semble — MCP Server by MinishLab

by MinishLab · MCP Server · ★ 5.5k

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About semble

Fast and Accurate Code Search for Agents Quickstart • Main Features • MCP Server • How it works • Benchmarks Semble is a code search library built for agents. It returns the exact code snippets they need instantly, cutting both token usage and waiting time on every step. 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 and any agent (Claude Code, Cursor, Codex, OpenCode, etc.) gets instant access to any repo, cloned and indexed o

agentscode-searchembeddingsmcpmcp-servermodel-context-protocolretrieval

Quick Facts

Stars5,467
Forks233
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score73.3515872207022/100
Open Issues11
Last Updated2026-07-02
Created2026-04-06
Platformsmcp, python
Est. Tokens~15k

semble alternative? Top 6 similar tools

Looking for a semble alternative? If you're comparing semble with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • exa-mcp-server by exa-labs · ⭐ 4.6k

    Exa MCP for web search and web crawling!

  • fastmcp by PrefectHQ · ⭐ 25.9k

    🚀 The fast, Pythonic way to build MCP servers and clients.

  • mcp-for-beginners by microsoft · ⭐ 16.7k

    This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cr

  • mcp-use by mcp-use · ⭐ 10.2k

    The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.

  • mcp-agent by lastmile-ai · ⭐ 8.1k

    Build effective agents using Model Context Protocol and simple workflow patterns

  • lamda by firerpa · ⭐ 7.8k

    Android Full-Stack Device Control Platform: WebRTC/H.264 remote desktop, UI/OCR/image-matching automation, one

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Frequently Asked Questions

What is semble?

semble is Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read. It is categorized as a MCP Server with 5.5k GitHub stars.

What programming language is semble written in?

semble is primarily written in Python. It covers topics such as agents, code-search, embeddings.

How do I install or use semble?

You can find installation instructions and usage details in the semble GitHub repository at github.com/MinishLab/semble. The project has 5.5k stars and 233 forks, indicating an active community.

What license does semble use?

semble is released under the MIT license, making it free to use and modify according to the license terms.

What are the best alternatives to semble?

The top alternatives to semble on Agent Skills Hub include exa-mcp-server, fastmcp, mcp-for-beginners. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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