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
Txtai is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Txtai
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Txtai
Best first install candidate based on install readiness and adoption.
Freshest repo
Txtai
Most recent maintenance signal among this shortlist.
| Signal | RAG FiT Framework for enhancing LLMs for RAG tasks using fine-tuning. | Sycamore 🍁 Sycamore is an LLM-powered search and analytics platform for unstructured data. | Yt Fts YouTube Full Text Search - Search all of YouTube from the command line | Txtai 💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows |
|---|---|---|---|---|
| Quality | 86/100 Excellent | 85/100 Excellent | 94/100 Excellent | 100/100 Excellent |
| Decision verdict | 97/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 96/100 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 | 770 stars 0 installs | 602 stars 0 installs | 1.8K stars 0 installs | 13K stars 0 installs |
| Freshness | Jun 8, 2026 | May 31, 2026 | Jan 22, 2026 | Jun 11, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Semantic Search, Claude Code | Python, Semantic Search, Claude Code | Python, Semantic Search, Claude Code | Python, Semantic Search, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | 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 | 3 views 0 install copies | 3 views 0 install copies |
| Install | $ npx skills add IntelLabs/RAG-FiT | $ npx skills add aryn-ai/sycamore | $ npx skills add NotJoeMartinez/yt-fts | $ npx skills add neuml/txtai |