Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Elasticsearch
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Elasticsearch
Best first install candidate based on install readiness and adoption.
Freshest repo
Seatunnel
Most recent maintenance signal among this shortlist.
| Signal | Wizmap Explore and interpret large embeddings in your browser with interactive visualization! 📍 | Seatunnel SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool. | Elasticsearch Free and Open Source, Distributed, RESTful Search Engine | RAG Techniques This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial. |
|---|---|---|---|---|
| Quality | 67/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 69/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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 | 531 stars Verified outcomes are shown on each skill page | 9.6K stars Verified outcomes are shown on each skill page | 77K stars Verified outcomes are shown on each skill page |
| 28K stars Verified outcomes are shown on each skill page |
| Freshness | Jan 22, 2026 | Aug 27, 2026 | Jun 16, 2026 | Jun 17, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | TypeScript, Embeddings, Claude Code, Browser agents | Java, Embeddings, Claude Code | Java, Search, Claude Code | Jupyter Notebook, Semantic Search, Claude Code, OpenAI Agents, LangChain |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| 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 | 0 views 0 install copies |
| Install | $ npx skills add poloclub/wizmap | $ npx skills add apache/seatunnel | $ npx skills add elastic/elasticsearch | $ npx skills add NirDiamant/RAG_Techniques |