Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Awesome Llm Apps
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Awesome Llm Apps
Best first install candidate based on install readiness and adoption.
Freshest repo
ReMe
Most recent maintenance signal among this shortlist.
| Signal | MemoRAG Empowering RAG with a memory-based data interface for all-purpose applications! | ReMe ReMe: Memory Management Kit for Agents - Remember Me, Refine Me. | Awesome Llm Apps 100+ AI Agent & RAG apps you can actually run — clone, customize, ship. | Graphrag A modular graph-based Retrieval-Augmented Generation (RAG) system |
|---|---|---|---|---|
| Quality | 78/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 80/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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 | 2.2K stars Verified outcomes are shown on each skill page | 3.3K stars Verified outcomes are shown on each skill page | 114K stars Verified outcomes are shown on each skill page |
| 34K stars Verified outcomes are shown on each skill page |
| Freshness | Sep 11, 2025 | Aug 7, 2026 | Jun 13, 2026 | Jun 18, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, RAG, Claude Code | Python, RAG, Claude Code | Python, RAG, Claude Code | Python, RAG, Claude Code, OpenAI Agents |
| 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 qhjqhj00/MemoRAG | $ npx skills add agentscope-ai/ReMe | $ npx skills add Shubhamsaboo/awesome-llm-apps | $ npx skills add microsoft/graphrag |