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semble

by MinishLab · Python · ★ 5,419

View on GitHub ↗

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

#agents#code-search#embeddings#mcp#mcp-server#model-context-protocol#retrieval

Install

pip install git+https://github.com/MinishLab/semble.git

Auto-generated from the repo's primary language — check the repo's own README for its exact install instructions.

Claude Desktop config

A starting point for your claude_desktop_config.json (auto-generated — the repo's README may specify a published package name or required env vars): 

{
  "mcpServers": {
    "semble": {
      "command": "uvx",
      "args": [
        "git+https://github.com/MinishLab/semble.git"
      ]
    }
  }
}

From the README

Fast and Accurate Code Search for Agents Uses ~98% fewer tokens than grep+read [Quickstart](#quickstart) • [CLI](#cli) • [MCP Server](#mcp-server) • [Installation](docs/installation.md) • [Benchmarks](#benchmarks) 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 qualit…
Read full README on GitHub →

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