Ultra-fast indexed code search engine — faster than ripgrep on repeated searches, lighter than zoekt. Built-in MCP server for AI agents. Also does fast file finding (fd/find alternative).
README
Ultra-fast indexed code search engine with MCP server for AI coding tools.
Pre-builds a trigram inverted index, then searches in milliseconds. Designed for repeated searches on large codebases — by humans and AI agents alike.
--find mode locates files 2-15x faster than fd--format llm produces Markdown with language tags, context lines, and token-aware truncation--changed), recent commits (--since 1h), respects .gitignorexg "pattern". Index builds automatically on first search| | ripgrep | zoekt | xgrep |
|---|---------|-------|-------|
| Setup | None | Server required | None (cargo/npm/pip) |
| First search | Instant | After server start | Auto-builds index |
| Repeated search (Linux kernel) | 1,687ms | 170ms (server) | 37ms |
| File discovery (next.js, 26K files) | N/A | N/A | 9ms (fd: 191ms) |
| Index size | N/A | 155% of source | 8% of source |
| AI agent integration | None | None | MCP server built-in |
| Memory (search) | 11MB | 288MB