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AI Agent Skill Repository

AI Agent Skills Directory

Browse reusable skills for Codex, Claude Code, Cursor, finance, research, web scraping, PPT, football analytics, data, marketing, design, and more.

Finance Stock analysisQuant Trading researchSlides PPT generationDocs PDF parsingExtract Web scraping
16
Shown
10
Tracks
48
Targets
Resolve APITask in, selected skill and install plan out.Skills APIMachine-readable shortlist with trust and safety signals.llms.txtA crawler-friendly entry point for agent surfaces.

Browse by scenario

Real skills, grouped by the work your agent needs to finish.

Each directory entry links to real skill pages with GitHub adoption, trust score, install handoff, risk notes, and agent-readable metadata. Use these as starting points when you want a shortlist before asking an agent to install anything.

Design to deployment

Frontend and UI skills

Design direction, Figma implementation, UI review, React performance, browser QA, and safe preview deployments.

  • Kokoro FastAPI5.1K stars

    Dockerized FastAPI wrapper for Kokoro-82M text-to-speech model w/multiplatform CPU, AMD, NVIDIA GPU PyTorch s…

    Trust 87Quality 99media-automation
  • Rust Bert3.1K stars

    Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...)

    Trust 84Quality 86ml-automation
  • Diffusers34K stars

    🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.

    Trust 90Quality 100media-automation

Codex, Claude Code, Cursor

Coding agent skills

Code review, repo inspection, testing, planning, shipping, and engineering workflows for coding agents.

  • Research Paper Writing Skills3.8K stars

    Skill package for ML/CV/NLP paper writing, curated and adapted from Prof. Peng Sida's open notes for Codex, C…

    Trust 86Quality 95development
  • Awesome Japanese Nlp Resources977 stars

    A curated list of resources dedicated to Python libraries, LLMs, dictionaries, and corpora of NLP for Japanes…

    Trust 80Quality 78agent-skills
  • SkillNet1.0K stars

    Create, Evaluate, and Connect AI Skills

    Trust 85Quality 93agent-frameworks

Documents and knowledge

Research and RAG skills

Research, recent-events briefings, PDF parsing, markdown conversion, RAG ingestion, and knowledge workflows.

  • DeepKE4.4K stars

    [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction

    Trust 79Quality 75rag-knowledge
  • LightRAG37K stars

    [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

    Trust 88Quality 100rag-knowledge
  • MemoryOS1.5K stars

    [EMNLP 2025 Oral] MemoryOS is designed to provide a memory operating system for personalized AI agents.

    Trust 86Quality 91data

Markets and quant

Finance and trading skills

Stock analysis, market research, quant backtesting, financial data, and investment research skills.

  • Clean Fid1.2K stars

    PyTorch - FID calculation with proper image resizing and quantization steps [CVPR 2022]

    Trust 81Quality 69robotics-iot
  • Bitsandbytes8.3K stars

    Accessible large language models via k-bit quantization for PyTorch.

    Trust 87Quality 100ml-automation

Crawlers and extraction

Web scraping skills

Crawling, scraping, extraction, browser automation, structured data capture, and website-to-markdown workflows.

  • Fundus461 stars

    A very simple news crawler with a funny name

    Trust 75Quality 75web-automation
  • Wink Nlp1.4K stars

    Developer friendly Natural Language Processing ✨

    Trust 85Quality 91support-automation
  • MITIE3.0K stars

    MITIE: library and tools for information extraction

    Trust 79Quality 77ml-automation

Prompts, B-roll, explainers

Video creation skills

Video-generation prompts, B-roll, Vox-style explainers, camera direction, captions, and creative-production workflows.

  • 3D ResNets PyTorch4.0K stars

    3D ResNets for Action Recognition (CVPR 2018)

    Trust 78Quality 70robotics-iot
  • RobustVideoMatting9.4K stars

    Robust Video Matting in PyTorch, TensorFlow, TensorFlow.js, ONNX, CoreML!

    Trust 79Quality 74ml-automation
  • ISeeBetter382 stars

    iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks | Pyth…

    Trust 78Quality 80media-automation

Images, video, UI

Design and creative skills

Image, video, creative production, UI design, multimodal generation, and visual workflow skills.

