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.

  • Frontend Design166K stars

    Guidance for distinctive, intentional UI design, typography, visual direction, and non-template-like product…

    Trust 88Quality 100design-creative
  • Material Ui98K stars

    Material UI: Comprehensive React component library that implements Google's Material Design. Free forever.

    Trust 90Quality 100design-creative
  • Design and implementation guidance for distinctive landing pages, portfolios, product demos, and purposeful r…

    Trust 91Quality 100design-creative

Codex, Claude Code, Cursor

Coding agent skills

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

  • Code Review169K stars

    Review a diff separately for code standards and spec compliance.

    Trust 91Quality 100coding-agents
  • Open Design83K stars

    🎨 Local-first, open-source Claude Design alternative. 🖥️ Native desktop app. ⚡ 259+ Skills · ✨ 142+ Design…

    Trust 91Quality 100agent-skills
  • Agent Skills81K stars

    Production-grade engineering skills for AI coding agents.

    Trust 86Quality 100agent-skills

Documents and knowledge

Research and RAG skills

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

  • Markitdown156K stars

    Python tool for converting files and office documents to Markdown.

    Trust 87Quality 100document-processing
  • PaddleOCR83K stars

    Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bri…

    Trust 89Quality 100document-processing
  • Docling63K stars

    Get your documents ready for gen AI

    Trust 89Quality 100document-processing

Markets and quant

Finance and trading skills

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

  • TradingAgents88K stars

    TradingAgents: Multi-Agents LLM Financial Trading Framework

    Trust 88Quality 100finance
  • Union74K stars

    The trust-minimized, zero-knowledge bridging protocol, designed for censorship resistance, extremely high sec…

    Trust 91Quality 100web3-analytics
  • OpenBB70K stars

    Financial data platform for analysts, quants and AI agents.

    Trust 85Quality 100finance

Crawlers and extraction

Web scraping skills

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

  • Firecrawl139K stars

    The API to search, scrape, and interact with the web at scale. 🔥

    Trust 87Quality 100agent-frameworks
  • Crawl4AI73K stars

    Web crawling built for AI

    Trust 90Quality 100web-automation
  • Scrapling70K stars

    Adaptive web scraping for agent data collection

    Trust 85Quality 100web-automation

Slides and decks

PPT and presentation skills

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

  • Reverse-lookup glossary that turns a vague description of a web animation or motion effect into its exact ter…

    Trust 91Quality 100design-creative
  • Canvas Design166K stars

    Create original visual art, posters, PNG assets, and PDF documents through a clear design philosophy.

    Trust 87Quality 100design-creative

Prompts, B-roll, explainers

Video creation skills

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

  • 利用AI大模型,一键生成高清短视频 Generate short videos with one click using AI LLM.

    Trust 88Quality 100automation
  • List of Computer Science courses with video lectures.

    Trust 85Quality 100ml-automation
  • Agent-led recent-trends research across social, prediction markets, video, code, and the web.

    Trust 91Quality 100research

Images, video, UI

Design and creative skills

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

  • Apply Anthropic official brand colors, typography, and visual standards to appropriate Anthropic-related arti…

    Trust 88Quality 100design-creative
  • Ultralytics58K stars

    Ultralytics YOLO 🚀

    Trust 85Quality 100ml-automation
  • Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

    Trust 81Quality 74ml-automation

Supply tracks

Build the registry by domain, not just by count.

Coding

Coding and developer agents

169

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

168 quality167 maintained

Research

Research and knowledge work

64

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

63 quality62 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

13

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

13 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

56

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

54 quality51 maintained

Data

Data, BI, and analytics

32

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

31 quality31 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 352 ranked candidates matching "recommender"

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

1

Personalized Recommender Course

STRONG · 73TRUST · 79SAFE · REVIEWEDDESIGN

👕 Open-source course on architecting, building and deploying a real-time personalized recommender for H&M fashion articles.

$ npx skills add decodingai-magazine/personalized-recommender-course
645 stars50 quality79 trustReviewed with permission notes4mo 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 Multimodal media

CLI + Codex · 4 targets

jupyter-notebookmlops
by decodingai-magazineDetailsQuick view
2

Recommenders

VERIFIEDEXCELLENT · 100TRUST · 88SAFE · REVIEWEDCODING

Best Practices on Recommendation Systems

$ npx skills add recommenders-team/recommenders
21.8K stars74 quality88 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 recommenders-teamDetailsQuick view
3

Adversarial Recommender Systems Survey

NEEDS REVIEW · 43TRUST · 67SAFE · BLOCKEDRESEARCH

The goal of this survey is two-fold: (i) to present recent advances on adversarial machine learning (AML) for the security of RS (i.e., attacking and defense recommendat…

$ npx skills add sisinflab/adversarial-recommender-systems-survey
165 stars34 quality67 trustBlocked for auto-install5y since pushRisky
QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale
TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear
Safety gateThis skill should not be selected by an agent without explicit human security review.

