codebase-memory-mcp Intelligence

Skill by ara.so — MCP Skills collection.

Overview

codebase-memory-mcp is a high-performance code intelligence MCP server that indexes codebases into persistent knowledge graphs. It parses 155 languages using tree-sitter ASTs, resolves call graphs, detects HTTP routes, and enables sub-millisecond structural queries. The Linux kernel (28M LOC) indexes in 3 minutes; average repos in milliseconds.

Key capabilities:

• Graph-based code intelligence: Functions, classes, calls, imports, inheritance as queryable nodes/edges
• Structural search: Find symbols by pattern, trace call chains, detect dead code
• Architecture analysis: Community detection, hotspots, layering, cross-service HTTP linking
• Semantic search: Vector search with bundled embeddings (no API key required)
• 155 languages: Tree-sitter grammars compiled into a single static binary
• 14 MCP tools: All accessible via natural language in any compatible agent

Installation

Quick Install (macOS/Linux)