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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 for Claude Code. Keeps your project documentation accurate, your context lean, and your LLM session aware of what matters — automatically.

cmdop-claude dashboard

~$0.003 per full cycle (scan → review → fix → map) using DeepSeek V3.2 via SDKRouter.


What it does

Claude Code's .claude/ folder is powerful but static. cmdop-claude makes it live:

  • Documentation review — LLM finds stale docs, contradictions between docs and actual code, coverage gaps, and abandoned plans. Runs automatically once per day.
  • Project map — annotates directories with one-sentence descriptions. Cached by SHA256; only changed dirs cost tokens.
  • Task queue — review findings become structured tasks (T-001.md, T-002.md, ...). Top pending items injected into every prompt automatically.
  • Auto-fix — LLM generates targeted file edits for any task. Preview diff or apply directly.
  • Project init — bootstraps CLAUDE.md + rules from scratch for bare projects. Two-step LLM pipeline: cheap model selects which files to read → balanced model generates project-specific docs.
  • Docs search — agents call docs_search / docs_get MCP tools to find and read bundled documentation (djangocfg guides, etc.) with BM25 full-text search. No external service.
  • Plugin browser — searches Smithery + Official MCP registries (~1000 plugins), installs to ~/.claude.json.

Everything runs as Claude Code hooks. Zero manual steps after setup.


How it works

UserPromptSubmit hook
  └─ inject-tasks
      ├─ auto-scan if >24h since last review
      │   ├─ LLM reviews .claude/ docs, plans, deps, commits
      │   └─ creates/updates tasks from findings
      └─ injects top 3 pending tasks into context

PostToolUse hook (Write|Edit)
  └─ map-update (debounced 60s)
      ├─ scans changed directories
      ├─ SHA256 cache → skips unchanged dirs (0 tokens)
      └─ LLM annotates new/changed dirs only

sidecar_init (MCP tool / CLI)
  ├─ Step 1 (cheap LLM): build file tree → select ≤25 most informative files
  │   └─ prioritises: configs, entry points, core domain, Makefile
  └─ Step 2 (balanced LLM): read selected files (40 lines each) → generate
      ├─ CLAUDE.md — project-specific, references actual files/libs
      └─ .claude/rules/*.md — tech-stack rules with real file citations

docs_search / docs_get (MCP tools)
  ├─ bundled docs.db (SQLite FTS5) shipped inside the package
  ├─ BM25 ranking + Porter stemmer ("migrat*" → migration/migrate/...)
  ├─ phrase search ("django migration"), prefix (migrat*), boolean (AND/NOT)
  └─ user can add custom sources via ~/.claude/cmdop.json → docsPaths

Install

pip install cmdop-claude

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

Get your API key at sdkrouter.com (free tier available).


Quick Start

pip install cmdop-claude
cd your-project
python -m cmdop_claude.sidecar.hook setup

setup does everything in one shot:

  • Saves your SDKRouter API key to ~/.claude/cmdop.json (once for all projects)
  • Registers the MCP server for the current project via claude mcp add
  • Installs Claude Code hooks in .claude/settings.json
  • Configures plansDirectory: ".claude/plans"
  • Generates .claude/Makefile with convenience commands
  • Runs init if no CLAUDE.md found → generates docs via LLM

Uninstall

python -m cmdop_claude.sidecar.hook unregister

MCP Tools

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
docs_search no Full-text search across bundled + custom docs
docs_get no Read a documentation file by path
docs_list no List all indexed documentation files by source

All sidecar tools are called directly — they are not deferred tools, do not search for them via ToolSearch.

docs_search query syntax

migration              # word + stemmed forms (migrate, migrations)
"django migration"     # exact phrase
django AND testing     # both words required
migrat*                # prefix match
django NOT celery      # exclusion

CLI

python -m cmdop_claude.sidecar.hook setup          # full setup (recommended)
python -m cmdop_claude.sidecar.hook register       # MCP + hooks + Makefile
python -m cmdop_claude.sidecar.hook unregister     # remove MCP via claude mcp remove
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()

result = client.sidecar.generate_review()
fix    = client.sidecar.fix_task("T-001", apply=True)
init   = client.sidecar.init_project()
map_   = client.sidecar.generate_map()

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

Streamlit Dashboard

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

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

Docs Browser — search and read bundled documentation directly in the UI. Shows all indexed files grouped by source, with full-text search and inline markdown rendering.

Plugin Browser searches Smithery + Official MCP registries (~1000 plugins) with background index caching.

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

Configuration

API Key

Read in this order:

  1. SDKROUTER_API_KEY env var
  2. ~/.claude/cmdop.jsonsdkrouterApiKey (written by setup)
  3. Falls back silently — LLM features skip, read-only tools still work
export SDKROUTER_API_KEY=your-key
# or
echo '{"sdkrouterApiKey": "your-key"}' > ~/.claude/cmdop.json

Docs Sources

By default, docs_search searches the bundled docs.db shipped with the package. Add custom sources in ~/.claude/cmdop.json:

{
  "sdkrouterApiKey": "...",
  "docsPaths": [
    {
      "path": "/path/to/your/docs",
      "description": "My project docs — API reference, guides"
    },
    {
      "path": "/path/to/prebuilt.db",
      "description": "Pre-built FTS5 index"
    }
  ]
}

Each source can be:

  • A directory of .md / .mdx files — indexed in-memory on demand
  • A .db file — pre-built SQLite FTS5 index, fastest option

MDX files are automatically converted to clean Markdown (JSX/imports stripped).

