=\"cta-install\">\n   531→      <span class=\"prompt\">$</span> uvx agent-kitchen web\n   532→    </div>\n   533→\n   534→    <div class=\"cta-links\">\n   535→      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n   536→      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n   537→    </div>\n   538→\n   539→    <div class=\"landscape-note\">\n   540→      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. Agent Kitchen is the only one built for developers who use Claude as an everything&nbsp;agent.\n   541→    </div>\n   542→  </div>\n   543→</section>\n   544→\n   545→<script>\n   546→  const slides = document.querySelectorAll('.slide');\n   547→  const dots = document.querySelectorAll('.nav-dots a');\n   548→  const inners = document.querySelectorAll('.slide-inner');\n   549→\n   550→  const observer = new IntersectionObserver((entries) => {\n   551→    entries.forEach(entry => {\n   552→      if (entry.isIntersecting) {\n   553→        entry.target.querySelector('.slide-inner').classList.add('visible');\n   554→        const idx = Array.from(slides).indexOf(entry.target);\n   555→        dots.forEach((d, i) => d.classList.toggle('active', i === idx));\n   556→      }\n   557→    });\n   558→  }, { threshold: 0.35 });\n   559→\n   560→  slides.forEach(s => observer.observe(s));\n   561→</script>\n   562→</body>\n   563→</html>\n   564→"}]},"uuid":"d7355ab6-2502-4bf3-bea1-83faf94531af","timestamp":"2026-03-16T03:05:35.081Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/haldar/repos/gh/agent-kitchen/docs/pitch.html","content":"<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n<meta charset=\"UTF-8\">\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n<title>Agent Kitchen — Your Agent Activity Feed</title>\n<link rel=\"preconnect\" href=\"https://fonts.googleapis.com\">\n<link rel=\"preconnect\" href=\"https://fonts.gstatic.com\" crossorigin>\n<link href=\"https://fonts.googleapis.com/css2?family=Space+Grotesk:wght@400;500;600;700&family=Source+Serif+4:ital,opsz,wght@0,8..60,400;0,8..60,600;1,8..60,400&display=swap\" rel=\"stylesheet\">\n<style>\n  :root {\n    --ink: oklch(0.18 0.01 250);\n    --paper: oklch(0.97 0.005 80);\n    --warm: oklch(0.95 0.01 80);\n    --accent: oklch(0.62 0.18 38);\n    --accent-light: oklch(0.88 0.08 55);\n    --muted: oklch(0.55 0.01 250);\n    --faint: oklch(0.82 0.01 250);\n    --competitor: oklch(0.45 0.01 250);\n    --slide-max: 1100px;\n  }\n\n  * { margin: 0; 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshot -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>One view across your entire&nbsp;machine</h2>\n    <p class=\"subtitle\" style=\"max-width: 50ch;\">\n      Git repos with branch and dirty state. Non-repo groups for your home directory and notes. Timelines showing work evolution. LLM summaries of every session.\n    </p>\n    <div class=\"screenshot-wrap\">\n      <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n    </div>\n    <p class=\"screenshot-caption\">Repos, non-repo directories, session status, and AI summaries — all from one <code>uvx agent-kitchen web</code></p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. Agent Kitchen is the only one built for developers who use Claude as an everything&nbsp;agent.\n    </div>\n  </div>\n</section>\n\n<script>\n  const slides = document.querySelectorAll('.slide');\n  const dots = document.querySelectorAll('.nav-dots a');\n  const inners = document.querySelectorAll('.slide-inner');\n\n  const observer = new IntersectionObserver((entries) => {\n    entries.forEach(entry => {\n      if (entry.isIntersecting) {\n        entry.target.querySelector('.slide-inner').classList.add('visible');\n        const idx = Array.from(slides).indexOf(entry.target);\n        dots.forEach((d, i) => d.classList.toggle('active', i === idx));\n      }\n    });\n  }, { threshold: 0.35 });\n\n  slides.forEach(s => observer.observe(s));\n</script>\n</body>\n</html>\n","numLines":564,"startLine":1,"totalLines":564}},"sourceToolAssistantUUID":"0a6f97e5-b87c-4b02-b5de-2a067764c08d","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshot -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>One view across your entire&nbsp;machine</h2>\n    <p class=\"subtitle\" style=\"max-width: 50ch;\">\n      Git repos with branch and dirty state. Non-repo groups for your home directory and notes. Timelines showing work evolution. LLM summaries of every session.\n    </p>\n    <div class=\"screenshot-wrap\">\n      <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n    </div>\n    <p class=\"screenshot-caption\">Repos, non-repo directories, session status, and AI summaries — all from one <code>uvx agent-kitchen web</code></p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>","originalFile":"<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n<meta charset=\"UTF-8\">\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n<title>Agent Kitchen — Your Agent Activity Feed</title>\n<link rel=\"preconnect\" href=\"https://fonts.googleapis.com\">\n<link rel=\"preconnect\" href=\"https://fonts.gstatic.com\" crossorigin>\n<link href=\"https://fonts.googleapis.com/css2?family=Space+Grotesk:wght@400;500;600;700&family=Source+Serif+4:ital,opsz,wght@0,8..60,400;0,8..60,600;1,8..60,400&display=swap\" rel=\"stylesheet\">\n<style>\n  :root {\n    --ink: oklch(0.18 0.01 250);\n    --paper: