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Codebase Memory

Official

by DeusData · C

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

io.github.DeusData/codebase-memory-mcp MCP Server

This MCP server provides a codebase knowledge graph for AI agents. It is described as supporting 159 languages and sub-millisecond queries, with claims of “99% fewer tokens.” The repository centers on code analysis and code intelligence using knowledge-graph and AST-oriented tooling.

🛠️ Key Features

  • Codebase knowledge graph for AI agents
  • 159 languages supported
  • Sub-ms query performance
  • “99% fewer tokens” claim
  • Includes tooling aligned with AST/tree-sitter and graph visualization

🚀 Use Cases

  • Code analysis and code intelligence for agents
  • Knowledge-graph queries over code
  • Graph visualization and codebase exploration
  • Cypher-based querying (as referenced by topics)

⚡ Developer Benefits

  • Developer tools oriented toward code intelligence
  • Model Context Protocol (MCP) server integration
  • Suitable for workflows involving code editors/agents (topics reference Claude Code, Cursor, Windsurf, Aider)

⚠️ Limitations

  • Supported capabilities are only described at a high level (knowledge graph, languages, query speed, token reduction) without detailed constraints in the provided excerpt.

Topics

claude-codecode-analysiscode-intelligencedeveloper-toolsknowledge-graphmcpmcp-servermodel-context-protocolsqlitetree-sittercodexcursorwindsurfaidergemini-cligraph-visualizationkilocodeopencodeastcypher