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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution
| Date | Stars |
|---|---|
| 2026-07-31 | 293 |
| 2026-08-06 | 295 |
Today
+2 stars today
This week
— stars this week
This month
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Momentum
8.0
growth rate 0.00%/day
<div align="center">
<h1>SkillsVote</h1>
<p><strong>Lifecycle Governance of Agent Skills: From Collection and Recommendation to Evolution</strong></p>
<p><em>Route skills just in time, learn from task execution, and evolve reusable skill libraries through attribution-grounded feedback.</em></p>
<p>Powered by <a href="https://memos.openmem.net/"><b>MemTensor</b></a></p>
</div>
<p align="center">
<a href="https://arxiv.org/abs/2605.18401">
<img alt="arXiv" src="https://img.shields.io/badge/arXiv-2605.18401-b31b1b?style=for-the-badge&logo=arxiv&logoColor=white">
</a>
<a href="https://skills.vote">
<img alt="Website" src="https://img.shields.io/badge/Website-skills.vote-blue?style=for-the-badge&logo=google-chrome">
</a>
<a href="https://mp.weixin.qq.com/s/fA4DbNnCVbsToOt886VcfQ">
<img alt="WeChat Blog" src="https://img.shields.io/badge/WeChat-Blog_Post-07C160?style=for-the-badge&logo=wechat&logoColor=white">
</a>
<a href="http://xhslink.com/o/9c53b8USOxK">
<img alt="rednote" src="https://img.shields.io/badge/rednote-Post-FF2442?style=for-the-badge">
</a>
<a href="https://opensource.org/license/mit/">
<img alt="License" src="https://img.shields.io/badge/License-MIT-green?style=for-the-badge&logo=opensourceinitiative&logoColor=white">
</a>
<a href="#quick-start">
<img alt="Quick Start" src="https://img.shields.io/badge/Quick_Start-Ready_To_Go-yellow?style=for-the-badge&logo=rocket">
</a>
</p>
<div align="center">
<img src="assets/pipeline.png" width="90%">
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## 🧭 What SkillsVote Governs
Agent skills are becoming a reusable execution layer for coding agents, research agents, and workflow agents. SkillsVote starts from this large-scale setting: we have discovered over 🔥 **1.68M** `SKILL.md` files from open-source GitHub repositories, including over 💎 **790K** format-valid skills verified with the official Anthropic skill validator, making SkillsVote the world's largest open agent skill library 🌍.
At this scale, skill management is no longer about manually maintaining a short curated list. Agents face three linked problems: which skills to load before a task, how to tell whether a skill actually helped during execution, and how to update the library without accumulating noisy or unverified experience.
SkillsVote treats skills as lifecycle-managed artifacts. It connects collection, profiling, just-in-time recommendation, trajectory-based attribution, and feedback-driven evolution into one loop:
1. **Collect and profile skills** from open-source or private skill libraries.
2. **Recommend relevant skills** before task execution, instead of loading a large static skill list.
3. **Attribute task outcomes** after execution using trajectories, skill usage, and verifier signals.
4. **Evolve the skill library** by updating or creating reusable skills from grounded, attributed feedback.
## 📰 Latest News
- 📄 **[2026-05-19] Technical Report.** We released the SkillsVote technical report on arXiv: [arXiv:2605.18401](https://arxiv.org/abs/2605.18401).
- 🧭 **[2026-05-18] Local Skill Integration.** We released the first version of `skills-vote-local`, enabling local/private skill recommendation with configurable retrieval strategies.
- 🌅 **[2026-04-09] Special Share.** Core contributor's share on [Linux.do](https://linux.do).
- 📣 **[2026-04-08] Social Launch.** Our launch announcement is now live on [WeChat Blog](https://mp.weixin.qq.com/s/fA4DbNnCVbsToOt886VcfQ) and [rednote](http://xhslink.com/o/9c53b8USOxK).
- 🚀 **[2026-04-03] Launch Day!** Published the very first open-source release of our recommendation and evaluation demos.
## 🗺️ Roadmap: Towards the Full Skill Lifecycle
SkillsVote is being open-sourced in stages to support transparent research on agent skill collection, recommendation, attribution, and evolution.
- [x] **Skill profiling and preprocessing.** Analyze skill runtime requirements, dependencies, quality, and verifiability.
- [x] **Benchmark evaluatExcerpt of 9,097 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:c9df13ff1b353cc4, llm:Topics: agent-skill, agent-skills, llm, llm-agent; description: 'SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution' — focuses on agent skill lifecycle/governance for LLM agents.
matched fp:c9df13ff1b353cc4, llm:Topics: agent-skill, agent-skills, llm, llm-agent; description: 'SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution' — focuses on agent skill lifecycle/governance for LLM agents.
matched fp:c9df13ff1b353cc4, llm:Topics: agent-skill, agent-skills, llm, llm-agent; description: 'SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution' — focuses on agent skill lifecycle/governance for LLM agents.