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.

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

MiroFish

Most recent maintenance signal among this shortlist.

SignalAI Knowledge Graph

AI Powered Knowledge Graph Generator

LightRAG

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

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

FlagEmbedding

Retrieval and Retrieval-augmented LLMs

Quality
91/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
93/100
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.

100/100
Production-ready

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

Adoption2.3K stars
0 installs
37K stars
0 installs
70K stars
0 installs
12K stars
0 installs
FreshnessDec 28, 2025Jun 18, 2026Aug 3, 2026Apr 22, 2026
Use-case fit
RAG and knowledgeGitHub automationCoding agents
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeSports analyticsGitHub automation
RAG and knowledgeCoding agentsBrowser automation
Workflow fit
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
Platform hintsPython, Knowledge Graph, Claude CodePython, Knowledge Graph, Claude Code, OpenAI AgentsPython, Knowledge Graph, Claude CodePython, Embeddings, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadata
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 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 reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
0 install copies
0 views
0 install copies
0 views
0 install copies
5 views
0 install copies
Install
$ npx skills add robert-mcdermott/ai-knowledge-graph
$ npx skills add HKUDS/LightRAG
$ npx skills add 666ghj/MiroFish
$ npx skills add FlagOpen/FlagEmbedding