GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026
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Decision brief
Semble is a Python-based tool that facilitates fast and accurate code search for AI agents with up to 98% fewer tokens compared to traditional grep+read methods.
Good fit when
- - Use Semble when you are specifically working with AI agents or models and require efficient, token-economical code search operations.
- - It is ideal when your application involves heavy reliance on embeddings for rapid retrieval of relevant code snippets.
Avoid when
- - Avoid using Semble if your use case does not involve AI agents or the model-context-protocol (MCP). Competitor tools might offer better features tailored to non-agent-based code search.
- - Not recommended in scenarios where token efficiency is not a concern, as competitors may provide more versatile functionalities without focusing on token reduction.
- Requirements:
- Operating with Python, Semble does not require Docker for its operation.
Observed Jul 12, 2026 · Source: enrich:decision_facts
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Maintenance and security
Full trust report- Maintenance
- Very active (1d since push)
- As of Sep 20, 2026
- Provenance
- Not a fork · Organization account
- As of Sep 20, 2026
- Security (OSV)
- No MCP manifest
- As of Jul 11, 2026
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install sembleSimilar tools
Same-category neighbours. No typed graph edges are catalogued for this tool yet.
Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
A tool that enables efficient code search using significantly fewer tokens compared to grep+read methods.
Capability facts
- CLI
- CLI entrypoint
Source: pyproject.toml:[project.scripts] · Sep 20, 2026
- Languages
- python
Source: github.language+pyproject.toml · Sep 20, 2026
Categories
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Sep 20, 2026)
ool via AGENTS.md, or a dedicated sub-agent, and any coding agent (Claude Code, Cursor, Codex, OpenCode, etc.) gets instant access to any repo.Source link
Tags
README
<h2 align="center" <img width="30%" alt="semble logo" src="https://raw.githubusercontent.com/MinishLab/semble/main/assets/images/semble logo.png" <br/ Fast and Accurate Code Search for Agents<br/ <sub Uses 99% fewer tokens than grep+read</sub </h2 <div align="center" <h2 <a href=...
For agents
This page has a .md twin and JSON over the API.