Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
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.
| Signal | Second Brain Second Brain is an agentic framework that acts as an operating system, using local file intelligence, workflow automation, and LLMs to complete tasks and communicate over multiple modalities and messaging platforms. | Claude Code Best Practice from vibe coding to agentic engineering - practice makes claude perfect | 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 | CrewAI Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. |
|---|---|---|---|---|
| Quality | 79/100 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. |
| Adoption | 557 stars Verified outcomes are shown on each skill page | 61K stars Verified outcomes are shown on each skill page | 83K stars Verified outcomes are shown on each skill page | 56K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 15, 2026 | Jun 25, 2026 | Jun 13, 2026 | Jul 18, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, AI Agents, Claude Code | HTML, AI Agents, Claude Code | Python, AI Agents, Claude Code | Python, 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 | Workflow automation workflows · Claude Code teams · teams that value GitHub adoption signals | 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 henrydaum/second-brain | $ npx skills add shanraisshan/claude-code-best-practice | $ npx skills add infiniflow/ragflow | $ npx skills add crewAIInc/crewAI |