Manhattan MCP (GitMem)
Token-Efficient Codebase Navigation - MCP Server for the Manhattan Memory System.
Manhattan 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 manhattan-mcp
Quick Start
1. Install Manhattan MCP
pip install manhattan-mcp
2. Configure Your AI Client
Setting up Manhattan MCP is a two-step process:
Step A: Register the Server (One-time)
Add Manhattan MCP to your AI tool's global settings.
Claude Desktop
Add to claude_desktop_config.json:
{
"mcpServers": {
"manhattan": {
"command": "manhattan-mcp",
"args": ["start"]
}
}
}
Cursor Add to Cursor Settings > MCP:
- Name:
manhattan - Type:
command - Command:
manhattan-mcp
GitHub Copilot (VS Code) Add to your Copilot MCP settings:
{
"servers": {
"manhattan": {
"command": "manhattan-mcp",
"args": ["start"]
}
}
}
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
manhattan-mcp setup cursor
# For Claude
manhattan-mcp setup claude
# For Gemini (Antigravity)
manhattan-mcp setup gemini
# For GitHub Copilot
manhattan-mcp setup copilot
# For Windsurf
manhattan-mcp setup windsurf
# For all supported clients
manhattan-mcp setup all
3. Start Navigating!
Once configured, your AI agent can use Manhattan 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 | ~/.manhattan-mcp/data |
MANHATTAN_TIMEOUT |
Request timeout (seconds) | 120 |
CLI Commands
# Start the MCP server (default)
manhattan-mcp start
# Set up client rules (Cursor, Claude, etc.)
manhattan-mcp setup [client]
# Show version
manhattan-mcp --version
# Show help
manhattan-mcp --help
License
MIT License - see LICENSE for details.
Links
- 🌐 Website
- 📖 Documentation
- 🐛 Issues
- 💬 Discord
Metadata
Release files for airesearch-gitmem-mcp 0.0.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 98.0 MB
Release files / airesearch_gitmem_mcp-0.0.0-cp314-cp314-win_amd64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.14 Windows x86-64 |
|
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp314-cp314-win32.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp314-cp314-win32.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.14 Windows x86-32 |
|
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 12.6 MB |
| Tags | CPython 3.14 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp314-cp314-macosx_10_15_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp314-cp314-macosx_10_15_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.14 macOS 10.15+ x86-64 |
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|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp313-cp313-win_amd64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
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|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp313-cp313-win32.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp313-cp313-win32.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.13 Windows x86-32 |
|
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|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 12.8 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
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|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp312-cp312-win_amd64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp312-cp312-win32.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp312-cp312-win32.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.12 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 12.9 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp312-cp312-macosx_10_13_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp312-cp312-macosx_10_13_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.12 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp311-cp311-win_amd64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp311-cp311-win32.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp311-cp311-win32.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.11 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
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|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 13.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
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|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp310-cp310-win_amd64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
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|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp310-cp310-win32.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp310-cp310-win32.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.10 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
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|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Release files / airesearch_gitmem_mcp-0.0.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 12.5 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
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No |
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twine/6.1.0 CPython/3.13.7
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Release files / airesearch_gitmem_mcp-0.0.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
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| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Release files / airesearch_gitmem_mcp-0.0.0-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | airesearch_gitmem_mcp-0.0.0-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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