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.

SignalAwesome Deep Research

[ACL 2026 KnowFM] Awesome Agentic Deep Research Resources

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

Anything Llm

Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience

Quality
76/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
90/100
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.

Adoption765 stars
Verified outcomes are shown on each skill page
37K stars
Verified outcomes are shown on each skill page
70K stars
Verified outcomes are shown on each skill page
63K stars
Verified outcomes are shown on each skill page
FreshnessMay 2, 2026Jun 18, 2026Aug 3, 2026Jul 13, 2026
Use-case fit
RAG and knowledgeResearch agentsCoding agents
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeSports analyticsGitHub automation
RAG and knowledgeCoding agentsWorkflow automation
Workflow fit
RAG knowledge baseResearch report agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
Platform hintsRAG, Claude CodePython, Knowledge Graph, Claude Code, OpenAI AgentsPython, Knowledge Graph, Claude CodeJavaScript, Vector Search, Claude Code
WarningsNo major risk signals from current metadataNo 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 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 engagement5 views
0 install copies
0 views
0 install copies
0 views
0 install copies
0 views
0 install copies
Install
$ npx skills add DavidZWZ/Awesome-Deep-Research
$ npx skills add HKUDS/LightRAG
$ npx skills add 666ghj/MiroFish
$ npx skills add Mintplex-Labs/anything-llm