MinishLab / semble
Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
Why this job: topics: mcp-server, model-context-protocol, mcp
What it does
- Fast. indexes an average repo in ~500 ms and answers queries in ~1 ms, all on CPU.
- Accurate. NDCG@10 of 0.855 on our benchmarks, on par with code-specialized transformer models, at a fraction of the size and cost.
- Token-efficient. returns only the relevant chunks, using ~99% fewer tokens than grep+read.
- Zero setup. runs on CPU with no API keys, GPU, or external services required.
- MCP server. works with Claude Code, Cursor, Codex, OpenCode, VS Code, and any other MCP-compatible agent.
Get started
uv tool install semble
semble install- Maintenance
- Active
- Last commit yesterday
- Stars
- 6,381
- +32 this week
- Licence
- MIT
- Allows business use
- Downloads for
- None listed
- No release files
- Latest version
- v0.7.3
- Released yesterday
- Built with
- Python
- 99% of the code
Is it looked after?
- Contributors
- 4
- Last 90 days
- Issues
- 97% closed
- 4 still open
- Pull requests
- 162 merged
- 1 waiting
- Releases
- 34
- 30+ in the last year
- Contributing guide (opens in new tab)
- No security policy
- No code of conduct
Similar repos
| Repo | Stars | Last commit | Licence | Downloads for |
|---|---|---|---|---|
| exa-labs / exa-mcp-server | 5,215 | 6 days ago | MIT | No downloads |
| flupkede / codesearch | 101 | 5 days ago | Apache-2.0 | Mac, Windows, Linux |
More: languages, topics and project record
Languages
- Python 99%
- Shell <1%
- Tape <1%
- Makefile <1%
Topics
- agents
- code-search
- embeddings
- mcp
- mcp-server
- model-context-protocol
- retrieval
Project record
- JobMCP servers
- StatusListed
- Commits165
- Forks287
- Watching17
- Stars in 28 days+197
- CreatedApr 6, 2026
- First seen by usNov 7, 2026
- CheckedNov 9, 2026