oklch(0.97 0.005 80);\n    --warm: oklch(0.95 0.01 80);\n    --accent: oklch(0.62 0.18 38);\n    --accent-light: oklch(0.88 0.08 55);\n    --muted: oklch(0.55 0.01 250);\n    --faint: oklch(0.82 0.01 250);\n    --competitor: oklch(0.45 0.01 250);\n    --slide-max: 1100px;\n  }\n\n  * { margin: 0; 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}\n  .comp-table th.highlight {\n    color: var(--accent);\n  }\n  .comp-table td {\n    padding: 0.75rem 1rem 0.75rem 0;\n    border-bottom: 1px solid oklch(0.9 0.005 250);\n    vertical-align: top;\n    line-height: 1.4;\n  }\n  .comp-table td:first-child {\n    font-weight: 500;\n    padding-left: 0;\n    color: var(--muted);\n    white-space: nowrap;\n  }\n  .comp-table td.ours {\n    font-weight: 500;\n  }\n  .comp-table .yes { color: var(--accent); font-weight: 600; }\n  .comp-table .no { color: var(--faint); }\n\n  /* --- Slide 5: CTA --- */\n  .slide-cta {\n    background: var(--warm);\n  }\n  .cta-install {\n    margin-top: 2.2rem;\n    background: var(--ink);\n    color: var(--paper);\n    display: inline-flex;\n    align-items: center;\n    gap: 0.8rem;\n    padding: 0.9rem 1.6rem;\n    border-radius: 5px;\n    font-family: 'Space Grotesk', sans-serif;\n    font-size: 1.05rem;\n    font-weight: 500;\n    letter-spacing: 0.01em;\n    cursor: default;\n    user-select: all;\n  }\n  .cta-install .prompt {\n    color: var(--accent);\n    user-select: none;\n  }\n\n  .cta-links {\n    margin-top: 2rem;\n    display: flex;\n    gap: 2rem;\n    font-size: 0.85rem;\n  }\n  .cta-links a {\n    color: var(--muted);\n    text-decoration: none;\n    border-bottom: 1px solid var(--faint);\n    padding-bottom: 2px;\n    transition: color 0.2s, border-color 0.2s;\n  }\n  .cta-links a:hover {\n    color: var(--accent);\n    border-color: var(--accent);\n  }\n\n  .landscape-note {\n    margin-top: 3.5rem;\n    padding-top: 1.5rem;\n    border-top: 1px solid oklch(0.85 0.01 80);\n    font-size: 0.78rem;\n    color: var(--muted);\n    line-height: 1.6;\n    max-width: 50ch;\n  }\n  .landscape-note strong {\n    color: var(--ink);\n    font-weight: 600;\n  }\n\n  /* --- Animations --- */\n  .slide-inner > * {\n    opacity: 0;\n    transform: translateY(18px);\n    transition: opacity 0.5s ease-out, transform 0.5s ease-out;\n  }\n  .slide-inner.visible > * {\n    opacity: 1;\n    transform: translateY(0);\n  }\n  .slide-inner > *:nth-child(2) { transition-delay: 0.08s; }\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshot -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>One view across your entire&nbsp;machine</h2>\n    <p class=\"subtitle\" style=\"max-width: 50ch;\">\n      Git repos with branch and dirty state. Non-repo groups for your home directory and notes. Timelines showing work evolution. LLM summaries of every session.\n    </p>\n    <div class=\"screenshot-wrap\">\n      <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n    </div>\n    <p class=\"screenshot-caption\">Repos, non-repo directories, session status, and AI summaries — all from one <code>uvx agent-kitchen web</code></p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. Agent Kitchen is the only one built for developers who use Claude as an everything&nbsp;agent.\n    </div>\n  </div>\n</section>\n\n<script>\n  const slides = document.querySelectorAll('.slide');\n  const dots = document.querySelectorAll('.nav-dots a');\n  const inners = document.querySelectorAll('.slide-inner');\n\n  const observer = new IntersectionObserver((entries) => {\n    entries.forEach(entry => {\n      if (entry.isIntersecting) {\n        entry.target.querySelector('.slide-inner').classList.add('visible');\n        const idx = Array.from(slides).indexOf(entry.target);\n        dots.forEach((d, i) => d.classList.toggle('active', i === idx));\n      }\n    });\n  }, { threshold: 0.35 });\n\n  slides.forEach(s => observer.observe(s));\n</script>\n</body>\n</html>\n","structuredPatch":[{"oldStart":439,"oldLines":18,"newStart":439,"newLines":29,"lines":["   </div>"," </section>"," ","-<!-- Slide 3: Screenshot -->","+<!-- Slide 3: Screenshots -->"," <section class=\"slide\" id=\"slide-3\">","   <div class=\"slide-inner\">","     <p class=\"kicker\">In action</p>","-    <h2>One view across your entire&nbsp;machine</h2>","-    <p class=\"subtitle\" style=\"max-width: 50ch;\">","-      Git repos with branch and dirty state. Non-repo groups for your home directory and notes. Timelines showing work evolution. LLM summaries of every session.","+    <h2>See everything. Resume&nbsp;anything.</h2>","+    <p class=\"subtitle\" style=\"max-width: 55ch;\">","+      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.","     </p>","-    <div class=\"screenshot-wrap\">","-      <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">","+    <div class=\"screenshots-duo\">","+      <div class=\"screenshot-panel\">","+        <p class=\"label\">Dashboard</p>","+        <div class=\"screenshot-wrap\">","+          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">","+        </div>","+      </div>","+      <div class=\"screenshot-panel\">","+        <p class=\"label\">Resume in browser</p>","+        <div class=\"screenshot-wrap\">","+          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">","+        </div>","+      </div>","     </div>","-    <p class=\"screenshot-caption\">Repos, non-repo directories, session status, and AI summaries — all from one <code>uvx agent-kitchen web</code></p>","+    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>","   </div>"," </section>"," "]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"83edb989-5b5c-4992-8e59-3a2fc6b649d0","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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{"parentUuid":"3b366328-d0dc-4d27-b893-10f02d09c68a","isSidechain":false,"promptId":"b6080997-96d2-401a-bb0e-90967b71cfd8","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Bh6P1uWw7MGHebRDo3LTSt","type":"tool_result","content":"The file /Users/haldar/repos/gh/agent-kitchen/docs/pitch.html has been updated successfully."