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.

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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

Mem0

Most recent maintenance signal among this shortlist.

SignalAideml

AIDE: AI-Driven Exploration in the Space of Code. The machine Learning engineering agent that automates AI R&D.

Mem0

Universal memory layer for AI Agents

Firecrawl

The API to search, scrape, and interact with the web at scale. 🔥

Vane

Vane is an AI-powered answering engine.

Quality
97/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
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.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Adoption1.4K stars
Verified outcomes are shown on each skill page
61K stars
Verified outcomes are shown on each skill page
139K stars
Verified outcomes are shown on each skill page
35K stars
Verified outcomes are shown on each skill page
FreshnessJul 15, 2026Jul 18, 2026Jun 26, 2026Apr 11, 2026
Use-case fit
Workflow fit
Platform hintsPython, AI Agents, Claude CodePython, AI Agents, Claude Code, OpenAI AgentsTypeScript, AI Agents, Claude CodeTypeScript, AI Agents, Claude Code
WarningsNo major risk signals from current metadataNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement4 views
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Install
$ npx skills add WecoAI/aideml
$ npx skills add mem0ai/mem0
$ npx skills add firecrawl/firecrawl
$ npx skills add ItzCrazyKns/Vane