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 analysis QuantTrading research SlidesPPT generation DocsPDF parsing ExtractWeb scraping CreativeDesign workflow SportsFootball analytics

Decision filters

Choose by scenario, quality, and trust signals.

Use casePlatform fitQuality tierTrust profileSafety gateGitHub adoption

Showing 1-16 of 349 ranked candidates matching "similarity"

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

Similarity Search Kit

NEEDS REVIEW · 48TRUST · 73SAFE · EXPERIMENTALRESEARCH

🔎 SimilaritySearchKit is a Swift package providing on-device text embeddings and semantic search functionality for iOS and macOS applications.

$ npx skills add ZachNagengast/similarity-search-kit

533 stars38 quality73 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 · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

swiftsemantic-search

by ZachNagengastDetailsQuick view

Swiss Army Llama

VERIFIEDPROMISING · 60TRUST · 77SAFE · EXPERIMENTALRESEARCH

A FastAPI service for semantic text search using precomputed embeddings and advanced similarity measures, with built-in support for various file types through textract.

$ npx skills add Dicklesworthstone/swiss_army_llama

1.1K stars48 quality77 trustExperimental1y 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonsemantic-search

by DicklesworthstoneDetailsQuick view

Similarities

STRONG · 71TRUST · 79SAFE · REVIEWEDRESEARCH

Similarities: a toolkit for similarity calculation and semantic search. 相似度计算、匹配搜索工具包，支持亿级数据文搜文、文搜图、图搜图，python3开发，开箱即用。

$ npx skills add shibing624/similarities

901 stars47 quality79 trustReviewed with permission notes5mo 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonsearch

by shibing624DetailsQuick view

Plagiarism Checker Python

NEEDS REVIEW · 40TRUST · 69SAFE · EXPERIMENTALDESIGN

A python project for checking plagiarism of documents based on cosine similarity

$ npx skills add Kalebu/Plagiarism-checker-Python

327 stars36 quality69 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: License is unclear

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonmachine-learning

by KalebuDetailsQuick view

Stocks Pattern Analyzer

NEEDS REVIEW · 39TRUST · 67SAFE · BLOCKEDFINANCE

This tool should help discover different patterns based on similarity measures in historical (financial) data

$ npx skills add gaborvecsei/Stocks-Pattern-Analyzer

261 stars36 quality67 trustBlocked for auto-install3y 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 Finance and quant · I need my agent to analyze markets, financial data, filings, portfolios, and quant strategies.

CLI + Codex · 4 targets

pythonmarket-data

by gaborvecseiDetailsQuick view

Pytorch Grad Cam

VERIFIEDEXCELLENT · 100TRUST · 90SAFE · REVIEWEDDESIGN

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

$ npx skills add jacobgil/pytorch-grad-cam

12.9K stars72 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 Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonmachine-learning

by jacobgilDetailsQuick view

Duckdb Embedding Search

NEEDS REVIEW · 42TRUST · 70SAFE · EXPERIMENTALRESEARCH

Fast similarity search using DuckDB

$ npx skills add patricktrainer/duckdb-embedding-search

149 stars34 quality70 trustExperimentalOpenAI Agents2y 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

OpenAI Agents + CLI · 4 targets

pythonrag

by patricktrainerDetailsQuick view

RediSearch

VERIFIEDEXCELLENT · 95TRUST · 84SAFE · REVIEWEDRESEARCH

A query and indexing engine for Redis, providing secondary indexing, full-text search, vector similarity search and aggregations.

$ npx skills add RediSearch/RediSearch

6.2K stars68 quality84 trustReviewed2mo 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

cvector-search

by RediSearchDetailsQuick view

KAG

VERIFIEDEXCELLENT · 97TRUST · 86SAFE · REVIEWEDRESEARCH

KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for prof…

$ npx skills add OpenSPG/KAG

8.9K stars62 quality86 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonknowledge-graph

by OpenSPGDetailsQuick view

Nlp Xiaojiang

VERIFIEDSTRONG · 72TRUST · 78SAFE · REVIEWEDRESEARCH

自然语言处理（nlp），小姜机器人（闲聊检索式chatbot），BERT句向量-相似度（Sentence Similarity），XLNET句向量-相似度（text xlnet embedding），文本分类（Text classification），实体提取（ner，bert+bilstm+crf），数据增强（text augmen…

$ npx skills add yongzhuo/nlp_xiaojiang

1.5K stars49 quality78 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonchatbot

by yongzhuoDetailsQuick view

Milvus

VERIFIEDEXCELLENT · 100TRUST · 88SAFE · REVIEWEDDATA

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

$ npx skills add milvus-io/milvus

44.8K stars76 quality88 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 Database and SQL · I need my agent to inspect database schemas, write SQL, and explain query results.

