Dev.to
6/19/2026

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
Generated with AI, which can make mistakes.
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