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
FlagEmbedding is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
FlagEmbedding
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
FlagEmbedding
Best first install candidate based on install readiness and adoption.
Freshest repo
Seatunnel
Most recent maintenance signal among this shortlist.
| Signal | Graph GPU-accelerated force graph layout and rendering | Scira Scira (Formerly MiniPerplx) is a minimalistic AI-powered search engine that helps you find information on the internet and cites it too. Powered by Vercel AI SDK! | Seatunnel SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool. | FlagEmbedding Retrieval and Retrieval-augmented LLMs |
|---|---|---|---|---|
| Quality | 99/100 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 | 1.2K stars 0 installs | 12K stars 0 installs | 9.4K stars 0 installs | 12K stars 0 installs |
| Freshness | Jun 15, 2026 | Mar 20, 2026 | Jun 16, 2026 | Apr 22, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | TypeScript, Embeddings, Claude Code | TypeScript, Search, Claude Code | Java, Embeddings, Claude Code | Python, Embeddings, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | 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 | 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 |
| 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 | 5 views 0 install copies |
| Install | $ npx skills add cosmosgl/graph | $ npx skills add zaidmukaddam/scira | $ npx skills add apache/seatunnel | $ npx skills add FlagOpen/FlagEmbedding |