}]},"uuid":"13dd223f-f00f-422b-bf07-b632e9cdfda0","timestamp":"2026-03-16T03:06:04.916Z","toolUseResult":{"filePath":"/Users/haldar/repos/gh/agent-kitchen/docs/pitch.html","oldString":"        <tr>\n          <td>Repo timeline / history</td>","newString":"        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>","originalFile":"<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n<meta charset=\"UTF-8\">\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n<title>Agent Kitchen — Your Agent Activity Feed</title>\n<link rel=\"preconnect\" href=\"https://fonts.googleapis.com\">\n<link rel=\"preconnect\" href=\"https://fonts.gstatic.com\" crossorigin>\n<link href=\"https://fonts.googleapis.com/css2?family=Space+Grotesk:wght@400;500;600;700&family=Source+Serif+4:ital,opsz,wght@0,8..60,400;0,8..60,600;1,8..60,400&display=swap\" rel=\"stylesheet\">\n<style>\n  :root {\n    --ink: oklch(0.18 0.01 250);\n    --paper: oklch(0.97 0.005 80);\n    --warm: oklch(0.95 0.01 80);\n    --accent: oklch(0.62 0.18 38);\n    --accent-light: oklch(0.88 0.08 55);\n    --muted: oklch(0.55 0.01 250);\n    --faint: oklch(0.82 0.01 250);\n    --competitor: oklch(0.45 0.01 250);\n    --slide-max: 1100px;\n  }\n\n  * { margin: 0; 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}\n  .comp-table th.highlight {\n    color: var(--accent);\n  }\n  .comp-table td {\n    padding: 0.75rem 1rem 0.75rem 0;\n    border-bottom: 1px solid oklch(0.9 0.005 250);\n    vertical-align: top;\n    line-height: 1.4;\n  }\n  .comp-table td:first-child {\n    font-weight: 500;\n    padding-left: 0;\n    color: var(--muted);\n    white-space: nowrap;\n  }\n  .comp-table td.ours {\n    font-weight: 500;\n  }\n  .comp-table .yes { color: var(--accent); font-weight: 600; }\n  .comp-table .no { color: var(--faint); }\n\n  /* --- Slide 5: CTA --- */\n  .slide-cta {\n    background: var(--warm);\n  }\n  .cta-install {\n    margin-top: 2.2rem;\n    background: var(--ink);\n    color: var(--paper);\n    display: inline-flex;\n    align-items: center;\n    gap: 0.8rem;\n    padding: 0.9rem 1.6rem;\n    border-radius: 5px;\n    font-family: 'Space Grotesk', sans-serif;\n    font-size: 1.05rem;\n    font-weight: 500;\n    letter-spacing: 0.01em;\n    cursor: default;\n    user-select: all;\n  }\n  .cta-install .prompt {\n    color: var(--accent);\n    user-select: none;\n  }\n\n  .cta-links {\n    margin-top: 2rem;\n    display: flex;\n    gap: 2rem;\n    font-size: 0.85rem;\n  }\n  .cta-links a {\n    color: var(--muted);\n    text-decoration: none;\n    border-bottom: 1px solid var(--faint);\n    padding-bottom: 2px;\n    transition: color 0.2s, border-color 0.2s;\n  }\n  .cta-links a:hover {\n    color: var(--accent);\n    border-color: var(--accent);\n  }\n\n  .landscape-note {\n    margin-top: 3.5rem;\n    padding-top: 1.5rem;\n    border-top: 1px solid oklch(0.85 0.01 80);\n    font-size: 0.78rem;\n    color: var(--muted);\n    line-height: 1.6;\n    max-width: 50ch;\n  }\n  .landscape-note strong {\n    color: var(--ink);\n    font-weight: 600;\n  }\n\n  /* --- Animations --- */\n  .slide-inner > * {\n    opacity: 0;\n    transform: translateY(18px);\n    transition: opacity 0.5s ease-out, transform 0.5s ease-out;\n  }\n  .slide-inner.visible > * {\n    opacity: 1;\n    transform: translateY(0);\n  }\n  .slide-inner > *:nth-child(2) { transition-delay: 0.08s; }\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshots -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>See everything. Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. 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Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n    .screenshots-duo { grid-template-columns: 1fr; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshots -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>See everything. Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n    .screenshots-duo { grid-template-columns: 1fr; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshots -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>See everything. Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n    .screenshots-duo { grid-template-columns: 1fr; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshots -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>See everything. Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n    .screenshots-duo { grid-template-columns: 1fr; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshots -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>See everything. Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n    .screenshots-duo { grid-template-columns: 1fr; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshots -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>See everything. Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n    .screenshots-duo { grid-template-columns: 1fr; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshots -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>See everything. Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n    .screenshots-duo { grid-template-columns: 1fr; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshots -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>See everything. Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. Zero&nbsp;config. See&nbsp;everything.</h2>\n    <p class=\"subtitle\">\n      Works with Claude Code and Codex CLI sessions you've already&nbsp;run. No signup, no containers, no workflow&nbsp;changes.\n    </p>\n\n    <div class=\"cta-install\">\n      <span class=\"prompt\">$</span> uvx agent-kitchen web\n    </div>\n\n    <div class=\"cta-links\">\n      <a href=\"https://pypi.org/project/agent-kitchen/\">PyPI</a>\n      <a href=\"https://github.com/haldar/agent-kitchen\">GitHub</a>\n    </div>\n\n    <div class=\"landscape-note\">\n      <strong>17+ tools</strong> now compete in the AI agent management space — from Claude Squad (6.3k stars) to ccusage (11.5k stars) to Conductor and Sculptor. Most are orchestrators fighting over the same \"run parallel agents in repos\" use case. 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}\n  .slide-inner > *:nth-child(3) { transition-delay: 0.16s; }\n  .slide-inner > *:nth-child(4) { transition-delay: 0.24s; }\n  .slide-inner > *:nth-child(5) { transition-delay: 0.32s; }\n\n  /* --- Responsive --- */\n  @media (max-width: 768px) {\n    .slide { padding: 2rem 1.5rem; }\n    .problem-grid { grid-template-columns: 1fr; gap: 2rem; }\n    .nav-dots { display: none; }\n    .slide::before { right: 1.5rem; top: 1.5rem; }\n    .title-meta { flex-direction: column; gap: 0.6rem; }\n    .screenshots-duo { grid-template-columns: 1fr; }\n  }\n</style>\n</head>\n<body>\n\n<nav class=\"nav-dots\" aria-label=\"Slide navigation\">\n  <a href=\"#slide-1\" class=\"active\" aria-label=\"Slide 1\"></a>\n  <a href=\"#slide-2\" aria-label=\"Slide 2\"></a>\n  <a href=\"#slide-3\" aria-label=\"Slide 3\"></a>\n  <a href=\"#slide-4\" aria-label=\"Slide 4\"></a>\n  <a href=\"#slide-5\" aria-label=\"Slide 5\"></a>\n</nav>\n\n<!-- Slide 1: Title -->\n<section class=\"slide slide-title\" id=\"slide-1\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Agent Kitchen</p>\n    <h1>Your personal agent activity&nbsp;feed</h1>\n    <p class=\"subtitle\">\n      Not another orchestrator. A&nbsp;dashboard that makes sense of every session your AI agents have run — across repos, your home directory, notes, configs, everywhere.\n    </p>\n    <div class=\"title-meta\">\n      <span><span class=\"dot\"></span> Open source &middot; Apache 2.0</span>\n      <span><span class=\"dot\"></span> pip install agent-kitchen</span>\n      <span><span class=\"dot\"></span> Zero config, zero workflow change</span>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 2: The problem -->\n<section class=\"slide\" id=\"slide-2\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">The gap</p>\n    <h2>Orchestrators assume your agent lives in a&nbsp;repo. Yours&nbsp;doesn't.</h2>\n\n    <div class=\"problem-grid\">\n      <div class=\"problem-col\">\n        <h3>Conductor &amp; Sculptor</h3>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Every session scoped to a single git repository</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Agents run in containers or worktrees — isolated from your machine context</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>Must launch agents through their UI to get any visibility</span>\n        </div>\n        <div class=\"problem-item them\">\n          <span class=\"icon\">C</span>\n          <span>No view of non-repo work: dotfiles, notes, home&nbsp;directory&nbsp;tasks</span>\n        </div>\n      </div>\n      <div class=\"problem-col\">\n        <h3>Agent Kitchen</h3>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Sessions grouped by repo <em>and</em> non-repo locations like ~/dotfiles, ~/notes</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Agents run natively with full access to your memories, skills, configs</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>Works retroactively — scans sessions you already ran, however you ran them</span>\n        </div>\n        <div class=\"problem-item us\">\n          <span class=\"icon\">AK</span>\n          <span>AI-generated summaries tell you what happened, not just which file changed</span>\n        </div>\n      </div>\n    </div>\n  </div>\n</section>\n\n<!-- Slide 3: Screenshots -->\n<section class=\"slide\" id=\"slide-3\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">In action</p>\n    <h2>See everything. Resume&nbsp;anything.</h2>\n    <p class=\"subtitle\" style=\"max-width: 55ch;\">\n      Browse sessions across repos and non-repo directories with AI summaries and git status — then resume any session right in the browser.