  • BitNet1.9K stars

    Implementation of "BitNet: Scaling 1-bit Transformers for Large Language Models" in pytorch

    Trust 87Quality 95ml-automation
  • TensorboardX8.0K stars

    tensorboard for pytorch (and chainer, mxnet, numpy, ...)

    Trust 85Quality 99ml-automation
  • Pytorch Grad Cam13K stars

    Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object…

    Trust 90Quality 100ml-automation

Analysis and pipelines

Data and analytics skills

Data analysis, analytics, ETL, notebooks, databases, tables, charts, and reporting workflows.

  • Annotated Transformer7.3K stars

    An annotated implementation of the Transformer paper.

    Trust 79Quality 73data-analysis
  • CV22K stars

    ✅（已完结）超级全面的 深度学习 笔记【土堆 Pytorch】【李沐 动手学深度学习】【吴恩达 深度学习】【大飞 大模型Agent】

    Trust 83Quality 99data
  • Elasticsearch Sql7.0K stars

    Use SQL to query Elasticsearch

    Trust 86Quality 98data-analysis

Popular directories

AI agent skills libraryA real library of reusable skills with trust, audit, install, and agent metadata.Open source AI agent skillsOpen-source skill candidates filtered by task fit, GitHub quality, and install safety.Best Codex skillsRepo inspection, code review, testing, web data, and safe install workflows for Codex.Best AI agent skills for stock analysisFinance and market research skills with trust, install, and maintenance signals.Best Codex skills for web scrapingCrawler and extraction skills that agents can shortlist before installing.Best Claude Code skills for PDF parsingDocument conversion, table extraction, OCR, and markdown workflows.Best AI agent skills for football analyticsMatch data, scouting, dashboards, and World Cup analytics workflows.OpenAgentSkill vs skills.shCompare task resolution, trust signals, install handoffs, and registry APIs.OpenAgentSkill vs agentskills.ioCompare directories, agent-readable metadata, audits, and discovery workflows.

Supply tracks

Build the registry by domain, not just by count.

Coding

Coding and developer agents

190

Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.

190 quality181 maintained

Research

Research and knowledge work

79

Deep research, source comparison, literature review, RAG, knowledge search, and reports.

79 quality73 maintained

Presentation

Presentation and deck workflows

1

PPTX generation, HTML slides, pitch decks, speaker notes, and presentation workflow skills.

1 quality1 maintained

Finance

Finance and quant workflows

14

Market data, SEC filings, portfolio analysis, quant research, backtesting, and risk workflows.

14 quality13 maintained

Marketing

Marketing and growth automation

10

SEO, content operations, lead generation, CRM, email automation, analytics, and growth workflows.

10 quality10 maintained

Design

Design and creative production

111

Design assets, images, video, audio, multimodal media, presentation, and creative production skills.

111 quality82 maintained

Data

Data, BI, and analytics

36

CSV, SQL, notebooks, dashboards, data pipelines, BI, ETL, and spreadsheet analysis.

36 quality33 maintained

Legal

Legal, policy, and compliance

12

Contract analysis, privacy, policy review, compliance checks, governance, and document risk review.

12 quality12 maintained

Education

Education and tutoring

5

Tutoring, course generation, quizzes, learning analytics, classrooms, and teaching workflows.

5 quality5 maintained

World Cup

Football and World Cup analytics

2

Football data, World Cup dashboards, xG, match prediction, scouting, and sports analytics.

2 quality2 maintained

High-intent entry points

Start from the task, not a keyword list.

These shortcuts use the same trust, supply, and relevance signals as the registry API, so humans and agents land on a useful shortlist faster.

Agent-readable index
FinanceStock analysisQuantTrading researchSlidesPPT generationDocsPDF parsingExtractWeb scrapingCreativeDesign workflowSportsFootball analytics

Decision filters

Choose by scenario, quality, and trust signals.

