Star0

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.

Add more skills

Decision summary

Fastai is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Fastai

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

Fastest prototype

Fastai

Best first install candidate based on install readiness and adoption.

Freshest repo

Lean

Most recent maintenance signal among this shortlist.

SignalPybulletRobotics

Pybullet robotics simulation code for learning algorithms in Python

Lean

Lean Algorithmic Trading Engine by QuantConnect (Python, C#)

Handson Ml

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.

Fastai

The fastai deep learning library

Quality
60/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
50/100
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.

Adoption133 stars
0 installs
20K stars
0 installs
26K stars
0 installs
28K stars
0 installs
FreshnessDec 21, 2025Jun 26, 2026May 19, 2026May 20, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
Finance and quantCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsRAG and knowledgeWorkflow automation
Stack fit
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJupyter Notebook, Robotics, Claude CodeC#, Trading Bot, Claude CodeJupyter Notebook, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · builders willing to evaluate younger projectsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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 engagement0 views
0 install copies
0 views
0 install copies
0 views
0 install copies
0 views
0 install copies
Install
$ npx skills add akinami3/PybulletRobotics
$ npx skills add QuantConnect/Lean
$ npx skills add ageron/handson-ml
$ npx skills add fastai/fastai