Bundled Docs (for package maintainers)

To bundle your own docs into the package, update Makefile:

DOCS_SRC := /path/to/your/docs
DOCS_DB  := src/cmdop_claude/docs/docs.db

sync-docs:
    python -c "from pathlib import Path; \
    from cmdop_claude.services.docs_builder import build_db; \
    build_db(Path('$(DOCS_SRC)'), Path('$(DOCS_DB)'), 'my-docs')"

Then run make sync-docs before make publish.

Environment Variables

Variable Default Description
SDKROUTER_API_KEY LLM backend key
CMDOP_CLAUDE_DIR_PATH .claude Path to .claude directory
CLAUDE_CP_SIDECAR_MODEL deepseek/deepseek-v3.2 Model for review/fix/map
CLAUDE_CP_SMITHERY_API_KEY Smithery registry key (optional)
CMDOP_DEBUG_MODE false Debug logging

Init uses Model.balanced(json=True) from SDKRouter (best model for structured output). Everything else uses DeepSeek V3.2 (cheap, fast).


File Layout

.claude/
├── CLAUDE.md                # project instructions (auto-generated or hand-written)
├── project-map.md           # directory annotations (auto-updated)
├── settings.json            # hooks + plansDirectory
├── Makefile                 # convenience commands
├── rules/*.md               # coding guidelines
├── plans/*.md               # Claude Code plans (project-local)
└── .sidecar/                # runtime state (git-ignored)
    ├── review.md            # latest review output
    ├── history/*.md         # past reviews
    ├── tasks/T-001.md       # task queue (YAML frontmatter + markdown)
    ├── map_cache.json       # SHA256 annotation cache
    ├── merkle_cache.json    # dir hash cache for init tree summarizer
    ├── git_context.json     # own vs external repo classification cache
    ├── 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 (env vars)
├── _client.py                  # Client entry point (lazy service props)
├── models/
│   ├── base.py                 # CoreModel (strict Pydantic v2)
│   ├── cmdop_config.py         # CmdopConfig, DocsSource — ~/.claude/cmdop.json
│   ├── git_context.py          # RepoInfo, GitContext, LLMRepoClassification
│   ├── sidecar.py              # Review, Fix, Init, Map, ActivityEntry
│   ├── project_map.py          # Map annotation models
│   ├── task.py                 # Task queue models
│   ├── mcp.py                  # MCPServerCommand, MCPServerURL, MCPConfig
│   └── plugin.py               # MCPPluginInfo, PluginCache
├── services/
│   ├── docs_service.py         # DocsService — SQLite FTS5 search + MDX converter
│   ├── docs_builder.py         # build_db — indexes docs into docs.db at publish time
│   ├── plugin_service.py       # Registry search, install, background indexing
│   ├── mcp_service.py          # MCP config read/write
│   └── sidecar_service/
│       ├── _base.py            # State, lock, scan, usage, activity
│       ├── _review.py          # LLM review → review.md
│       ├── _fix.py             # LLM fix for tasks
│       ├── _init.py            # two-step LLM init pipeline (file select → generate)
│       ├── _tasks.py           # Task CRUD
│       ├── _mcp.py             # MCP registration + hooks + Makefile
│       └── _status.py          # Status + map access
├── docs/
│   └── docs.db                 # Bundled SQLite FTS5 index (djangocfg guides)
└── sidecar/
    ├── server.py               # FastMCP server (14 tools)
    ├── hook.py                 # CLI (11 commands)
    ├── git_context.py          # GitContextService
    ├── text_utils.py           # normalize_content
    ├── tree_summarizer.py      # TreeSummarizer — chunked parallel LLM dir analysis
    ├── toon.py                 # TOON serializer — token-efficient tree format
    ├── merkle_cache.py         # MerkleCache — SHA256 dir hashing
    ├── mapper.py               # Project map generator
    ├── scanner.py              # .claude/ filesystem scanner
    ├── exclusions.py           # Junk filter + .gitignore integration
    ├── activity.py             # Activity logger (JSONL, auto-rotate)
    ├── cache.py                # SHA256 annotation cache for map
    ├── tasks.py                # Task queue manager
    └── prompts.py              # LLM prompt templates

Cost

Operation Tokens Cost
Documentation review ~1800 ~$0.0005
Fix a task ~500 ~$0.0001
Project init ~5000 ~$0.001
Map generation (45 dirs) ~5000 ~$0.001
Map incremental (cached dirs) 0 $0.00
docs_search / docs_get 0 $0.00
Read-only operations 0 $0.00

Full cycle: ~$0.003. Daily estimate: ~$0.001–0.003/day.


Testing

make test   # 342+ tests

License

MIT

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