---
title: "semble"
type: "tool"
slug: "minishlab-semble"
canonical_url: "https://www.graphcanon.com/tools/minishlab-semble"
github_url: "https://github.com/MinishLab/semble"
homepage_url: "https://minish.ai/packages/semble/introduction/"
stars: 5581
forks: 236
primary_language: "Python"
license: "MIT"
archived: false
categories: ["vector-databases", "ai-agents", "developer-tools"]
tags: ["embeddings", "mcp-server", "agents", "python", "model-context-protocol", "retrieval", "mcp", "code-search"]
updated_at: "2026-07-11T11:28:43.367439+00:00"
---

# semble

> Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

## Facts

- Repository: https://github.com/MinishLab/semble
- Homepage: https://minish.ai/packages/semble/introduction/
- Stars: 5,581 · Forks: 236 · Open issues: 8 · Watchers: 15
- Primary language: Python
- License: MIT
- Last pushed: 2026-07-08T08:59:00+00:00

## Trust & health

_Signals computed from public GitHub metadata. Not a security guarantee._

- Maintenance: Very active (computed 2026-07-11T11:28:41.778Z)
- Security scan: No MCP manifest (0 critical, 0 high, 0 medium, 0 low) · last scan 2026-07-11T11:28:42.327Z
- Full report: [trust report](/tools/minishlab-semble/trust.md) · [JSON](https://www.graphcanon.com/api/graphcanon/tools/minishlab-semble/trust)

## Categories

- [Vector Databases](/categories/vector-databases.md)
- [AI Agents](/categories/ai-agents.md)
- [Developer Tools](/categories/developer-tools.md)

## Tags

embeddings, mcp-server, agents, python, model-context-protocol, retrieval, mcp, code-search

## Category neighbours (exploratory)

_Same-category tools for discovery only - not curated alternatives. Cap shown at six._

- [ECC](/tools/affaan-m-ecc.md) - The agent harness performance optimization system for AI agents (★ 228,395) [Very active]
- [hermes-agent](/tools/nousresearch-hermes-agent.md) - The agent that grows with you (★ 212,994) [Very active]
- [n8n](/tools/n8n-io-n8n.md) - Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. (★ 196,027) [Very active]
- [AutoGPT](/tools/significant-gravitas-autogpt.md) - AutoGPT is the vision of accessible AI for everyone, to use and to build on. (★ 185,464) [Very active]
- [prompts.chat](/tools/f-prompts-chat.md) - Share, discover, and collect prompts from the community (★ 165,372) [Very active]
- [JavaGuide](/tools/snailclimb-javaguide.md) - Java Interview & Backend General Guide, covering computer basics, databases, distributed systems, high concurrency, system design, and AI application development (★ 156,948) [Very active]

_+ 2 more not listed._

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/tools/minishlab-semble`](/api/graphcanon/tools/minishlab-semble)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_