
Semble
Supports UIby minishlab
Fast, accurate code search for AI agents using semantic and lexical retrieval with 98% fewer tokens than grep.
What it does
Semble is a high-performance code search library designed specifically for AI agents. It allows agents to instantly find relevant code snippets in any repository (local or remote) using a hybrid of semantic embeddings and BM25 lexical search, significantly reducing token consumption and latency compared to traditional grep-and-read workflows.
Tools
search: Find code using natural-language or code queries. Supports git URLs or local paths.find_related: Returns semantically similar code chunks based on a specific file path and line number.
Installation
Install using uv:
uvx --from "semble[mcp]" semble
For Claude Desktop, add to claude_desktop_config.json:
{
"mcpServers": {
"semble": {
"command": "uvx",
"args": ["--from", "semble[mcp]", "semble"]
}
}
}
Supported hosts
Confirmed support for Claude Code, Cursor, Codex, and OpenCode.
Quick install
uvx --from "semble[mcp]" sembleInformation
- Pricing
- free
- Published
- 5/1/2026
- stars






