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

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

Strongest overall

Ragflow

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

Fastest prototype

Ragflow

Best first install candidate based on install readiness and adoption.

Freshest repo

CrewAI

Most recent maintenance signal among this shortlist.

SignalAwesome AI Memory

A list of AI memory projects

CrewAI

Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

Agno

Build, run, and manage agent platforms.

Ragflow

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 LLMs

Quality
77/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
88/100
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.

Adoption789 stars
0 installs
56K stars
0 installs
41K stars
0 installs
83K stars
0 installs
FreshnessJun 7, 2026Jul 18, 2026Jun 15, 2026Jun 13, 2026
Use-case fit
Coding agentsSports analyticsGitHub automation
Coding agentsWorkflow automationSports analytics
Browser automationCoding agentsSports analytics
RAG and knowledgeCoding agentsResearch agents
Workflow fit
Coding review agentContent growth agent
Coding review agentContent growth agent
Browser QA agentCoding review agent
RAG knowledge baseContent growth agent
Platform hintsPython, AI Agents, Claude CodePython, AI Agents, Claude CodePython, AI Agents, Claude CodePython, AI Agents, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsBrowser automation 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
0 views
0 install copies
Install
$ npx skills add topoteretes/awesome-ai-memory
$ npx skills add crewAIInc/crewAI
$ npx skills add agno-agi/agno
$ npx skills add infiniflow/ragflow