Skill comparison
Compare agent skills before installing.
Comparing 3 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Firecrawl is the strongest overall pick here because it has a 100/100 readiness score and fits Web scraping.
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
Browser Use
Most recent maintenance signal among this shortlist.
| Signal | Ragbook Notebooks Repository for the "Building LLMs for Production" book by Towards AI. | Firecrawl Turn any website into LLM-ready markdown or structured data | Browser Use Make AI agents interact with websites using natural language |
|---|---|---|---|
| Quality | 66/100 Promising | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 68/100 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. |
| Adoption | 553 stars 0 installs | 134K stars 25K installs | 101K stars 28K installs |
| Freshness | Jan 25, 2026 | Jun 17, 2026 | Jun 20, 2026 |
| Use-case fit | |||
| Workflow fit | |||
| Platform hints | Jupyter Notebook, RAG, Claude Code, LangChain, LlamaIndex | Claude, GPT-4, LangChain, OpenClaw, Claude Code | Claude, GPT-4, LangChain, OpenClaw, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Web scraping workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation 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 |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add towardsai/ragbook-notebooks | $ npx skills add firecrawl/firecrawl | $ npx skills add browser-use/browser-use |