DocScout

Builds a knowledge graph from GitHub org documentation for AI architecture queries.

DocScout is an MCP server that scans GitHub organization repositories for documentation files, builds a knowledge graph of code architecture, and answers questions about system structure without hallucination. It provides 23 tools across scanning, knowledge graph management, and semantic search categories, supporting entity and relation management, dependency analysis, and topology mapping for large engineering organizations.