\n    </p>\n    <div class=\"screenshots-duo\">\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Dashboard</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"screenshot.jpg\" alt=\"Agent Kitchen dashboard showing repo groups, session summaries, git status, and timeline\" loading=\"lazy\">\n        </div>\n      </div>\n      <div class=\"screenshot-panel\">\n        <p class=\"label\">Resume in browser</p>\n        <div class=\"screenshot-wrap\">\n          <img src=\"ak-shell.jpg\" alt=\"Agent Kitchen in-browser terminal resuming a Claude Code session with live code edits and test output\" loading=\"lazy\">\n        </div>\n      </div>\n    </div>\n    <p class=\"screenshot-caption\">Click any session to resume it in a full browser terminal — no context switching, no copy-pasting session IDs</p>\n  </div>\n</section>\n\n<!-- Slide 4: Comparison -->\n<section class=\"slide\" id=\"slide-4\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Landscape</p>\n    <h2>Different tool, different&nbsp;job</h2>\n\n    <table class=\"comp-table\">\n      <thead>\n        <tr>\n          <th></th>\n          <th class=\"highlight\">Agent Kitchen</th>\n          <th>Conductor</th>\n          <th>Sculptor</th>\n          <th>Claude Squad</th>\n        </tr>\n      </thead>\n      <tbody>\n        <tr>\n          <td>Non-repo sessions</td>\n          <td class=\"ours\"><span class=\"yes\">First-class</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Access to ~/memories, skills, configs</td>\n          <td class=\"ours\"><span class=\"yes\">Full</span></td>\n          <td>Worktree only</td>\n          <td><span class=\"no\">Container</span></td>\n          <td>Worktree only</td>\n        </tr>\n        <tr>\n          <td>LLM session summaries</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Works without workflow change</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Resume sessions in browser</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Repo timeline / history</td>\n          <td class=\"ours\"><span class=\"yes\">Yes</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td>Session replay</td>\n          <td><span class=\"no\">No</span></td>\n        </tr>\n        <tr>\n          <td>Parallel agent orchestration</td>\n          <td><span class=\"no\">View only</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Open source</td>\n          <td class=\"ours\"><span class=\"yes\">Apache 2.0</span></td>\n          <td><span class=\"no\">No</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n          <td><span class=\"yes\">Yes</span></td>\n        </tr>\n        <tr>\n          <td>Setup</td>\n          <td class=\"ours\">One command</td>\n          <td>App download</td>\n          <td>App download</td>\n          <td>Homebrew + tmux</td>\n        </tr>\n      </tbody>\n    </table>\n  </div>\n</section>\n\n<!-- Slide 5: CTA -->\n<section class=\"slide slide-cta\" id=\"slide-5\">\n  <div class=\"slide-inner\">\n    <p class=\"kicker\">Get started</p>\n    <h2>One command. 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{"parentUuid":"9dd1fa56-e88a-44ba-9fa8-46796f7a4b87","isSidechain":false,"promptId":"b7217651-64f4-4f3c-97df-b6271a8eaae5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0182ULVi9ono61qBoAtTX2Th","type":"tool_result","content":"     1→# Agent Kitchen\n     2→\n     3→**Like browser history for your Claude Code sessions.**\n     4→\n     5→<p align=\"center\">\n     6→  <img src=\"docs/screenshot.jpg\" alt=\"Agent Kitchen dashboard\" width=\"900\">\n     7→</p>\n     8→\n     9→You run dozens of Claude Code and Codex sessions a day. Which repos have active work? What was that session doing? Where did you leave off yesterday?\n    10→\n    11→Agent Kitchen gives you a single dashboard for all of it — sessions grouped by repo, LLM-generated summaries, live git status, and one-click resume.\n    12→\n    13→```bash\n    14→# One command. No install needed.\n    15→uvx agent-kitchen web\n    16→```\n    17→\n    18→## Why\n    19→\n    20→AI coding agents don't have a \"recent projects\" view. Your session history is scattered across hidden JSONL files. Switching between repos means losing context on what you were doing elsewhere.\n    21→\n    22→Agent Kitchen fixes this by scanning your local session data, grouping everything by git repo, and surfacing what matters:\n    23→\n    24→- **What's active** — sessions sorted by recency, status badges (done, in progress, waiting)\n    25→- **What changed** — per-repo timeline showing work evolution over days\n    26→- **What's dirty** — live git status (branch, uncommitted changes, unpushed commits)\n    27→- **What it was about** — LLM-generated one-line summaries via Claude Haiku\n    28→\n    29→## Features\n    30→\n    31→- **Unified view** — Claude Code and Codex CLI sessions in one place, grouped by repo\n    32→- **LLM summaries** — one-line descriptions and status classification (done / in progress / waiting)\n    33→- **Live git status** — current branch, dirty files, unpushed commits per repo\n    34→- **Repo timelines** — see how work evolved across sessions over days\n    35→- **One-click resume** — click any session to resume it in a terminal\n    36→- **Browser terminal** — resume sessions in-browser via xterm.js\n    37→- **Fuzzy search** — press `/` to filter across all sessions\n    38→- **Fast startup** — cached summaries load instantly, LLM upgrades happen in the background\n    39→- **No build step** — vanilla HTML/JS/CSS, zero npm dependencies\n    40→\n    41→## Quick Start\n    42→\n    43→```bash\n    44→# Run directly — no install needed\n    45→uvx agent-kitchen web\n    46→\n    47→# Or install it\n    48→uv pip install agent-kitchen\n    49→agent-kitchen web\n    50→```\n    51→\n    52→Opens at `http://localhost:8099`.