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Self-maintaining .claude/ runtime — LLM-powered doc review, project map, task queue, auto-fix, and project init

Project description

cmdop-claude

Self-maintaining .claude/ runtime. Turns a static config folder into living project memory — LLM-powered documentation review, project map generation, task queue, auto-fix, MCP plugin management, and project initialization.

cmdop-claude dashboard

$0.001 per full cycle (scan → review → fix → map) using DeepSeek V3.2 via SDKRouter.

How it works

┌─────────────────────────────────────────────────────────────────┐
│                    Claude Code Session                          │
│                                                                 │
│  UserPromptSubmit ──► inject-tasks                              │
│                        ├─ auto-scan (if >24h since last review) │
│                        │   ├─ LLM review of .claude/ docs+plans │
│                        │   └─ convert issues → tasks            │
│                        └─ print top 3 pending tasks             │
│                                                                 │
│  PostToolUse (Write|Edit) ──► map-update                        │
│                                ├─ debounce (skip if <60s)       │
│                                └─ incremental project map       │
│                                    └─ SHA256 cache (skip LLM    │
│                                       for unchanged dirs)       │
│                                                                 │
│  MCP Tools ──► sidecar_scan    → manual review trigger          │
│            ──► sidecar_fix     → apply fix to a task            │
│            ──► sidecar_init    → bootstrap bare project         │
│            ──► sidecar_map     → force map regeneration         │
│            ──► sidecar_tasks   → view/manage task queue         │
│            ──► sidecar_activity → view action log               │
└─────────────────────────────────────────────────────────────────┘

The full automation chain:

  1. On every prompt (UserPromptSubmit hook):

    • Check if last review was >24h ago → auto-run LLM review
    • Review finds stale docs, contradictions, gaps, abandoned plans → creates tasks
    • Top 3 pending tasks injected into context
  2. On every file edit (PostToolUse hook):

    • Debounced map update (skip if <60s since last)
    • LLM annotates new/changed directories
    • Unchanged dirs served from SHA256 cache (0 tokens)
  3. On demand (MCP tools / CLI):

    • sidecar_fix → LLM generates targeted fix for a task
    • sidecar_init → bootstraps CLAUDE.md + rules for bare projects
    • sidecar_acknowledge → suppress noisy items for N days
  4. Everything is logged to activity.jsonl with token counts

Install

pip install cmdop-claude

# With Streamlit dashboard
pip install cmdop-claude[ui]

# Dev
pip install -e ".[dev]"

Quick Start

MCP Server (12 tools for Claude Code)

pip install cmdop-claude
python -m cmdop_claude.sidecar.hook register    # MCP → ~/.claude.json + hooks → .claude/settings.json

One command does everything:

  • Registers MCP server globally in ~/.claude.json
  • Sets up project hooks in .claude/settings.json (map-update on Write/Edit, inject-tasks+auto-scan on prompt)
  • Configures plansDirectory: ".claude/plans" so Claude Code saves plans in the project
  • Generates .claude/Makefile with convenience commands (dashboard, scan, map, status, etc.)
  • Auto-runs init if no CLAUDE.md exists (generates docs + rules via LLM)

To set up another project (MCP already registered):

python -m cmdop_claude.sidecar.hook setup        # hooks + plans + Makefile + auto-init

To unregister:

python -m cmdop_claude.sidecar.hook unregister
Tool LLM? Description
sidecar_scan yes Run documentation review
sidecar_review no Read current review
sidecar_status no Last run, pending items, token usage
sidecar_acknowledge no Suppress item for N days
sidecar_map yes Generate/update project map
sidecar_map_view no Read current map
sidecar_tasks no List tasks by status
sidecar_task_update no Update task status
sidecar_task_create no Create manual task
sidecar_fix yes Generate fix for a task (dry-run or apply)
sidecar_init yes Bootstrap .claude/ for bare projects
sidecar_activity no View recent action log (init, review, fix, map)

CLI

python -m cmdop_claude.sidecar.hook register             # MCP + project hooks + Makefile
python -m cmdop_claude.sidecar.hook setup                # project hooks + Makefile only
python -m cmdop_claude.sidecar.hook unregister           # remove MCP from ~/.claude.json
python -m cmdop_claude.sidecar.hook scan                 # manual review
python -m cmdop_claude.sidecar.hook status               # status JSON
python -m cmdop_claude.sidecar.hook map-update           # debounced map
python -m cmdop_claude.sidecar.hook inject-tasks         # auto-scan + pending tasks
python -m cmdop_claude.sidecar.hook fix <task_id> [--apply]
python -m cmdop_claude.sidecar.hook init                 # bootstrap .claude/
python -m cmdop_claude.sidecar.hook acknowledge <id> [days]
python -m cmdop_claude.sidecar.hook activity [limit]

Python API

from cmdop_claude import Client

client = Client()

# Review → find issues
result = client.sidecar.generate_review()

# Fix a specific task
fix = client.sidecar.fix_task("T-001", apply=True)

# Init bare project
init = client.sidecar.init_project()

# Generate project map
project_map = client.sidecar.generate_map()

# Plugin browser
plugins = client.plugins.search("slack", source="official")
client.plugins.install_plugin(plugins[0])
client.plugins.get_installed_names()

Streamlit Dashboard

make run   # http://localhost:8501
# or from a project with generated Makefile:
make -C .claude dashboard

10 tabs: Health Auditor, Skill Studio, MCP Studio, Plugin Browser, Hooks Manager, Sidecar Monitor, Project Map, Task Queue, Settings & Security, Trigger Graph.

