Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
PageIndex
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
PageIndex
Best first install candidate based on install readiness and adoption.
Freshest repo
PageIndex
Most recent maintenance signal among this shortlist.
| Signal | Gritlm Generative Representational Instruction Tuning | PageIndex 📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG | Txtai 💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows | RAG Techniques This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial. |
|---|---|---|---|---|
| Quality | 55/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 57/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 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 | 695 stars Verified outcomes are shown on each skill page | 34K stars Verified outcomes are shown on each skill page | 13K stars Verified outcomes are shown on each skill page |
| 28K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 25, 2025 | Jul 18, 2026 | Jun 22, 2026 | Jun 17, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Jupyter Notebook, Embeddings, Claude Code | Python, Vector Search, Claude Code | Python, Semantic Search, Claude Code | Jupyter Notebook, Semantic Search, Claude Code, OpenAI Agents, LangChain |
| Warnings | Repository looks stale · 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 require actively maintained dependencies · production agents without a repository 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 ContextualAI/gritlm | $ npx skills add VectifyAI/PageIndex | $ npx skills add neuml/txtai | $ npx skills add NirDiamant/RAG_Techniques |