\n    53→\n    54→## Usage\n    55→\n    56→```bash\n    57→# Custom port\n    58→agent-kitchen web --port 9000\n    59→\n    60→# Scan further back in history\n    61→agent-kitchen web --scan-days 90\n    62→\n    63→# Don't auto-open the browser\n    64→agent-kitchen web --no-open\n    65→\n    66→# Enable background LLM summarization\n    67→agent-kitchen web --summarize\n    68→```\n    69→\n    70→### Pre-indexing summaries\n    71→\n    72→By default, the dashboard shows fallback summaries (the first user message). For LLM-generated summaries, either pass `--summarize` to the web command, or pre-index:\n    73→\n    74→```bash\n    75→agent-kitchen index              # Index all sessions from the last 60 days\n    76→agent-kitchen index --dry-run    # Preview without LLM calls\n    77→agent-kitchen index --force      # Re-index everything, ignoring cache\n    78→agent-kitchen index --concurrency 5  # Control LLM concurrency (default: 3)\n    79→```\n    80→\n    81→Summaries are cached at `~/.cache/agent-kitchen/summaries.json`.\n    82→\n    83→## Authentication (for LLM summaries)\n    84→\n    85→LLM summaries require a Claude API credential, checked in order:\n    86→\n    87→1. `ANTHROPIC_API_KEY` — standard Anthropic API key\n    88→2. `CLAUDE_CODE_OAUTH_TOKEN` — Claude Max subscription token\n    89→3. `pass` password manager at `dev/CLAUDE_SUBSCRIPTION_TOKEN`\n    90→\n    91→```bash\n    92→export ANTHROPIC_API_KEY=sk-ant-...\n    93→agent-kitchen web --summarize\n    94→```\n    95→\n    96→Without credentials, the dashboard still works — you just get fallback summaries instead.\n    97→\n    98→## Configuration\n    99→\n   100→| Variable | Default | Description |\n   101→|---|---|---|\n   102→| `AGENT_KITCHEN_PORT` | `8099` | Server port |\n   103→| `AGENT_KITCHEN_SCAN_DAYS` | `60` | Days of history to scan |\n   104→| `AGENT_KITCHEN_REFRESH_INTERVAL` | `60` | Background rescan interval (seconds) |\n   105→| `AGENT_KITCHEN_TERMINAL` | `ghostty` | Terminal app (`ghostty` or `terminal`) |\n   106→\n   107→## How It Works\n   108→\n   109→```\n   110→JSONL session files (~/.claude, ~/.codex)\n   111→  → Scanner (parse sessions, filter noise)\n   112→  → Git Status (branch, dirty, unpushed)\n   113→  → Cache (reuse prior summaries by mtime)\n   114→  → LLM Summarizer (Claude Haiku via Agent SDK)\n   115→  → Grouping (by repo, sorted by recency)\n   116→  → FastAPI server (JSON API + static frontend)\n   117→```\n   118→\n   119→Only interactive sessions are shown. Programmatic SDK sessions (≤1 user turn) and subagent child sessions are filtered out. See [docs/session-formats.md](docs/session-formats.md) for details.\n   120→\n   121→## Development\n   122→\n   123→```bash\n   124→git clone https://github.com/haldar/agent-kitchen.git\n   125→cd agent-kitchen\n   126→uv pip install -e \".[dev]\"\n   127→\n   128→uv run pytest                    # Run tests\n   129→uvx ruff check --fix .           # Lint\n   130→uvx ruff format .                # Format\n   131→```\n   132→\n   133→## Requirements\n   134→\n   135→- Python 3.12+\n   136→- macOS (terminal launch uses AppleScript; the dashboard itself works anywhere)\n   137→- `~/.claude` and/or `~/.codex` directories with session data\n   138→\n   139→## License\n   140→\n   141→Apache 2.0 — see [LICENSE](LICENSE).\n   142→"}]},"uuid":"3697acad-50b5-4f6c-b54f-e54428ebfe4a","timestamp":"2026-03-16T03:28:01.614Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/haldar/repos/gh/agent-kitchen/README.md","content":"# Agent Kitchen\n\n**Like browser history for your Claude Code sessions.**\n\n<p align=\"center\">\n  <img src=\"docs/screenshot.jpg\" alt=\"Agent Kitchen dashboard\" width=\"900\">\n</p>\n\nYou run dozens of Claude Code and Codex sessions a day. Which repos have active work? What was that session doing? Where did you leave off yesterday?\n\nAgent Kitchen gives you a single dashboard for all of it — sessions grouped by repo, LLM-generated summaries, live git status, and one-click resume.\n\n```bash\n# One command. No install needed.\nuvx agent-kitchen web\n```\n\n## Why\n\nAI coding agents don't have a \"recent projects\" view. Your session history is scattered across hidden JSONL files. Switching between repos means losing context on what you were doing elsewhere.\n\nAgent Kitchen fixes this by scanning your local session data, grouping everything by git repo, and surfacing what matters:\n\n- **What's active** — sessions sorted by recency, status badges (done, in progress, waiting)\n- **What changed** — per-repo timeline showing work evolution over days\n- **What's dirty** — live git status (branch, uncommitted changes, unpushed commits)\n- **What it was about** — LLM-generated one-line summaries via Claude Haiku\n\n## Features\n\n- **Unified view** — Claude Code and Codex CLI sessions in one place, grouped by repo\n- **LLM summaries** — one-line descriptions and status classification (done / in progress / waiting)\n- **Live git status** — current branch, dirty files, unpushed commits per repo\n- **Repo timelines** — see how work evolved across sessions over days\n- **One-click resume** — click any session to resume it in a terminal\n- **Browser terminal** — resume sessions in-browser via xterm.js\n- **Fuzzy search** — press `/` to filter across all sessions\n- **Fast startup** — cached summaries load instantly, LLM upgrades happen in the background\n- **No build step** — vanilla HTML/JS/CSS, zero npm dependencies\n\n## Quick Start\n\n```bash\n# Run directly — no install needed\nuvx agent-kitchen web\n\n# Or install it\nuv pip install agent-kitchen\nagent-kitchen web\n```\n\nOpens at `http://localhost:8099`.