High-Performance Code Intelligence MCP Server

Index codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

⭐ Stars: 7,882
🍴 Forks: 605
🐛 Issues: 117
📦 Language: C
📄 License: MIT
Download Latest Release Quick Start Guide

Why codebase-memory-mcp

⚡

Extreme Indexing Speed

Linux kernel (28M LOC, 75K files) in 3 minutes. RAM-first pipeline with LZ4 compression and in-memory SQLite.

🔌

Plug and Play

Single static binary for macOS, Linux, and Windows. No Docker, no runtime dependencies, no API keys.

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158 Languages

Vendored tree-sitter grammars compiled into the binary. Nothing to install, nothing that breaks.

💰

99% Fewer Tokens

5 structural queries consume ~3,400 tokens vs ~412,000 via file-by-file search. One graph query replaces dozens of grep/read cycles.

🤖

11 Agents Support

Auto-detects Claude Code, Codex CLI, Gemini CLI, Zed, OpenCode, Antigravity, Aider, KiloCode, VS Code, OpenClaw, and Kiro.

📊

Built-in Graph Visualization

3D interactive UI at localhost:9749 (optional UI binary variant).

Knowledge Graph Visualization

Graph visualization UI showing the codebase-memory-mcp knowledge graph

Built-in 3D graph visualization (UI variant) — explore your knowledge graph at localhost:9749

Quick Start

One-line install (macOS / Linux):

curl -fsSL https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.sh | bash

With graph visualization UI:

curl -fsSL https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.sh | bash -s -- --ui

Windows (PowerShell):

# 1. Download the installer
Invoke-WebRequest -Uri https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.ps1 -OutFile install.ps1

# 2. (Optional but recommended) Inspect the script
notepad install.ps1

# 3. Run it
.\install.ps1

Pre-built Binaries

macOS (Apple Silicon)

Standard Binary With Graph UI

macOS (Intel)

Standard Binary With Graph UI

Linux (x86_64)

Standard Binary With Graph UI

Linux (ARM64)

Standard Binary With Graph UI

Windows (x86_64)

Standard Binary With Graph UI

Performance Benchmarks

Operation Time Notes
Linux kernel full index 3 min 28M LOC, 75K files → 4.81M nodes, 7.72M edges
Linux kernel fast index 1m 12s 1.88M nodes
Django full index ~6s 49K nodes, 196K edges
Cypher query <1ms Relationship traversal
Name search (regex) <10ms SQL LIKE pre-filtering
Dead code detection ~150ms Full graph scan with degree filtering
Trace call path (depth=5) <10ms BFS traversal
View Full Benchmarks

Security & Trust

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VirusTotal Scanned

All binaries scanned by 70+ antivirus engines. Zero detections required to publish.

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SLSA Level 3

Cryptographic build provenance generated by GitHub Actions. Verifiable artifacts.

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Local Processing

All processing happens 100% locally. Your code never leaves your machine.

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MIT License

Open source with permissive licensing. Full source available for audit.