semble
MCPFast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read
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git clone https://github.com/MinishLab/sembleStars
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About
Fast and Accurate Code Search for Agents Uses ~98% fewer tokens than grep+read
Semble is a code search library built for agents. It returns the exact code snippets they need instantly, using ~98% fewer tokens than grep+read. Indexing and searching a full codebase end-to-end takes under a second, with ~200x faster indexing and ~10x faster queries than a code-specialized transformer, at 99% of its retrieval quality (see benchmarks). Everything runs on CPU with no API keys, GPU, or external services. Run it as an MCP server or call it from the shell via AGENTS.md and any a…
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code-intelligencesearchtoken-efficiency#embeddings#code-search#agents#mcp#model-context-protocol#retrieval