GitMem MCP Server - Token-Efficient Codebase Navigation for AI Agents
Project description
GitMem MCP (Manhattan)
Token-Efficient Codebase Navigation - MCP Server for the Manhattan Memory System.
GitMem MCP is a local Model Context Protocol (MCP) server that provides AI agents (Claude Desktop, Cursor, Windsurf, etc.) with a Virtual File System (VFS) backed by compressed, cached code context. It allows agents to understand large codebases while saving 50-80% on tokens.
Features
- 🏗️ GitMem Context - Compressed semantic code skeletons (signatures, summaries, hierarchies).
- 🔍 Hybrid Search - Semantic and keyword search across the entire codebase.
- 📂 VFS Navigation - Browse and read files via token-efficient outlines and contexts.
- 📝 Auto-Indexing - Automatically keeps the code index fresh after edits.
- 📊 Token Analytics - Track token savings and repository indexing status.
Installation
pip install gitmem-mcp
Quick Start
1. Install GitMem MCP
pip install gitmem-mcp
2. Configure Your AI Client
Setting up GitMem MCP is a two-step process:
Step A: Register the Server (One-time)
Add GitMem MCP to your AI tool's global settings.
Claude Desktop
Add to claude_desktop_config.json:
{
"mcpServers": {
"gitmem_mcp": {
"command": "gitmem",
"args": ["start"],
"env": {
"MANHATTAN_API_URL": "https://www.themanhattanproject.ai"
}
}
}
}
Cursor Add to Cursor Settings > MCP:
- Name:
gitmem_mcp - Type:
command - Command:
gitmem start - Env:
MANHATTAN_API_URL:https://www.themanhattanproject.ai
VS Code / GitHub Copilot
Add to mcp.json or your MCP settings:
{
"servers": {
"gitmem_mcp": {
"command": "gitmem",
"args": ["start"],
"env": {
"MANHATTAN_API_URL": "https://www.themanhattanproject.ai"
}
}
}
}
Step B: Apply Project Rules (Per Project)
Run the setup command in your project root to ensure the agent follows the mandatory indexing policy.
# For Cursor
gitmem setup cursor
# For Claude
gitmem setup claude
# For Gemini (Antigravity)
gitmem setup gemini
# For GitHub Copilot
gitmem setup copilot
# For Windsurf
gitmem setup windsurf
# For all supported clients
gitmem setup all
3. Start Navigating!
Once configured, your AI agent can use GitMem MCP to understand your codebase efficiently.
Example Usage
Searching for code:
User: How does the authentication flow work?
AI: *calls search_codebase "authentication flow"*
I found the authentication logic in `auth.py`.
Let me read the context for you...
Understanding a file:
User: Summarize the main functions in server.py
AI: *calls get_file_outline "src/server.py"*
The server.py file contains:
- `start_server()`: Initializes the FastMCP instance...
- `api_usage()`: Returns usage statistics...
Saving tokens:
User: Read the implementation of the memory builder.
AI: *calls read_file_context "src/builder.py"*
(Returns a compressed semantic skeleton, saving 70% tokens)
The memory builder uses a two-phase ingestion process...
Configuration Options
| Environment Variable | Description | Default |
|---|---|---|
MANHATTAN_API_KEY |
Your API key (if using cloud embeddings) | - |
MANHATTAN_API_URL |
Custom API URL (optional) | Gradio Endpoint |
MANHATTAN_MEM_PATH |
Storage path for memory/index | ~/.gitmem-mcp/data |
MANHATTAN_TIMEOUT |
Request timeout (seconds) | 120 |
CLI Commands
# Start the MCP server (default)
gitmem start
# Set up client rules (Cursor, Claude, etc.)
gitmem setup [client]
# Show version
gitmem --version
# Show help
gitmem --help
License
MIT License - see LICENSE for details.
Links
- 🌐 Website
- 📖 Documentation
- 🐛 Issues
- 💬 Discord
Project details
Release history Release notifications | RSS feed
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