@doclea/mcp

Local MCP server for Doclea - persistent memory for AI coding assistants.

Installation

Prerequisites

Bun v1.0+ (curl -fsSL https://bun.sh/install | bash)
Docker & Docker Compose
Git

Step 1: Clone and Build

git clone https://github.com/your-org/doclea.git
cd doclea/packages/doclea-mcp

# Install dependencies
bun install

# Download embedding model (first time only, ~130MB)
./scripts/setup-models.sh

# Build
bun run build

Step 2: Start Services

# Start Qdrant + Embeddings
bun run docker:up

# Verify services
curl http://localhost:6333/readyz   # Should return "ok"
curl http://localhost:8080/health   # Should return "ok"

Step 3: Add to Claude Code

Option A: Claude Code CLI (~/.claude.json or project .claude.json):

{
  "mcpServers": {
    "doclea": {
      "command": "bun",
      "args": ["run", "/absolute/path/to/doclea/packages/doclea-mcp/dist/index.js"]
    }
  }
}

Option B: Claude Desktop (~/Library/Application Support/Claude/claude_desktop_config.json on macOS):

{
  "mcpServers": {
    "doclea": {
      "command": "bun",
      "args": ["run", "/absolute/path/to/doclea/packages/doclea-mcp/dist/index.js"]
    }
  }
}

Option C: For development (uses source directly):

{
  "mcpServers": {
    "doclea": {
      "command": "bun",
      "args": ["run", "/absolute/path/to/doclea/packages/doclea-mcp/src/index.ts"]
    }
  }
}

Step 4: Restart Claude Code

After updating config, restart Claude Code to load the MCP server.

Step 5: Initialize Your Project

In Claude Code, navigate to your project and ask:

Initialize doclea for this project

This scans your codebase, git history, and documentation to bootstrap memories.

Usage

Once installed, Claude Code automatically has access to these tools:

Store a Decision

Store this as a decision: We're using PostgreSQL because we need ACID
compliance for financial transactions. Tag it with "database" and "infrastructure".

Search for Context

Search memories for authentication patterns

Generate Commit Message

Generate a commit message for my staged changes

Generate PR Description

Create a PR description for this branch

Find Code Experts

Who should review changes to src/auth/?

Generate Changelog

Generate a changelog from v1.0.0 to HEAD for users

Configuration

Create .doclea/config.json in your project root (optional - uses defaults):

{
  "embedding": {
    "provider": "local",
    "endpoint": "http://localhost:8080"
  },
  "qdrant": {
    "url": "http://localhost:6333",
    "collectionName": "doclea_memories"
  },
  "storage": {
    "dbPath": ".doclea/local.db"
  }
}

Embedding Providers

Provider	Config
local (default)	`{ "provider": "local", "endpoint": "http://localhost:8080" }`
openai	`{ "provider": "openai", "apiKey": "sk-...", "model": "text-embedding-3-small" }`
nomic	`{ "provider": "nomic", "apiKey": "...", "model": "nomic-embed-text-v1.5" }`
voyage	`{ "provider": "voyage", "apiKey": "...", "model": "voyage-3" }`
ollama	`{ "provider": "ollama", "endpoint": "http://localhost:11434", "model": "nomic-embed-text" }`

MCP Tools Reference

Memory Tools

Tool	Description
`doclea_store`	Store a memory (decision, solution, pattern, architecture, note)
`doclea_search`	Semantic search across memories
`doclea_get`	Get memory by ID
`doclea_update`	Update existing memory
`doclea_delete`	Delete memory

Git Tools

Tool	Description
`doclea_commit_message`	Generate conventional commit from staged changes
`doclea_pr_description`	Generate PR description with context
`doclea_changelog`	Generate changelog between refs (markdown/json, developers/users)

Expertise Tools

Tool	Description
`doclea_expertise`	Map codebase expertise, identify bus factor risks
`doclea_suggest_reviewers`	Suggest PR reviewers based on file ownership

Bootstrap Tools

Tool	Description
`doclea_init`	Initialize project, scan git history, docs, and code
`doclea_import`	Import from markdown files or ADRs

Memory Types

decision - Architectural decisions, technology choices
solution - Bug fixes, problem resolutions
pattern - Code patterns, conventions
architecture - System design notes
note - General documentation

Troubleshooting

Docker services not starting

# Check logs
docker compose -f docker-compose.test.yml logs

# Restart
bun run docker:down
bun run docker:up

First startup is slow

The embeddings service downloads the model (~130MB) on first run. After that, it's cached.

Port conflicts

Default ports: Qdrant (6333), Embeddings (8080). Edit docker-compose.test.yml to change.

MCP server not appearing in Claude

Verify the path in config is absolute
Check that bun run build completed successfully
Restart Claude Code completely

Development

# Run in development mode (hot reload)
bun run dev

# Run all tests
bun test

# Run unit tests only
bun run test:unit

# Run integration tests (requires Docker services)
bun run test:integration

# Type check
bun run typecheck

# Build for production
bun run build

Architecture

┌─────────────────────────────────────────────────────────┐
│                     Claude Code                          │
│                         ↓ MCP                            │
├─────────────────────────────────────────────────────────┤
│                   Doclea MCP Server                      │
│  ┌─────────┐ ┌─────────┐ ┌──────────┐ ┌───────────┐    │
│  │ Memory  │ │   Git   │ │Expertise │ │ Bootstrap │    │
│  │  Tools  │ │  Tools  │ │  Tools   │ │   Tools   │    │
│  └────┬────┘ └────┬────┘ └────┬─────┘ └─────┬─────┘    │
│       └───────────┴───────────┴─────────────┘           │
│                         ↓                                │
│  ┌──────────────┐ ┌──────────────┐ ┌──────────────┐    │
│  │   SQLite     │ │    Qdrant    │ │  Embeddings  │    │
│  │  (metadata)  │ │  (vectors)   │ │ (local/API)  │    │
│  └──────────────┘ └──────────────┘ └──────────────┘    │
└─────────────────────────────────────────────────────────┘

License

MIT