Skip to main content

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

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

cmdop_claude-0.1.12.tar.gz (63.8 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

cmdop_claude-0.1.12-py3-none-any.whl (78.9 kB view details)

Uploaded Python 3

File details

Details for the file cmdop_claude-0.1.12.tar.gz.

File metadata

  • Download URL: cmdop_claude-0.1.12.tar.gz
  • Upload date:
  • Size: 63.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.10.18

File hashes

Hashes for cmdop_claude-0.1.12.tar.gz
Algorithm Hash digest
SHA256 85049aa4d899bf063723b4516f0ca337764c535923f02ba9fa453825c9a089c1
MD5 cfc4e56d7a162e5ae9422747d12d29af
BLAKE2b-256 3ad92e217c3ff59ee40fdd8eff71cdb561628e004acb323f4cbdbc2501ae7e37

See more details on using hashes here.

File details

Details for the file cmdop_claude-0.1.12-py3-none-any.whl.

File metadata

  • Download URL: cmdop_claude-0.1.12-py3-none-any.whl
  • Upload date:
  • Size: 78.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.10.18

File hashes

Hashes for cmdop_claude-0.1.12-py3-none-any.whl
Algorithm Hash digest
SHA256 ed31c3a8e4efd4fafc7583e7b301468ce68c0b443e8b22a4131b6e732bec2e46
MD5 7b4cd724eaf8bdbe855461f18fefe0e3
BLAKE2b-256 3a7d18fd6b9f932d4eada19b9273b50a72d2bad1a438a055f1111c68c1370add

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page