Showing 1-16 of 448 ranked candidates matching "pytorch-nlp"

Best blend of quality, stars, freshness, and agent usage

1

Pytorch Lightning

VERIFIEDEXCELLENT · 100TRUST · 90SAFE · REVIEWEDCODING

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

$ npx skills add Lightning-AI/pytorch-lightning
31.2K stars75 quality90 trustReviewed2mo since pushSafe to try
QualityHigh-confidence pick with strong adoption and healthy maintenance signals.
TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…Review: Documentation summary is thin
Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario GitHub automation

CLI + Codex · 4 targets

pythonmachine-learning
by Lightning-AIDetailsQuick view
2

PyTorch Tutorial 2nd

VERIFIEDPROMISING · 66TRUST · 78SAFE · REVIEWEDDATA

《Pytorch实用教程》（第二版）无论是零基础入门，还是CV、NLP、LLM项目应用，或是进阶工程化部署落地，在这里都有。相信在本书的帮助下，读者将能够轻松掌握 PyTorch 的使用，成为一名优秀的深度学习工程师。

$ npx skills add TingsongYu/PyTorch-Tutorial-2nd
4.5K stars52 quality78 trustReviewed with permission notes2y since pushNeeds review
QualityUseful candidate, but compare it with alternatives before adopting.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Data analysis

CLI + Codex · 4 targets

jupyter-notebookcomputer-vision
by TingsongYuDetailsQuick view
3

D2l Pytorch

VERIFIEDSTRONG · 71TRUST · 80SAFE · REVIEWEDCODING

This project reproduces the book Dive Into Deep Learning (https://d2l.ai/), adapting the code from MXNet into PyTorch.

$ npx skills add dsgiitr/d2l-pytorch
4.4K stars52 quality80 trustReviewed with permission notes2y since pushNeeds review
QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents

CLI + Codex · 4 targets

jupyter-notebookcomputer-vision
by dsgiitrDetailsQuick view
4

Flair

VERIFIEDEXCELLENT · 86TRUST · 82SAFE · REVIEWEDDESIGN

A very simple framework for state-of-the-art Natural Language Processing (NLP)

$ npx skills add flairNLP/flair
14.4K stars61 quality82 trustReviewed with permission notes9mo since pushNeeds review
QualityHigh-confidence pick with strong adoption and healthy maintenance signals.
TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by flairNLPDetailsQuick view
5

Pytorch Deep Learning

VERIFIEDEXCELLENT · 100TRUST · 87SAFE · REVIEWEDDESIGN

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.

$ npx skills add mrdbourke/pytorch-deep-learning
18.2K stars66 quality87 trustReviewed6mo since pushSafe to try
QualityHigh-confidence pick with strong adoption and healthy maintenance signals.
TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…Review: Documentation summary is thin
Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Multimodal media

CLI + Codex · 4 targets

jupyter-notebookmachine-learning
by mrdbourkeDetailsQuick view
6

ML NLP

VERIFIEDEXCELLENT · 91TRUST · 84SAFE · REVIEWEDDESIGN

此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现，也是作为一个算法工程师必会的理论基础知识。

$ npx skills add NLP-LOVE/ML-NLP
17.7K stars66 quality84 trustReviewed7mo since pushSafe to try
QualityHigh-confidence pick with strong adoption and healthy maintenance signals.
TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear
Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Multimodal media

CLI + Codex · 4 targets

jupyter-notebookmachine-learning
by NLP-LOVEDetailsQuick view
7

NLP Progress

VERIFIEDSTRONG · 80TRUST · 81SAFE · REVIEWEDDESIGN

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

$ npx skills add sebastianruder/NLP-progress
23.0K stars59 quality81 trustReviewed with permission notes2y since pushNeeds review
QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by sebastianruderDetailsQuick view
8

Pytorch Handbook

VERIFIEDSTRONG · 74TRUST · 78SAFE · REVIEWEDDESIGN

pytorch handbook是一本开源的书籍，目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门，其中包含的Pytorch教程全部通过测试保证可以成功运行

$ npx skills add zergtant/pytorch-handbook
21.7K stars59 quality78 trustReviewed with permission notes2y since pushNeeds review
QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Multimodal media