CLI + Codex · 4 targets

gorag

by milvus-ioDetailsQuick view

Qdrant

VERIFIEDEXCELLENT · 100TRUST · 90SAFE · REVIEWEDRESEARCH

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

$ npx skills add qdrant/qdrant

33.4K stars75 quality90 trustReviewed15d 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

rustvector-search

by qdrantDetailsQuick view

Elastiknn

STRONG · 74TRUST · 78SAFE · REVIEWEDRESEARCH

Elasticsearch plugin for nearest neighbor search. Store vectors and run similarity search using exact and approximate algorithms.

$ npx skills add alexklibisz/elastiknn

393 stars52 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

scalasemantic-search

by alexklibiszDetailsQuick view

Radient

PROMISING · 66TRUST · 77SAFE · REVIEWEDDATA

Radient turns many data types (not just text) into vectors for similarity search, RAG, regression analysis, and more.

$ npx skills add fzliu/radient

283 stars44 quality77 trustReviewed with permission notes5mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonetl

by fzliuDetailsQuick view

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 Agents18d 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 · I need my agent to research a topic, compare sources, and produce a concise report.

Claude Code + OpenAI Agents · 4 targets

claudegpt-4langchaincrewaiopenclaw

by unclecodeDetailsQuick view

Agent Skills

VERIFIEDEXCELLENT · 100TRUST · 86SAFE · REVIEWEDCODING

Production-grade engineering skills for AI coding agents.

$ npx skills add addyosmani/agent-skills

9 agent calls88.89% success80.6K stars88 quality86 trustReviewed with permission notesClaude Code + Cursor7d 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 gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + Cursor · 4 targets

shellai-agents

by addyosmaniDetailsQuick 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.

Try the agent resolve API

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 analysis QuantTrading research SlidesPPT generation DocsPDF parsing ExtractWeb scraping CreativeDesign workflow SportsFootball analytics

Decision filters

Choose by scenario, quality, and trust signals.

Use casePlatform fitQuality tierTrust profileSafety gateGitHub adoption

Showing 1-16 of 349 ranked candidates matching "similarity"

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

Similarity Search Kit

NEEDS REVIEW · 48TRUST · 73SAFE · EXPERIMENTALRESEARCH

🔎 SimilaritySearchKit is a Swift package providing on-device text embeddings and semantic search functionality for iOS and macOS applications.

$ npx skills add ZachNagengast/similarity-search-kit

533 stars38 quality73 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 · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

swiftsemantic-search

by ZachNagengastDetailsQuick view

Swiss Army Llama

VERIFIEDPROMISING · 60TRUST · 77SAFE · EXPERIMENTALRESEARCH

A FastAPI service for semantic text search using precomputed embeddings and advanced similarity measures, with built-in support for various file types through textract.

$ npx skills add Dicklesworthstone/swiss_army_llama

1.1K stars48 quality77 trustExperimental1y 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonsemantic-search

by DicklesworthstoneDetailsQuick view

Similarities

STRONG · 71TRUST · 79SAFE · REVIEWEDRESEARCH

Similarities: a toolkit for similarity calculation and semantic search. 相似度计算、匹配搜索工具包，支持亿级数据文搜文、文搜图、图搜图，python3开发，开箱即用。

$ npx skills add shibing624/similarities

901 stars47 quality79 trustReviewed with permission notes5mo 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonsearch

by shibing624DetailsQuick view

Plagiarism Checker Python

NEEDS REVIEW · 40TRUST · 69SAFE · EXPERIMENTALDESIGN

A python project for checking plagiarism of documents based on cosine similarity

$ npx skills add Kalebu/Plagiarism-checker-Python

327 stars36 quality69 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: License is unclear

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonmachine-learning

by KalebuDetailsQuick view

Stocks Pattern Analyzer

NEEDS REVIEW · 39TRUST · 67SAFE · BLOCKEDFINANCE

This tool should help discover different patterns based on similarity measures in historical (financial) data

$ npx skills add gaborvecsei/Stocks-Pattern-Analyzer

261 stars36 quality67 trustBlocked for auto-install3y 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 Finance and quant · I need my agent to analyze markets, financial data, filings, portfolios, and quant strategies.

CLI + Codex · 4 targets

pythonmarket-data

by gaborvecseiDetailsQuick view

Pytorch Grad Cam

VERIFIEDEXCELLENT · 100TRUST · 90SAFE · REVIEWEDDESIGN

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

$ npx skills add jacobgil/pytorch-grad-cam

12.9K stars72 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 Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonmachine-learning

by jacobgilDetailsQuick view

Duckdb Embedding Search

NEEDS REVIEW · 42TRUST · 70SAFE · EXPERIMENTALRESEARCH

Fast similarity search using DuckDB

$ npx skills add patricktrainer/duckdb-embedding-search

149 stars34 quality70 trustExperimentalOpenAI Agents2y 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

OpenAI Agents + CLI · 4 targets

pythonrag

by patricktrainerDetailsQuick view

RediSearch

VERIFIEDEXCELLENT · 95TRUST · 84SAFE · REVIEWEDRESEARCH

A query and indexing engine for Redis, providing secondary indexing, full-text search, vector similarity search and aggregations.

