MinishLab

Semble — Development skill for Claude Code

Development community

Fast and Accurate Code Search for Agents.

How to install Semble

This entry records only its repository, not the path inside it, so there is no exact command to give. Open MinishLab/semble and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Semble does

Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read

Alternatives in Development

Code Review Graph — Local knowledge graph for Claude Code 3.7k ★
Agent Skill — A Claude Code plugin marketplace containing the ast-grep skill for powerful structural code search using Abstr 851 ★
Openwolf — Sharper context 699 ★

README

Fast and Accurate Code Search for Agents
Uses ~99% fewer tokens than grep+read

[Quickstart](#quickstart) • [CLI](#cli) • [MCP Server](#mcp-server) • [Installation](docs/installation.md) • [Benchmarks](#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 for most repos, matching the retrieval quality of a code-specialized transformer while indexing ~380x faster and querying ~17x faster (see [benchmarks](#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.