CLI + Codex · 4 targets

jupyter-notebookmachine-learning
by zergtantDetailsQuick view
9

Thorough Pytorch

VERIFIEDSTRONG · 82TRUST · 79SAFE · REVIEWEDDESIGN

PyTorch入门教程，在线阅读地址：https://datawhalechina.github.io/thorough-pytorch/

$ npx skills add datawhalechina/thorough-pytorch
3.7K stars60 quality79 trustReviewed with permission notes7mo since pushNeeds review
QualitySolid option that is likely worth shortlisting for production workflows.
TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Multimodal media

CLI + Codex · 4 targets

jupyter-notebookmachine-learning
by datawhalechinaDetailsQuick view
10

Ssd.Pytorch

VERIFIEDSTRONG · 72TRUST · 79SAFE · REVIEWEDDESIGN

A PyTorch Implementation of Single Shot MultiBox Detector

$ npx skills add amdegroot/ssd.pytorch
5.2K stars53 quality79 trustReviewed with permission notes5y since pushNeeds review
QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by amdegrootDetailsQuick view
11

Pytorch Tabular

VERIFIEDEXCELLENT · 92TRUST · 84SAFE · REVIEWEDDESIGN

A unified framework for Deep Learning Models on tabular data

$ npx skills add pytorch-tabular/pytorch_tabular
1.7K stars61 quality84 trustReviewed4mo since pushSafe to try
QualityHigh-confidence pick with strong adoption and healthy maintenance signals.
TrustGood trust signals with a few areas worth checking before rollout.Review: Documentation summary is thin
Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by pytorch-tabularDetailsQuick view
12

PaddleOCR2Pytorch

VERIFIEDEXCELLENT · 93TRUST · 87SAFE · REVIEWEDRESEARCH

PaddleOCR inference in PyTorch. Converted from [PaddleOCR](https://github.com/PaddlePaddle/PaddleOCR)

$ npx skills add frotms/PaddleOCR2Pytorch
1.2K stars63 quality87 trustReviewed1mo since pushSafe to try
QualityHigh-confidence pick with strong adoption and healthy maintenance signals.
TrustStrong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/…Review: Documentation summary is thin
Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Document processing

CLI + Codex · 4 targets

pythonocr
by frotmsDetailsQuick view
13

3D ResNets PyTorch

VERIFIEDSTRONG · 70TRUST · 78SAFE · REVIEWEDCODING

3D ResNets for Action Recognition (CVPR 2018)

$ npx skills add kenshohara/3D-ResNets-PyTorch
4.0K stars52 quality78 trustReviewed with permission notes6y since pushNeeds review
QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario GitHub automation

CLI + Codex · 4 targets

pythoncomputer-vision
by kenshoharaDetailsQuick view
14

Stylegan2 Pytorch

VERIFIEDSTRONG · 70TRUST · 81SAFE · REVIEWEDCODING

Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement

$ npx skills add lucidrains/stylegan2-pytorch
3.8K stars52 quality81 trustReviewed with permission notes2y since pushNeeds review
QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario GitHub automation

CLI + Codex · 4 targets

pythonmachine-learning
by lucidrainsDetailsQuick view
15

PyTorch StudioGAN

VERIFIEDPROMISING · 65TRUST · 77SAFE · REVIEWEDDESIGN

StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.

$ npx skills add POSTECH-CVLab/PyTorch-StudioGAN
3.5K stars52 quality77 trustReviewed with permission notes2y since pushNeeds review
QualityUseful candidate, but compare it with alternatives before adopting.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by POSTECH-CVLabDetailsQuick view
16

Course Nlp

VERIFIEDPROMISING · 65TRUST · 75SAFE · EXPERIMENTALCODING

A Code-First Introduction to NLP course

$ npx skills add fastai/course-nlp
3.5K stars51 quality75 trustExperimental3y since pushNeeds review
QualityUseful candidate, but compare it with alternatives before adopting.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear
Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario GitHub automation

CLI + Codex · 4 targets

jupyter-notebookmachine-learning
by fastaiDetailsQuick view

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Showing the strongest 16 results to keep the registry fast for humans and agents. Refine by use case, platform, stars, or search query for a narrower shortlist.

Try the agent resolve API