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.

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
  • Vall E3.0K stars

    An unofficial PyTorch implementation of the audio LM VALL-E

    Trust 78Quality 69media-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.

  • Torchgeo4.1K stars

    TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data

    Trust 88Quality 99robotics-iot
  • PINTO Model Zoo4.4K stars

    A repository for storing models that have been inter-converted between various frameworks. Supported framewor…

    Trust 87Quality 99robotics-iot
  • Skrl1.1K stars

    Modular Reinforcement Learning (RL) library (implemented in PyTorch, JAX, and NVIDIA Warp) with support for G…

    Trust 87Quality 90agent-frameworks

Documents and knowledge

Research and RAG skills

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

  • Markdown support for Wagtail

    Trust 77Quality 72document-processing
  • PaddleOCR inference in PyTorch. Converted from [PaddleOCR](https://github.com/PaddlePaddle/PaddleOCR)

    Trust 87Quality 93document-processing
  • Declarative way to run AI models in React Native on device, powered by ExecuTorch.

    Trust 84Quality 89document-processing

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.

  • CRAFT Pytorch3.4K stars

    Official implementation of Character Region Awareness for Text Detection (CRAFT)

    Trust 80Quality 70document-processing
  • CnSTD792 stars

    CnSTD: 基于 PyTorch/MXNet 的 中文/英文 场景文字检测(Scene Text Detection)、数学公式检测(Mathematical Formula Detection, MFD)、篇章分析…

    Trust 79Quality 74document-processing
  • CHINESE OCR3.0K stars

    [python3.6] 运用tf实现自然场景文字检测,keras/pytorch实现ctpn+crnn+ctc实现不定长场景文字OCR识别

    Trust 75Quality 64document-processing

Slides and decks

PPT and presentation skills

Presentation generation, editable PPTX, slide decks, speaker notes, and visual storytelling workflows.

  • SimCLR2.5K stars

    PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

    Trust 80Quality 68ml-automation
  • RefAlign310 stars

    [ECCV 2026] Official PyTorch implementation of RefAlign: Representation Alignment for Reference-to-Video Gene…

    Trust 75Quality 68media-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 for Action Recognition (CVPR 2018)

    Trust 78Quality 70robotics-iot
  • 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.

  • Implementation of Recurrent Interface Network (RIN), for highly efficient generation of images and video with…

    Trust 77Quality 71media-automation
  • 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

Supply tracks

Build the registry by domain, not just by count.

Coding

Coding and developer agents

202

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

202 quality184 maintained

Research

Research and knowledge work

72

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

72 quality70 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

112

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

112 quality86 maintained

Data

Data, BI, and analytics

34

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

34 quality32 maintained

Legal

Legal, policy, and compliance

10

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

10 quality10 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

Decision filters

Choose by scenario, quality, and trust signals.

Showing 1-16 of 450 ranked candidates matching "torch"

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

1

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
2

React Native Executorch

VERIFIEDEXCELLENT · 89TRUST · 84SAFE · REVIEWEDRESEARCH

Declarative way to run AI models in React Native on device, powered by ExecuTorch.

$ npx skills add software-mansion/react-native-executorch
1.6K stars64 quality84 trustReviewed1mo 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 Document processing

CLI + Codex · 4 targets

c++ocr
by software-mansionDetailsQuick view
3

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
4

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
5

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
6

Reformer Pytorch

VERIFIEDPROMISING · 68TRUST · 78SAFE · REVIEWEDCODING

Reformer, the efficient Transformer, in Pytorch

$ npx skills add lucidrains/reformer-pytorch
2.2K stars50 quality78 trustReviewed with permission notes3y 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: 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
7

Knowledge Distillation Pytorch

VERIFIEDPROMISING · 67TRUST · 80SAFE · REVIEWEDCODING

A PyTorch implementation for exploring deep and shallow knowledge distillation (KD) experiments with flexibility

$ npx skills add haitongli/knowledge-distillation-pytorch
2.0K stars50 quality80 trustReviewed with permission notes3y 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: 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 haitongliDetailsQuick view
8

Deepvoice3 Pytorch

VERIFIEDPROMISING · 62TRUST · 76SAFE · EXPERIMENTALDESIGN

PyTorch implementation of convolutional neural networks-based text-to-speech synthesis models

$ npx skills add r9y9/deepvoice3_pytorch
2.0K stars50 quality76 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 Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by r9y9DetailsQuick view
9

Faster Rcnn Pytorch

VERIFIEDPROMISING · 67TRUST · 78SAFE · REVIEWEDCODING

Faster RCNN with PyTorch

$ npx skills add longcw/faster_rcnn_pytorch
1.8K stars49 quality78 trustReviewed with permission notes5y 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: 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 longcwDetailsQuick view
10

Executorch

VERIFIEDEXCELLENT · 97TRUST · 83SAFE · REVIEWEDDESIGN

On-device AI across mobile, embedded and edge for PyTorch

$ npx skills add pytorch/executorch
4.8K stars67 quality83 trustReviewed with permission notes15d 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 pytorchDetailsQuick view
11

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
12

Kubetorch

VERIFIEDEXCELLENT · 90TRUST · 87SAFE · REVIEWEDCODING

Distribute and run AI workloads on Kubernetes magically in Python, like PyTorch for ML infra.

$ npx skills add run-house/kubetorch
1.2K stars60 quality87 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

pythonkubernetes
by run-houseDetailsQuick view
13

DRL Pytorch

VERIFIEDPROMISING · 65TRUST · 78SAFE · REVIEWEDDESIGN

Clean, Robust, and Unified PyTorch implementation of popular Deep Reinforcement Learning (DRL) algorithms (Q-learning, Duel DDQN, PER, C51, Noisy DQN, PPO, DDPG, TD3, SA…

$ npx skills add XinJingHao/DRL-Pytorch
3.4K stars51 quality78 trustReviewed with permission notes1y 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 XinJingHaoDetailsQuick view
14

Getting Things Done With Pytorch

VERIFIEDSTRONG · 74TRUST · 79SAFE · REVIEWEDCODING

Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anoma…

$ npx skills add curiousily/Getting-Things-Done-with-Pytorch
2.5K stars50 quality79 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 curiousilyDetailsQuick view
15

EchoTorch

STRONG · 75TRUST · 78SAFE · REVIEWEDDESIGN

A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module available to easily create Deep Res…

$ npx skills add nschaetti/EchoTorch
497 stars53 quality78 trustReviewed2mo since pushSafe to try
QualitySolid option that is likely worth shortlisting for production workflows.
TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review
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 nschaettiDetailsQuick view
16

Facetorch

STRONG · 73TRUST · 76SAFE · REVIEWEDCODING

Python library for analysing faces using PyTorch

$ npx skills add tomas-gajarsky/facetorch
612 stars50 quality76 trustReviewed with permission notes3mo 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: Quality score needs review
Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents

CLI + Codex · 4 targets

pythoncomputer-vision
by tomas-gajarskyDetailsQuick view

Page 1

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.

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