\n\n## Usage\n\n```bash\n# Custom port\nagent-kitchen web --port 9000\n\n# Scan further back in history\nagent-kitchen web --scan-days 90\n\n# Don't auto-open the browser\nagent-kitchen web --no-open\n\n# Enable background LLM summarization\nagent-kitchen web --summarize\n```\n\n### Pre-indexing summaries\n\nBy default, the dashboard shows fallback summaries (the first user message). For LLM-generated summaries, either pass `--summarize` to the web command, or pre-index:\n\n```bash\nagent-kitchen index              # Index all sessions from the last 60 days\nagent-kitchen index --dry-run    # Preview without LLM calls\nagent-kitchen index --force      # Re-index everything, ignoring cache\nagent-kitchen index --concurrency 5  # Control LLM concurrency (default: 3)\n```\n\nSummaries are cached at `~/.cache/agent-kitchen/summaries.json`.\n\n## Authentication (for LLM summaries)\n\nLLM summaries require a Claude API credential, checked in order:\n\n1. `ANTHROPIC_API_KEY` — standard Anthropic API key\n2. `CLAUDE_CODE_OAUTH_TOKEN` — Claude Max subscription token\n3. `pass` password manager at `dev/CLAUDE_SUBSCRIPTION_TOKEN`\n\n```bash\nexport ANTHROPIC_API_KEY=sk-ant-...\nagent-kitchen web --summarize\n```\n\nWithout credentials, the dashboard still works — you just get fallback summaries instead.\n\n## Configuration\n\n| Variable | Default | Description |\n|---|---|---|\n| `AGENT_KITCHEN_PORT` | `8099` | Server port |\n| `AGENT_KITCHEN_SCAN_DAYS` | `60` | Days of history to scan |\n| `AGENT_KITCHEN_REFRESH_INTERVAL` | `60` | Background rescan interval (seconds) |\n| `AGENT_KITCHEN_TERMINAL` | `ghostty` | Terminal app (`ghostty` or `terminal`) |\n\n## How It Works\n\n```\nJSONL session files (~/.claude, ~/.codex)\n  → Scanner (parse sessions, filter noise)\n  → Git Status (branch, dirty, unpushed)\n  → Cache (reuse prior summaries by mtime)\n  → LLM Summarizer (Claude Haiku via Agent SDK)\n  → Grouping (by repo, sorted by recency)\n  → FastAPI server (JSON API + static frontend)\n```\n\nOnly interactive sessions are shown. Programmatic SDK sessions (≤1 user turn) and subagent child sessions are filtered out. See [docs/session-formats.md](docs/session-formats.md) for details.\n\n## Development\n\n```bash\ngit clone https://github.com/haldar/agent-kitchen.git\ncd agent-kitchen\nuv pip install -e \".[dev]\"\n\nuv run pytest                    # Run tests\nuvx ruff check --fix .           # Lint\nuvx ruff format .                # Format\n```\n\n## Requirements\n\n- Python 3.12+\n- macOS (terminal launch uses AppleScript; the dashboard itself works anywhere)\n- `~/.claude` and/or `~/.codex` directories with session data\n\n## License\n\nApache 2.0 — see [LICENSE](LICENSE).\n","numLines":142,"startLine":1,"totalLines":142}},"sourceToolAssistantUUID":"9dd1fa56-e88a-44ba-9fa8-46796f7a4b87","userType":"external","cwd":"/Users/haldar/repos/gh/agent-kitchen","sessionId":"ade705cb-2b69-4745-965e-83f8d34a52e2","version":"2.1.76","gitBranch":"main","slug":"partitioned-dreaming-quail"}
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Use Conductor/Sculptor to *run* agents, use Agent Kitchen to *understand* what they did.\n\n**I use Claude Code for everything, not just git repos. Does this handle that?**\n\nYes. This is a core design decision. Most tools in this space assume all work happens in git repos. Agent Kitchen groups sessions by repo *and* by non-repo directories (your home directory, dotfiles, notes, etc.). If you use Claude as a general-purpose assistant across your whole machine, this is built for you.\n\n**Don't containers/worktrees break my cross-cutting context?**\n\nThey can. If you rely on `~/.claude/` skills, memory files, CLAUDE.md configs, or other machine-wide context, container-isolated agents lose access to all of that. Agent Kitchen doesn't isolate anything — your agents run natively with full access to your environment.\n\n**Does it require an API key?**\n\nOnly for LLM-generated summaries. Without one, the dashboard still works using fallback summaries (the first user message from each session). Add `ANTHROPIC_API_KEY` or use your Claude subscription token to get one-line AI summaries and status classification.\n\n**Can I resume sessions from the dashboard?**\n\nYes. Click any session to open a full browser terminal (via xterm.js + WebSocket PTY) and resume the Claude Code session right there — no context switching or copy-pasting session IDs.\n\n**What session sources does it support?**\n\nClaude Code (`~/.claude/projects/`) and Codex CLI (`~/.codex/sessions/`). Each source is scanned independently — if one fails or is missing, the other still works.\n\n**Does it send my data anywhere?**\n\nNo. Everything runs locally. Session data is read from your filesystem, summaries are cached locally at `~/.cache/agent-kitchen/`. The only external call is to the Claude API for LLM summaries, and only if you opt in with `--summarize`.