Scenario Research agents

CLI + Codex · 4 targets

research
by sisinflabDetailsQuick view
4

Gorse

VERIFIEDEXCELLENT · 100TRUST · 89SAFE · REVIEWEDDESIGN

AI powered open source recommender system engine supports classical/LLM rankers and multimodal content via embedding

$ npx skills add gorse-io/gorse
9.7K stars70 quality89 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 Multimodal media

CLI + Codex · 4 targets

gomachine-learning
by gorse-ioDetailsQuick view
5

Surprise

VERIFIEDEXCELLENT · 100TRUST · 87SAFE · REVIEWEDDESIGN

A Python scikit for building and analyzing recommender systems

$ npx skills add NicolasHug/Surprise
6.8K stars69 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 Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by NicolasHugDetailsQuick view
6

Spotlight

VERIFIEDPROMISING · 69TRUST · 78SAFE · REVIEWEDCODING

Deep recommender models using PyTorch.

$ npx skills add maciejkula/spotlight
3.0K stars51 quality78 trustReviewed with permission notes4y 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 maciejkulaDetailsQuick view
7

Deep Learning For Recommendation Systems

VERIFIEDPROMISING · 64TRUST · 75SAFE · EXPERIMENTALDESIGN

This repository contains Deep Learning based articles , paper and repositories for Recommender Systems

$ npx skills add robi56/Deep-Learning-for-Recommendation-Systems
2.9K stars51 quality75 trustExperimental6y 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

machine-learning
by robi56DetailsQuick view
8

SparrowRecSys

VERIFIEDPROMISING · 69TRUST · 78SAFE · REVIEWEDDESIGN

A Deep Learning Recommender System

$ npx skills add wzhe06/SparrowRecSys
2.8K stars51 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: 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 wzhe06DetailsQuick view
9

Reclist

NEEDS REVIEW · 47TRUST · 68SAFE · EXPERIMENTALCODING

Behavioral "black-box" testing for recommender systems

$ npx skills add RecList/reclist
473 stars37 quality68 trustExperimental3y since pushNeeds review
QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale
TrustPotentially useful, but at least one trust signal needs human inspection.Review: Repository looks stale
Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario Testing and QA

CLI + Codex · 4 targets

pythonmachine-learning
by RecListDetailsQuick view
10

Sars Tutorial

NEEDS REVIEW · 46TRUST · 70SAFE · EXPERIMENTALDESIGN

Repository for the tutorial on Sequence-Aware Recommender Systems held at TheWebConf 2019 and ACM RecSys 2018

$ npx skills add mquad/sars_tutorial
344 stars36 quality70 trustExperimental6y since pushNeeds review
QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale
TrustPotentially useful, but at least one trust signal needs human inspection.Review: Repository looks stale
Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by mquadDetailsQuick view
11

Models

NEEDS REVIEW · 45TRUST · 71SAFE · EXPERIMENTALDESIGN

Merlin Models is a collection of deep learning recommender system model reference implementations

$ npx skills add NVIDIA-Merlin/models
299 stars36 quality71 trustExperimental2y since pushNeeds review
QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale
TrustPotentially useful, but at least one trust signal needs human inspection.Review: Repository looks stale
Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by NVIDIA-MerlinDetailsQuick view
12

Spotify Recommendation Engine

NEEDS REVIEW · 44TRUST · 65SAFE · BLOCKEDDATA

Music Recommender System

$ npx skills add ucalyptus/Spotify-Recommendation-Engine
263 stars36 quality65 trustBlocked for auto-install4y since pushRisky
QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale
TrustPotentially useful, but at least one trust signal needs human inspection.Review: Repository looks stale
Safety gateThis skill should not be selected by an agent without explicit human security review.

Scenario Data analysis

CLI + Codex · 4 targets

jupyter-notebooknotebook
by ucalyptusDetailsQuick view
13

Awesome Project Ideas

VERIFIEDSTRONG · 74TRUST · 81SAFE · REVIEWEDDESIGN

Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

$ npx skills add NirantK/awesome-project-ideas
9.1K stars54 quality81 trustReviewed with permission notes3y 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

machine-learning
by NirantKDetailsQuick view
14

Elliot

STRONG · 70TRUST · 78SAFE · REVIEWEDDESIGN

Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation

$ npx skills add sisinflab/elliot
299 stars48 quality78 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 Multimodal media

CLI + Codex · 4 targets

pythonmachine-learning
by sisinflabDetailsQuick view
15

CRSLab

NEEDS REVIEW · 48TRUST · 72SAFE · EXPERIMENTALRESEARCH

CRSLab is an open-source toolkit for building Conversational Recommender System (CRS).

$ npx skills add RUCAIBox/CRSLab
557 stars38 quality72 trustExperimental2y since pushNeeds review
QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale
TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale
Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario RAG and knowledge

CLI + Codex · 4 targets

pythonknowledge-graph
by RUCAIBoxDetailsQuick view
16

Crawl4AI

VERIFIEDEXCELLENT · 100TRUST · 90SAFE · REVIEWEDRESEARCH

Web crawling built for AI

$ npx skills add unclecode/crawl4ai
4 agent calls100% success73.1K stars80 quality90 trustReviewedClaude Code + OpenAI Agents20d since pushSafe to try31.0K installs
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 Research agents

Claude Code + OpenAI Agents · 4 targets

claudegpt-4langchaincrewaiopenclaw
by unclecodeDetailsQuick view

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