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

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

Learn Harness Engineering

Most recent maintenance signal among this shortlist.

Signal	Puppyone Context drive for your AI agents	Learn Harness Engineering Harness engineering beginner tutorial, from 0 to 1	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	CopilotKit The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol
Quality	84/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	83/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption.	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.
Adoption	430 stars 0 installs	9.8K stars 0 installs	83K stars 0 installs	35K stars 0 installs
Freshness	Jun 20, 2026	Jun 30, 2026	Jun 13, 2026	Jun 19, 2026
Use-case fit	Coding agents RAG and knowledge Workflow automation	Coding agents RAG and knowledge Workflow automation	RAG and knowledge Coding agents Research agents	Coding agents Browser automation Sports analytics
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	RAG knowledge base Content growth agent	Coding review agent Browser QA agent
Platform hints	TypeScript, AI Agents, Claude Code	TypeScript, AI Agents, Claude Code	Python, AI Agents, Claude Code	TypeScript, AI Agents, Claude Code
Warnings	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add puppyone-ai/puppyone`	`$ npx skills add walkinglabs/learn-harness-engineering`	`$ npx skills add infiniflow/ragflow`	`$ npx skills add CopilotKit/CopilotKit`