\n\n## Requirements","originalFile":"# Agent Kitchen\n\n**Like browser history for your Claude Code sessions.**\n\n<p align=\"center\">\n  <img src=\"docs/screenshot.jpg\" alt=\"Agent Kitchen dashboard\" width=\"900\">\n</p>\n\nYou run dozens of Claude Code and Codex sessions a day. Which repos have active work? What was that session doing? Where did you leave off yesterday?\n\nAgent Kitchen gives you a single dashboard for all of it — sessions grouped by repo, LLM-generated summaries, live git status, and one-click resume.\n\n```bash\n# One command. No install needed.\nuvx agent-kitchen web\n```\n\n## Why\n\nAI coding agents don't have a \"recent projects\" view. Your session history is scattered across hidden JSONL files. Switching between repos means losing context on what you were doing elsewhere.\n\nAgent Kitchen fixes this by scanning your local session data, grouping everything by git repo, and surfacing what matters:\n\n- **What's active** — sessions sorted by recency, status badges (done, in progress, waiting)\n- **What changed** — per-repo timeline showing work evolution over days\n- **What's dirty** — live git status (branch, uncommitted changes, unpushed commits)\n- **What it was about** — LLM-generated one-line summaries via Claude Haiku\n\n## Features\n\n- **Unified view** — Claude Code and Codex CLI sessions in one place, grouped by repo\n- **LLM summaries** — one-line descriptions and status classification (done / in progress / waiting)\n- **Live git status** — current branch, dirty files, unpushed commits per repo\n- **Repo timelines** — see how work evolved across sessions over days\n- **One-click resume** — click any session to resume it in a terminal\n- **Browser terminal** — resume sessions in-browser via xterm.js\n- **Fuzzy search** — press `/` to filter across all sessions\n- **Fast startup** — cached summaries load instantly, LLM upgrades happen in the background\n- **No build step** — vanilla HTML/JS/CSS, zero npm dependencies\n\n## Quick Start\n\n```bash\n# Run directly — no install needed\nuvx agent-kitchen web\n\n# Or install it\nuv pip install agent-kitchen\nagent-kitchen web\n```\n\nOpens at `http://localhost:8099`.\n\n## Usage\n\n```bash\n# Custom port\nagent-kitchen web --port 9000\n\n# Scan further back in history\nagent-kitchen web --scan-days 90\n\n# Don't auto-open the browser\nagent-kitchen web --no-open\n\n# Enable background LLM summarization\nagent-kitchen web --summarize\n```\n\n### Pre-indexing summaries\n\nBy default, the dashboard shows fallback summaries (the first user message). For LLM-generated summaries, either pass `--summarize` to the web command, or pre-index:\n\n```bash\nagent-kitchen index              # Index all sessions from the last 60 days\nagent-kitchen index --dry-run    # Preview without LLM calls\nagent-kitchen index --force      # Re-index everything, ignoring cache\nagent-kitchen index --concurrency 5  # Control LLM concurrency (default: 3)\n```\n\nSummaries are cached at `~/.cache/agent-kitchen/summaries.json`.\n\n## Authentication (for LLM summaries)\n\nLLM summaries require a Claude API credential, checked in order:\n\n1. `ANTHROPIC_API_KEY` — standard Anthropic API key\n2. `CLAUDE_CODE_OAUTH_TOKEN` — Claude Max subscription token\n3. `pass` password manager at `dev/CLAUDE_SUBSCRIPTION_TOKEN`\n\n```bash\nexport ANTHROPIC_API_KEY=sk-ant-...\nagent-kitchen web --summarize\n```\n\nWithout credentials, the dashboard still works — you just get fallback summaries instead.\n\n## Configuration\n\n| Variable | Default | Description |\n|---|---|---|\n| `AGENT_KITCHEN_PORT` | `8099` | Server port |\n| `AGENT_KITCHEN_SCAN_DAYS` | `60` | Days of history to scan |\n| `AGENT_KITCHEN_REFRESH_INTERVAL` | `60` | Background rescan interval (seconds) |\n| `AGENT_KITCHEN_TERMINAL` | `ghostty` | Terminal app (`ghostty` or `terminal`) |\n\n## How It Works\n\n```\nJSONL session files (~/.claude, ~/.codex)\n  → Scanner (parse sessions, filter noise)\n  → Git Status (branch, dirty, unpushed)\n  → Cache (reuse prior summaries by mtime)\n  → LLM Summarizer (Claude Haiku via Agent SDK)\n  → Grouping (by repo, sorted by recency)\n  → FastAPI server (JSON API + static frontend)\n```\n\nOnly interactive sessions are shown. Programmatic SDK sessions (≤1 user turn) and subagent child sessions are filtered out. See [docs/session-formats.md](docs/session-formats.md) for details.\n\n## Development\n\n```bash\ngit clone https://github.com/haldar/agent-kitchen.git\ncd agent-kitchen\nuv pip install -e \".[dev]\"\n\nuv run pytest                    # Run tests\nuvx ruff check --fix .           # Lint\nuvx ruff format .                # Format\n```\n\n## Requirements\n\n- Python 3.12+\n- macOS (terminal launch uses AppleScript; the dashboard itself works anywhere)\n- `~/.claude` and/or `~/.codex` directories with session data\n\n## License\n\nApache 2.0 — see [LICENSE](LICENSE).\n","structuredPatch":[{"oldStart":130,"oldLines":6,"newStart":130,"newLines":36,"lines":[" uvx ruff format .                # Format"," ```"," ","+## FAQ","+","+**How is this different from Conductor or Sculptor?**","+","+Those are orchestrators — they launch and manage parallel agents in isolated containers or worktrees. 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