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semble

by MinishLab
🔓 Open Source Python 🌍 Global free #agents#code-search#embeddings#mcp#mcp-server

About

Semble is a fast, CPU-only code search library by MinishLab designed specifically for AI agents. It efficiently retrieves relevant code snippets via natural language queries, reducing token usage by ~98% compared to traditional grep-and-read methods. Requiring no API keys, GPUs, or external services, it indexes and queries codebases locally in milliseconds, achieving near-transformer retrieval accuracy. It functions seamlessly as an MCP server for instant integration with Claude Code, Cursor, and other agent workflows.

Features

  • Sub-second CPU-only indexing and search
  • Saves ~98% agent token consumption
  • Zero setup without API keys or GPUs
  • Native MCP server integration
  • Near-transformer retrieval accuracy

Supported Platforms

desktop