Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Firecrawl
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Firecrawl
Best first install candidate based on install readiness and adoption.
Freshest repo
ai-native-product
Most recent maintenance signal among this shortlist.
| Signal | ai-native-product Build AI-native products with agency-control tradeoffs, calibration loops, and eval strategies. Use when building AI agents, LLM features, or products where AI handles user tasks autonomously. Part of the Modern Product Operating Model collection. | Mem0 Universal memory layer for AI Agents | PageIndex 📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG | Firecrawl The API to search, scrape, and interact with the web at scale. 🔥 |
|---|---|---|---|---|
| Quality | 59/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 61/100 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 | 23 stars Verified outcomes are shown on each skill page | 61K stars Verified outcomes are shown on each skill page | 34K stars Verified outcomes are shown on each skill page |
| 139K stars Verified outcomes are shown on each skill page |
| Freshness | Oct 4, 2026 | Jul 18, 2026 | Jul 18, 2026 | Jun 26, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Claude Code | Python, AI Agents, Claude Code, OpenAI Agents | Python, Vector Search, Claude Code | TypeScript, AI Agents, Claude Code |
| Warnings | Low GitHub adoption signal | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projects | agent-frameworks workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | Web scraping workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · 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 | 5 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add yannickYamo/skills --skill ai-native-product | $ npx skills add mem0ai/mem0 | $ npx skills add VectifyAI/PageIndex | $ npx skills add firecrawl/firecrawl |