johunsang/semble_rs
115 stars · Last commit 2026-05-15
Fast, AI-agent-native code search in Rust — hybrid BM25 + semantic, Tree-sitter AST chunking, dependency & impact analysis. Drop-in replacement for grep/cat/read/ls in Claude Code, Codex, Cursor, Aider, OpenHands.
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<!-- Keywords: code search, semantic code search, AI agent, LLM, BM25, embeddings, tree-sitter, AST, dependency graph, impact analysis, Rust, CLI, Claude Code, Codex, Cursor, grep replacement, token reduction, potion-code, model2vec, hybrid search, RRF, build output digest, CI log compression, korean code search, 한글 코드 검색 --> <h2 align="center"> semble_rs<br/> Fast and Accurate Code Search for Agents — in Rust<br/> <sub>Replaces grep / cat / read / ls and compresses build & CI output. Up to <b>-99%</b> tokens.</sub> </h2> <div align="center"> <p> <a href="https://opensource.org/licenses/MIT"><img src="https://img.shields.io/badge/License-MIT-yellow.svg" alt="License: MIT"></a> <a href="https://www.rust-lang.org"><img src="https://img.shields.io/badge/rust-1.75%2B-orange.svg" alt="Rust"></a> <img src="https://img.shields.io/badge/platform-macOS%20%7C%20Linux%20%7C%20Windows-blue.svg" alt="Platform"> <a href="#benchmarks"><img src="https://img.shields.io/badge/agent%20tokens-up%20to%20--99%25-brightgreen.svg" alt="Token savings"></a> <a href="./README.ko.md"><img src="https://img.shields.io/badge/%ED%95%9C%EA%B5%AD%EC%96%B4-README.ko.md-blue.svg" alt="한국어"></a> </p> <p> <a href="#quickstart">Quickstart</a> • <a href="#search">Search</a> • <a href="#tree">Tree</a> • <a href="#digest">Digest</a> • <a href="#dependency-graph">Deps / Impact</a> • <a href="#how-it-works">How it works</a> • <a href="#benchmarks">Benchmarks</a> </p> </div> `semble_rs` is a Rust port and superset of [MinishLab/semble](https://github.com/MinishLab/semble) built for AI coding agents. It returns the exact code chunks an agent needs, prints a token-cheap codebase tree instead of `ls -R`, and compresses 3 MB CI logs into 35 KB. One single binary, no daemon, no API keys, no GPU. Hybrid BM25 + [Model2Vec](https://github.com/MinishLab/model2vec) static embeddings with code-aware reranking, plus a dependency graph, AST chunking, and a `digest` pipeline for build / test / CI output. ## Quickstart ```bash # Install Rust if needed, then: git clone https://github.com/johunsang/semble_rs.git && cd semble_rs cargo install --path .