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context-rot

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NickCirv / engram

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The structural code graph your AI agent can't forget to use. Claude Code hook layer replaces file reads with ~300-token structural summaries. 82% measured token reduction. Context rot is empirically solved (Chroma, 2025). Local SQLite, zero LLM cost, zero cloud, zero native deps.

hooks typescript ai mcp ast knowledge-graph developer-tools cursor code-intelligence llm agent-tools claude-code token-optimization context-engineering claude-code-hooks context-rot structural-code-graph
  • Updated Apr 12, 2026
  • TypeScript

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