Top AI Repos — open-source AI, indexed and scored
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.
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.
Comprehensive open-source library of AI research and engineering skills for any AI model. Package the skills and your claude code/codex/gemini agent will be an AI research agent with full horsepower. Maintained by Orchestra Research.
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Today
+26 stars today
This week
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This month
+995 stars this month
Momentum
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growth rate 1.52%/day
# AI Research `Skills` Library > **The most comprehensive open-source skills library enabling AI agents to autonomously conduct AI research — from idea to paper** <p align="center"> <img src="docs/assets/promo.gif" alt="AI Research Skills Demo" width="700"> </p> <p align="center"> <a href="https://opensource.org/licenses/MIT"><img src="https://img.shields.io/badge/License-MIT-yellow.svg" alt="License: MIT"></a> <a href="https://www.npmjs.com/package/@orchestra-research/ai-research-skills"><img src="https://img.shields.io/npm/v/@orchestra-research/ai-research-skills.svg" alt="npm version"></a> <a href="https://www.orchestra-research.com/perspectives/ai-research-skills"><img src="https://img.shields.io/badge/Blog-Read%20More-orange.svg" alt="Blog Post"></a> <a href="https://join.slack.com/t/orchestrarese-efu1990/shared_invite/zt-3iu6gr8io-zJvpkZTPToEviQ9KFZvNSg"><img src="https://img.shields.io/badge/Slack-Join%20Community-4A154B.svg?logo=slack" alt="Slack"></a> <a href="https://x.com/orch_research"><img src="https://img.shields.io/badge/Twitter-Follow-1DA1F2.svg?logo=x" alt="Twitter"></a> <a href="https://www.linkedin.com/company/orchestra-research/"><img src="https://img.shields.io/badge/LinkedIn-Follow-0A66C2.svg?logo=linkedin" alt="LinkedIn"></a> </p> <div align="center"> ### **98 Skills Powering AI Research in 2026** </div> <details> <summary><b>View All 23 Categories</b></summary> <div align="center"> | | | | |:---:|:---:|:---:| | **Autoresearch** (1) | **Ideation** (2) | **ML Paper Writing** (2) | | **Model Architecture** (5) | **Fine-Tuning** (4) | **Post-Training** (8) | | **Distributed Training** (6) | **Optimization** (6) | **Inference** (4) | | **Tokenization** (2) | **Data Processing** (2) | **Evaluation** (3) | | **Safety & Alignment** (4) | **Agents** (4) | **RAG** (5) | | **Multimodal** (7) | **Prompt Engineering** (4) | **MLOps** (3) | | **Observability** (2) | **Infrastructure** (3) | **Mech Interp** (4) | | **Emerging Techniques** (6) | **Agent-Native Research Artifact** (3) | | </div> </details> --- ## Table of Contents - [Our Mission](#our-mission) - [Path Towards AI Research Agent](#path-towards-ai-research-agent) - [Available AI Research Engineering Skills](#available-ai-research-engineering-skills) - [Demos](#demos) - [Skill Structure](#skill-structure) - [Roadmap](#roadmap) - [Repository Structure](#repository-structure) - [Use Cases](#use-cases) - [Contributors](#contributors) - [Citation](#citation) - [Community](#community) ## Our Mission We enable AI agents to **autonomously conduct AI research** — from literature survey and idea generation through experiment execution to paper writing. The library provides both the **research orchestration layer** (autoresearch, ideation, paper writing) and the **engineering skills** (training, evaluation, deployment) needed at each stage. <p align="center"> <img src="docs/skills.png" alt="AI Research Agent System" width="50%"> <br> <em>System diagram of an AI research agent</em> </p> ## Path Towards AI Research Agent Modern AI research requires mastering dozens of specialized tools and frameworks. AI Researchers spend more time debugging infrastructure than testing hypotheses — slowing the pace of scientific discovery. We provide a comprehensive skills library that enables AI agents to autonomously conduct the full research lifecycle — from brainstorming ideas to writing the paper. - Autonomous Research - The **autoresearch** skill orchestrates the entire research workflow using a two-loop architecture, routing to domain skills as needed - Specialized Expertise - Each domain skill provides deep, production-ready knowledge of a specific framework (Megatron-LM, vLLM, TRL, etc.) - End-to-End Coverage - 98 skills spanning the full AI research lifecycle, from ideation and literature survey to experiments and paper writing - Research-Grade Quality - Documentation sourced from official repos, real GitHub issues, and battle-te
Excerpt of 45,956 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:d637cc7450e02ea8, topic:megatron, readme:distributed training
matched fp:d637cc7450e02ea8, topic:vllm
