Star200+

Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 4 skills

Use this as a shortlist, then open the skill detail page before adopting.

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Decision summary

RAG Techniques is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.

Strongest overall

RAG Techniques

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

RAG Techniques

Best first install candidate based on install readiness and adoption.

Freshest repo

Txtai

Most recent maintenance signal among this shortlist.

SignalEda Nlp

Data augmentation for NLP, presented at EMNLP 2019

Txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

Seatunnel

SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.

RAG Techniques

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

Quality
68/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
70/100
Prototype first

Prototype with this skill first; keep a fallback candidate ready.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Adoption1.7K stars
Verified outcomes are shown on each skill page
13K stars
Verified outcomes are shown on each skill page
9.4K stars
Verified outcomes are shown on each skill page
28K stars
Verified outcomes are shown on each skill page
FreshnessMar 19, 2023Jun 22, 2026Jun 16, 2026Jun 17, 2026
Use-case fit
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsBrowser automation
RAG and knowledgeWorkflow automationCoding agents
RAG and knowledgeCoding agentsGitHub automation
Workflow fit
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseCoding review agent
Platform hintsPython, Embeddings, Claude CodePython, Semantic Search, Claude CodeJava, Embeddings, Claude CodeJupyter Notebook, Semantic Search, Claude Code, OpenAI Agents, LangChain
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that require actively maintained dependencies · production agents without a repository reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add jasonwei20/eda_nlp
$ npx skills add neuml/txtai
$ npx skills add apache/seatunnel
$ npx skills add NirDiamant/RAG_Techniques