Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
⚡ Executive Summary & Quick Facts
Authoritative Sourcesemble is semble is an open-source project written in Python: Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), MinishLab/semble has accumulated 6,396 GitHub stars and 289 forks. It is written in Python, licensed under MIT, and ranks #2,446 globally. It is actively maintained with the latest commit recorded on Nov 8, 2026.”
| Repository | MinishLab/semble ↗ |
|---|---|
| Primary Category | agents |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 6.4K stars · ⑂ 289 forks · #2,446 globally |
| Maintenance | ● Active (Last commit: Nov 8, 2026) · 5 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 97/100 · Grade A+Yes, semble is actively maintained. Continuous telemetry recorded the last code commit on Nov 8, 2026 (5 days ago). Supported by 6,396 stars and 289 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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[](https://githubrepo.cloud/repo/MinishLab/semble?utm_source=readme_badge) [](https://githubrepo.cloud/repo/MinishLab/semble?utm_source=readme_badge) [](https://githubrepo.cloud/repo/MinishLab/semble?utm_source=readme_badge) [](https://githubrepo.cloud/repo/MinishLab/semble?utm_source=readme_badge) [](https://githubrepo.cloud/repo/MinishLab/semble?utm_source=readme_badge)Momentum
+213
STARS · LAST 30 DAYS
7
PER DAY
#396
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +213 | +213 | +630 |
| Per day | 30 | 7 | 7 |
| Forks gained | +16 | +16 | +14 |
semble gained 213 stars in the last 30 days, about 7 a day, and now has 6.4K. It is about 1 year old and has averaged roughly 6.4K stars a year. It ranks #396 among Python repositories and #2,446 across all languages on GitHubRepo.
Trending Record
44
DAYS ON TRENDING
#574
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
semble has maintained a continuous presence across global trending indexes, peaking at #574. Below is the 30-day activity profile:
💡 Overview
semble is an open-source project written in Python: Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agents, code-search, embeddings. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install semble⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
semble coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with semble.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install semble using your package manager: `pip install semble`
Initialize your project workspace or configuration file for semble.
Import semble into your codebase or invoke it directly from your terminal.
Execute your test suite or run `semble --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
MinishLab/semble is currently ranked #2,446 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,441 | melonjs/melonJS | JavaScript | ★ 6.4K | Compare ↗ |
| #2,441 | vercel-labs/scriptc | TypeScript | ★ 6.4K | Compare ↗ |
| #2,441 | CopilotKit/openmuse | TypeScript | ★ 6.4K | Compare ↗ |
| #2,444 | devlooped/moq | C# | ★ 6.4K | Compare ↗ |
| #2,445 | kenn-io/agentsview | Go | ★ 6.4K | Compare ↗ |
| #2,446 | MinishLab/semble This Project | Python | ★ 6.4K | |
| #2,446 | AsyncHttpClient/async-http-client | Java | ★ 6.4K | Compare ↗ |
| #2,448 | RichardLitt/standard-readme | JavaScript | ★ 6.4K | Compare ↗ |
| #2,449 | crocodilestick/Calibre-Web-Automated | JavaScript | ★ 6.4K | Compare ↗ |
| #2,450 | apache/camel | Java | ★ 6.4K | Compare ↗ |
| #2,450 | DavidAnson/markdownlint | JavaScript | ★ 6.4K | Compare ↗ |
Frequently Asked Questions
What does semble do? +
Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
Is semble actively maintained in 2026? +
Yes, semble is actively maintained. The latest code push was recorded on Nov 8, 2026 (5 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 6,396 stars and 5 open issues.
What language is semble written in? +
The primary language is Python. Topics include: agents, code-search, embeddings, mcp, mcp-server.
How many stars does semble have? +
semble has 6,396 stars and 289 forks on GitHub.
How does semble rank among GitHub repositories? +
With 6,396 stars, MinishLab/semble is ranked #2,446 globally across all repositories tracked on GitHubRepo and #396 among Python projects.
What license is semble distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
