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

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

Strongest overall

Ml Engineering

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

Fastest prototype

Ml Engineering

Best first install candidate based on install readiness and adoption.

Freshest repo

Modelscope

Most recent maintenance signal among this shortlist.

SignalTxtchat

⚡ Local chat assistants with AI superpowers

Ml Engineering

Machine Learning Engineering Open Book

Nltk

NLTK Source

Modelscope

ModelScope: bring the notion of Model-as-a-Service to life.

Quality
72/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
71/100
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.

Adoption336 stars
0 installs
18K stars
0 installs
15K stars
0 installs
9.0K stars
0 installs
FreshnessFeb 13, 2026May 18, 2026Jun 11, 2026Jun 15, 2026
Use-case fit
Stack fit
Platform hintsPython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forRAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projectsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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
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Install
$ npx skills add neuml/txtchat
$ npx skills add stas00/ml-engineering
$ npx skills add nltk/nltk
$ npx skills add modelscope/modelscope