{"repo":"MinishLab/semble","free":true,"listed":false,"github":"https://github.com/MinishLab/semble","clone":"git clone https://github.com/MinishLab/semble.git","description":"Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read","language":"Python","stars":5893,"topics":["agents","code-search","embeddings","mcp","mcp-server","model-context-protocol","retrieval"],"license":"MIT","category":"mcp-servers","readme_excerpt":"Fast and Accurate Code Search for Agents Uses 99% fewer tokens than grep+read Quickstart • CLI • MCP Server • Installation • Benchmarks 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, and any coding agent (Claude Code, Cursor, Codex, OpenCode, etc.) gets instant access to any repo. Quickstart Your agent queries Semble in natural language (e.g. \"How is authentication handled?\" ) and gets back only the relevant code snippets, without grepping or reading full files. The fastest way to get started is the interactive installer. Install uv, then run: semble install detects installed coding agents such as Claude Code, Codex, and OpenCode, and then lets you choose which integrations to enable: - MCP server : lets the agent call Semble directly as a tool. - Instructions : adds CLI usage guidance to AGENTS.md / CLAUDE.md. - Sub-agent : installs a dedicated semble-search sub-agent. To undo the setup, run semble uninstall . For manual setup instructions (MCP config per agent, AGENTS.md snippet, sub-agent files), see the installation docs. Updating ","default_branch":null,"files":null,"tree":[],"storefront":"/r/MinishLab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/MinishLab/semble/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}