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Dev.to
Dev.to
6/19/2026
Stop Re-explaining Your Codebase to AI — Give It Permanent Memory Instead

Stop Re-explaining Your Codebase to AI — Give It Permanent Memory Instead

Short summary

Knowledge Master creates a local knowledge graph giving AI agents permanent memory of your codebase architecture, dependencies, and ownership using static analysis. It answers developer questions like blast-radius impact, risk assessment, and file ownership through MCP tools for Claude, Cursor, and other AI agents. The tool runs entirely locally with FalkorDB and tree-sitter, requiring no cloud APIs, and is available as MIT-licensed open source.

  • Local knowledge graph tool solving the problem of re-explaining codebases to AI agents
  • Provides CLI commands for blast-radius analysis, risk assessment, and file ownership detection
  • Runs locally via Docker, integrates with Claude/Cursor via MCP protocol, open-source MIT license

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