$ npx skills add RediSearch/RediSearch

6.2K stars68 quality84 trustReviewed2mo 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

cvector-search

by RediSearchDetailsQuick view

KAG

VERIFIEDEXCELLENT · 97TRUST · 86SAFE · REVIEWEDRESEARCH

KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for prof…

$ npx skills add OpenSPG/KAG

8.9K stars62 quality86 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonknowledge-graph

by OpenSPGDetailsQuick view

Nlp Xiaojiang

VERIFIEDSTRONG · 72TRUST · 78SAFE · REVIEWEDRESEARCH

$ npx skills add yongzhuo/nlp_xiaojiang

1.5K stars49 quality78 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonchatbot

by yongzhuoDetailsQuick view

Milvus

VERIFIEDEXCELLENT · 100TRUST · 88SAFE · REVIEWEDDATA

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

$ npx skills add milvus-io/milvus

44.8K stars76 quality88 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 Database and SQL · I need my agent to inspect database schemas, write SQL, and explain query results.

CLI + Codex · 4 targets

gorag

by milvus-ioDetailsQuick view

Qdrant

VERIFIEDEXCELLENT · 100TRUST · 90SAFE · REVIEWEDRESEARCH

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

$ npx skills add qdrant/qdrant

33.4K stars75 quality90 trustReviewed15d 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

rustvector-search

by qdrantDetailsQuick view

Elastiknn

STRONG · 74TRUST · 78SAFE · REVIEWEDRESEARCH

Elasticsearch plugin for nearest neighbor search. Store vectors and run similarity search using exact and approximate algorithms.

$ npx skills add alexklibisz/elastiknn

393 stars52 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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

scalasemantic-search

by alexklibiszDetailsQuick view

Radient

PROMISING · 66TRUST · 77SAFE · REVIEWEDDATA

Radient turns many data types (not just text) into vectors for similarity search, RAG, regression analysis, and more.

$ npx skills add fzliu/radient

283 stars44 quality77 trustReviewed with permission notes5mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

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 RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonetl

by fzliuDetailsQuick view

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 Agents18d 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 · I need my agent to research a topic, compare sources, and produce a concise report.

Claude Code + OpenAI Agents · 4 targets

claudegpt-4langchaincrewaiopenclaw

by unclecodeDetailsQuick view

Agent Skills

VERIFIEDEXCELLENT · 100TRUST · 86SAFE · REVIEWEDCODING

Production-grade engineering skills for AI coding agents.

$ npx skills add addyosmani/agent-skills

9 agent calls88.89% success80.6K stars88 quality86 trustReviewed with permission notesClaude Code + Cursor7d 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 gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + Cursor · 4 targets

shellai-agents

by addyosmaniDetailsQuick 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.

Try the agent resolve API

AI Agent Skills Directory

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

Build the registry by domain, not just by count.

Coding and developer agents

Research and knowledge work

Presentation and deck workflows

Finance and quant workflows

Marketing and growth automation

Design and creative production

Data, BI, and analytics

Legal, policy, and compliance

Education and tutoring

Football and World Cup analytics

Start from the task, not a keyword list.

Choose by scenario, quality, and trust signals.

Similarity Search Kit

Swiss Army Llama

Similarities

Plagiarism Checker Python

Stocks Pattern Analyzer

Pytorch Grad Cam

Duckdb Embedding Search

RediSearch

KAG

Nlp Xiaojiang

Milvus

Qdrant

Elastiknn

Radient

Crawl4AI

Agent Skills

AI Agent Skills Directory

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

Build the registry by domain, not just by count.

Coding and developer agents

Research and knowledge work

Presentation and deck workflows

Finance and quant workflows

Marketing and growth automation

Design and creative production

Data, BI, and analytics

Legal, policy, and compliance

Education and tutoring

Football and World Cup analytics

Start from the task, not a keyword list.

Choose by scenario, quality, and trust signals.

Similarity Search Kit

Swiss Army Llama

Similarities

Plagiarism Checker Python

Stocks Pattern Analyzer

Pytorch Grad Cam

Duckdb Embedding Search

RediSearch

KAG

Nlp Xiaojiang

Milvus

Qdrant

Elastiknn

Radient

Crawl4AI

Agent Skills

AI Agent Skills Directory

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

Build the registry by domain, not just by count.

Coding and developer agents

Research and knowledge work

Presentation and deck workflows

Finance and quant workflows

Marketing and growth automation

Design and creative production

Data, BI, and analytics

Legal, policy, and compliance

Education and tutoring

Football and World Cup analytics

Start from the task, not a keyword list.

Choose by scenario, quality, and trust signals.

Similarity Search Kit

Swiss Army Llama

Similarities