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semble

MCP

Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

by MinishLab·MinishLab/semble·homepage·Python·v0.5.3
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git clone https://github.com/MinishLab/semble
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About

Fast and Accurate Code Search for Agents Uses ~99% fewer tokens than grep+read

Semble is a code search library built for agents. It returns the exact code snippets they need instantly, using ~99% fewer tokens than grep+read. Indexing and searching a full codebase end-to-end takes under a second, matching the retrieval quality of a code-specialized transformer while indexing ~220x faster and querying ~17x faster (see benchmarks). Everything runs on CPU with no API keys, GPU, or external services. Use it as an MCP server, a CLI tool via AGENTS.md, or a dedicated sub-agent…

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MIT
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code-intelligencesearchtoken-efficiency#embeddings#code-search#agents#mcp#model-context-protocol#retrieval