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.
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
Ragflow
Most recent maintenance signal among this shortlist.
| Signal | Superset Apache Superset is a Data Visualization and Data Exploration Platform | 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 | Llama Index LlamaIndex is the leading document agent and OCR platform | OpenOutreach Linkedin Automation Tool: Describe your product. Define your target market. The AI finds the leads for you. |
|---|---|---|---|---|
| Quality | 100/100 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 | 73K stars 0 installs | 83K stars 0 installs | 50K stars 0 installs | 2.1K stars 0 installs |
| Freshness | Jun 12, 2026 | Jun 13, 2026 | Jun 12, 2026 | Jun 11, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | TypeScript, Data Analysis, Claude Code | Python, AI Agents, Claude Code | Python, RAG, Claude Code, LlamaIndex | Python, Playwright, Claude Code, Browser agents |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No OpenAgentSkill engagement data yet |
| Best for | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | 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 |
| 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 | 1 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add apache/superset | $ npx skills add infiniflow/ragflow | $ npx skills add run-llama/llama_index | $ npx skills add eracle/OpenOutreach |