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

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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 705 ranked candidates matching "agentic-rag"

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

Autonomous Agentic RAG

PROMISING · 61TRUST · 75SAFE · EXPERIMENTALRESEARCH

Self improving agentic rag pipeline

$ npx skills add FareedKhan-dev/autonomous-agentic-rag

140 stars38 quality75 trustExperimentalClaude Code + LangChain8mo 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 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.

Claude Code + LangChain · 4 targets

jupyter-notebookrag

by FareedKhan-devDetailsQuick view

Agentic RAG For Dummies

VERIFIEDEXCELLENT · 100TRUST · 91SAFE · VERIFIEDDATA

A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.

$ npx skills add GiovanniPasq/agentic-rag-for-dummies

3.5K stars67 quality91 trustVerifiedClaude Code27d 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/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

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

Claude Code + CLI · 4 targets

jupyter-notebookrag

by GiovanniPasqDetailsQuick view

AgenticRAG Survey

VERIFIEDSTRONG · 81TRUST · 83SAFE · REVIEWEDCODING

Agentic-RAG explores advanced Retrieval-Augmented Generation systems enhanced with AI LLM agents.

$ npx skills add asinghcsu/AgenticRAG-Survey

1.7K stars53 quality83 trustReviewed with permission notesClaude Code9mo 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 Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

rag

by asinghcsuDetailsQuick view

RAG Techniques

VERIFIEDEXCELLENT · 100TRUST · 90SAFE · REVIEWEDRESEARCH

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

$ npx skills add NirDiamant/RAG_Techniques

28.1K stars74 quality90 trustReviewedClaude Code + OpenAI Agents19d 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: 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.

Claude Code + OpenAI Agents · 4 targets

jupyter-notebooksemantic-search

by NirDiamantDetailsQuick view

Ragflow

VERIFIEDEXCELLENT · 100TRUST · 94SAFE · VERIFIEDCODING

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for L…

$ npx skills add infiniflow/ragflow

82.6K stars78 quality94 trustVerifiedClaude Code24d 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/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

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

Claude Code + CLI · 4 targets

pythonai-agents

by infiniflowDetailsQuick view

Graphrag

VERIFIEDEXCELLENT · 100TRUST · 92SAFE · VERIFIEDCODING

A modular graph-based Retrieval-Augmented Generation (RAG) system

$ npx skills add microsoft/graphrag

33.9K stars75 quality92 trustVerifiedClaude Code + OpenAI Agents18d 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/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

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

Claude Code + OpenAI Agents · 4 targets

pythonrag

by microsoftDetailsQuick view

LightRAG

VERIFIEDEXCELLENT · 100TRUST · 92SAFE · VERIFIEDRESEARCH

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

$ npx skills add HKUDS/LightRAG

36.8K stars75 quality92 trustVerifiedClaude Code + OpenAI Agents19d 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/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

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

Claude Code + OpenAI Agents · 4 targets

pythonknowledge-graph

by HKUDSDetailsQuick view

AI Agents For Beginners

VERIFIEDEXCELLENT · 100TRUST · 88SAFE · REVIEWEDCODING

12 Lessons to Get Started Building AI Agents

$ npx skills add microsoft/ai-agents-for-beginners

67.3K stars77 quality88 trustReviewedClaude Code1mo 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 Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

jupyter-notebookai-agents

by microsoftDetailsQuick view

OpenViking

VERIFIEDEXCELLENT · 100TRUST · 92SAFE · VERIFIEDCODING

OpenViking is an open-source context database designed specifically for AI Agents(such as openclaw). OpenViking unifies the management of context (memory, resources, and…

$ npx skills add volcengine/OpenViking

25.8K stars74 quality92 trustVerifiedClaude Code17d 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/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

Scenario GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Claude Code + CLI · 4 targets

pythonai-agents

by volcengineDetailsQuick view

Flowise

VERIFIEDEXCELLENT · 100TRUST · 88SAFE · REVIEWEDCODING

Build AI Agents, Visually

$ npx skills add FlowiseAI/Flowise

53.6K stars76 quality88 trustReviewedClaude Code + OpenAI Agents27d 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: License is unclear

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Claude Code + OpenAI Agents · 4 targets

typescriptrag

by FlowiseAIDetailsQuick view

Sim

VERIFIEDEXCELLENT · 100TRUST · 93SAFE · VERIFIEDCODING

Build, deploy, and orchestrate AI agents. Sim is the central intelligence layer for your AI workforce.

$ npx skills add simstudioai/sim

28.9K stars74 quality93 trustVerifiedClaude Code3d 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/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

Scenario GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Claude Code + CLI · 4 targets

typescriptrag

by simstudioaiDetailsQuick view

Eliza

VERIFIEDEXCELLENT · 100TRUST · 90SAFE · REVIEWEDCODING

Open source agentic operating system

$ npx skills add elizaOS/eliza

18.6K stars73 quality90 trustReviewedClaude Code12d 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 Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

typescriptrag

by elizaOSDetailsQuick view

Nofx

VERIFIEDEXCELLENT · 100TRUST · 90SAFE · REVIEWEDFINANCE

Your AI trading terminal assistant for US stocks, commodities, forex, and crypto.

$ npx skills add NoFxAiOS/nofx

12.5K stars72 quality90 trustReviewed with permission notesClaude Code1d 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/…

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Finance and quant · I need my agent to analyze markets, financial data, filings, portfolios, and quant strategies.

Claude Code + CLI · 4 targets

gotrading

by NoFxAiOSDetailsQuick view

DB GPT

VERIFIEDEXCELLENT · 100TRUST · 92SAFE · VERIFIEDCODING

open-source agentic AI data assistant for the next generation of AI + Data products.

$ npx skills add eosphoros-ai/DB-GPT

19.0K stars73 quality92 trustVerifiedClaude Code + OpenAI Agents19d 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/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

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

Claude Code + OpenAI Agents · 4 targets

pythonrag

by eosphoros-aiDetailsQuick view

LangBot

VERIFIEDEXCELLENT · 100TRUST · 93SAFE · VERIFIEDCODING

Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 / Bots for Discord / Slack / LINE / Telegram / WeChat(企业微信, 企微智能机器人, 公众号) / 飞书…

$ npx skills add langbot-app/LangBot

16.3K stars73 quality93 trustVerifiedClaude Code + OpenAI Agents21d 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/…

Safety gateStrong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.

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

Claude Code + OpenAI Agents · 4 targets

pythonrag

by langbot-appDetailsQuick view

WrenAI

VERIFIEDEXCELLENT · 100TRUST · 89SAFE · REVIEWEDDATA

Give AI agents the context to query business data correctly through the open context layer that gives AI agents grounded, governed memory, context, SQL across 20+ data s…

$ npx skills add Canner/WrenAI

15.5K stars73 quality89 trustReviewedClaude Code25d 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: License is unclear

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.

Claude Code + CLI · 4 targets

pythonrag

by CannerDetailsQuick 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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Start from the task, not a keyword list.

Choose by scenario, quality, and trust signals.

Autonomous Agentic RAG

Agentic RAG For Dummies

AgenticRAG Survey

RAG Techniques

Ragflow

Graphrag

LightRAG

AI Agents For Beginners

OpenViking

Flowise

Sim

Eliza

Nofx

DB GPT

LangBot

WrenAI