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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.

Add more skills

Decision summary

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

Strongest overall

MiroFish

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

Fastest prototype

MiroFish

Best first install candidate based on install readiness and adoption.

Freshest repo

LightRAG

Most recent maintenance signal among this shortlist.

SignalLangchain ChatBI

一种利用Langchain框架和本地向量库实现的对话式BI，它的目标是帮助用户寻找、理解数据知识，并能够分析数据、洞察结果，通过自然语言对话，降低数据分析的门槛。

MiroFish

A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎，预测万物

LightRAG

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

RAG Techniques

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

Quality
43/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
33/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

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.

Adoption152 stars
0 installs
67K stars
0 installs
37K stars
0 installs
28K stars
0 installs
FreshnessMar 20, 2024May 24, 2026Jun 18, 2026Jun 17, 2026
Use-case fit
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeSports analyticsGitHub automation
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsGitHub automation
Stack fit
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseCoding review agent
Platform hintsPython, RAG, Claude Code, LangChainPython, Knowledge Graph, Claude CodePython, Knowledge Graph, Claude Code, OpenAI AgentsJupyter 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 · builders willing to evaluate younger projectsRAG 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 dynamiclu/Langchain-ChatBI
$ npx skills add 666ghj/MiroFish
$ npx skills add HKUDS/LightRAG
$ npx skills add NirDiamant/RAG_Techniques