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MCP for semantic code search that reduces token waste. MCP for semantic code search & navigation that reduces token waste. I built this because I got tired of watching Claude Code read through massive files just to find a few functions.

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    enable agents to search dependency source code

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  2. MCP file tools silently eat your context window.I built one that doesnt

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    🪛 Rust powered precision file tools for AI agents thats minimize context use: patch-based edits, kernel-enforced path confinement. Dramatically fewer tokens than naive read/write. MCP Server or embeddable, bring your own MCP (Rust, Python, Nodejs). Come with Skills.md (npx skills add ckanthony/Chisel)

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  3. Reference MCP

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    let your AI agents search each other's past sessions

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  4. A "Codebase" as an MCP Server

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    Semantic DataFrames for humans and agents

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  5. Sift

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    MCP aggregator that exposes 2 tools instead of hundreds

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