DeusData/codebase-memory-mcp

Health v2 · maintenance only

Adoption not part of the score

40771 stars · 3305 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A Model Context Protocol (MCP) server that indexes codebases into a persistent knowledge graph of functions, classes, call chains, and HTTP routes using tree-sitter AST parsing across 158 languages. It ships as a single static C binary with zero dependencies, letting AI coding agents answer structural code questions with far fewer tokens than file-by-file exploration.

Use cases

• index a codebase so AI coding agents can query code structure
• reduce token usage when an LLM explores a large repository
• build a knowledge graph of functions, classes, and call chains
• give Claude Code or Cursor fast structural code search via MCP
• visualize and explore codebase dependencies as a graph
• answer questions like 'who calls this function' without reading files

When to choose

• you use MCP-compatible AI coding agents and want faster, cheaper codebase exploration
• you need fast structural queries over very large repositories
• you want a dependency-free, locally-run code intelligence tool that keeps code private

When to avoid

• you need deep semantic analysis beyond AST and hybrid LSP resolution
• you want a chatbot or embedded LLM - this is a structural backend only
• your tooling does not support the Model Context Protocol

Facets

service · maturity active

mcp parser search-engine developer-tools code-review developer-tools large-language-models parsers apis windows cli self-hosted mcp-server tree-sitter knowledge-graph code-intelligence static-analysis sqlite ast llm-tools single-binary ai-agents macos linux

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