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
Agno
Most recent maintenance signal among this shortlist.
| Signal | Semantica Semantica 🧠 — AI-native knowledge graph intelligence framework for semantic retrieval, ontology reasoning, context graphs, and explainable AI systems. | 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 | Agno Build, run, and manage agent platforms. | Agent Squad Flexible and powerful framework for managing multiple AI agents and handling complex conversations |
|---|---|---|---|---|
| Quality | 97/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 1.3K stars Verified outcomes are shown on each skill page | 83K stars Verified outcomes are shown on each skill page | 42K stars Verified outcomes are shown on each skill page | 7.7K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 29, 2026 | Jun 13, 2026 | Aug 10, 2026 | Jul 29, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, AI Agents, Claude Code | Python, AI Agents, Claude Code | Python, AI Agents, Claude Code | Python, AI Agents, Claude Code |
| Warnings | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation 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 | 17 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 12 views 0 install copies |
| Install | $ npx skills add semantica-agi/semantica | $ npx skills add infiniflow/ragflow | $ npx skills add agno-agi/agno | $ npx skills add 2FastLabs/agent-squad |