Plugin Browser searches Smithery + Official MCP registries (~1000 plugins), with background index pre-caching and install/uninstall to ~/.claude.json. Supports both command-based (stdio) and remote URL (streamable-http) servers.

Dashboard Screenshots

Health Auditor MCP Studio & Plugins
Plugin Browser Project Map
Task Queue Sidecar Monitor
Hooks Manager Skill Studio
Settings & Security Trigger Graph

Generated .claude/Makefile

register / setup generates a convenience Makefile in each project:

make -C .claude dashboard   # Streamlit UI
make -C .claude scan        # Run review
make -C .claude map         # Update project map
make -C .claude status      # Show status
make -C .claude activity    # View action log
make -C .claude init        # Bootstrap project

Python path is auto-detected via sys.executable — works across venvs, conda, homebrew, etc.

Configuration

Variable Default Description
SDKROUTER_API_KEY Required for LLM features. Get at sdkrouter.com
CMDOP_CLAUDE_DIR_PATH .claude Path to .claude directory
CLAUDE_CP_SIDECAR_MODEL deepseek/deepseek-v3.2 LLM model for review/fix/map
CLAUDE_CP_SMITHERY_API_KEY Smithery registry API key (optional)
CMDOP_DEBUG_MODE false Debug logging

LLM features (review, fix, map, init) require a SDKROUTER_API_KEY — get one at sdkrouter.com. Init uses Model.balanced(json=True) from SDKRouter (auto-selects best model for structured output). Review, fix, and map use DeepSeek V3.2 (cheap, fast, good for short responses).

File Layout

.claude/
├── CLAUDE.md                # project instructions
├── project-map.md           # auto-generated structure map
├── settings.json            # hooks + plansDirectory (auto-created)
├── Makefile                 # convenience commands (auto-generated)
├── rules/*.md               # coding rules
├── plans/*.md               # Claude Code plans (project-local)
└── .sidecar/                # runtime state (git-ignored)
    ├── review.md            # latest review
    ├── history/*.md         # past reviews
    ├── tasks/T-001.md       # task queue (YAML frontmatter + md)
    ├── map_cache.json       # annotation cache (SHA256)
    ├── plugins_cache.json   # plugin registry index cache
    ├── activity.jsonl       # action log (auto-rotates at 1000 lines)
    ├── usage.json           # daily token tracking
    └── suppressed.json      # acknowledged items

Architecture

src/cmdop_claude/
├── _config.py                  # Pydantic Settings
├── _client.py                  # Client (lazy service properties)
├── models/
│   ├── base.py                 # CoreModel (strict Pydantic v2)
│   ├── mcp.py                  # MCPServerCommand|MCPServerURL, MCPConfig
│   ├── plugin.py               # MCPPluginInfo, PluginCache, PluginCacheStore
│   ├── sidecar.py              # Review, Fix, Init, ActivityEntry
│   ├── project_map.py          # Map models
│   └── task.py                 # Task models
├── services/
│   ├── plugin_service.py       # Registry search, install/uninstall, background indexing
│   ├── mcp_service.py          # MCP config read/write (project + global)
│   └── sidecar_service/        # Decomposed into domain mixins
│       ├── _base.py            # State, lock, scan, usage, activity
│       ├── _review.py          # LLM review + review.md
│       ├── _fix.py             # LLM fix for tasks
│       ├── _init.py            # LLM project init (balanced model + fallback)
│       ├── _tasks.py           # Task CRUD
│       ├── _mcp.py             # MCP registration + project hooks + Makefile
│       └── _status.py          # Status + map access
├── sidecar/
│   ├── server.py               # FastMCP server (12 tools)
│   ├── hook.py                 # CLI (11 commands, auto-scan logic)
│   ├── scanner.py              # .claude/ filesystem scanner
│   ├── mapper.py               # Project map generator
│   ├── exclusions.py           # Junk filter + .gitignore
│   ├── activity.py             # Activity logger (JSONL, auto-rotate)
│   ├── cache.py                # SHA256 annotation cache
│   ├── tasks.py                # Task queue manager
│   └── prompts.py              # LLM prompt templates
└── ui/
    ├── main.py                 # Streamlit entry point
    └── app/                    # Dashboard tabs (decomposed)
        ├── __init__.py         # Main routing + sidebar menu
        ├── _auditor.py         # Health Auditor
        ├── _skills.py          # Skill Studio
        ├── _mcp.py             # MCP Studio + Plugin Browser
        ├── _hooks.py           # Hooks Manager
        ├── _sidecar.py         # Sidecar Monitor
        ├── _project_map.py     # Project Map
        ├── _tasks.py           # Task Queue
        ├── _settings.py        # Settings & Security
        └── _graph.py           # Trigger Graph

Cost

Operation Tokens Cost
Documentation review ~1800 ~$0.0005
Fix a task ~500 ~$0.0001
Project init (balanced) ~5000 ~$0.001
Map generation (45 dirs) ~5000 ~$0.001
Map incremental (cached) 0 $0.00
Auto-scan (1x/day) ~1800 ~$0.0005
Tasks / status / read 0 $0.00
Plugin search (cached) 0 $0.00

Full cycle: ~$0.003. Daily estimate: ~$0.003/day (auto-scan + occasional map updates).

Testing

make test   # 272+ tests

Development

make patch          # 0.1.0 → 0.1.1
make minor          # 0.1.0 → 0.2.0
make build          # sdist + wheel
make publish        # upload to PyPI
make publish-test   # upload to TestPyPI
make install-global # pip install -e . (local dev)

License

MIT

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