Star200+

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

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

Strongest overall

Pathway

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

Fastest prototype

Pathway

Best first install candidate based on install readiness and adoption.

Freshest repo

Pathway

Most recent maintenance signal among this shortlist.

SignalSpark

Drop-in replacement for Apache Spark UI

Airflow

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Pathway

Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

Shardingsphere

Empowering Data Intelligence with Distributed SQL for Sharding, Scalability, and Security Across All Databases.

Quality
81/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
80/100
Strong shortlist

Shortlist this skill and compare it with close alternatives before production adoption.

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.

Adoption466 stars
0 installs
46K stars
0 installs
63K stars
0 installs
21K stars
0 installs
FreshnessJun 2, 2026Jun 20, 2026Jul 2, 2026Jun 25, 2026
Use-case fit
Coding agentsRAG and knowledgeBrowser automation
Workflow automationCoding agentsRAG and knowledge
Coding agentsRAG and knowledgeWorkflow automation
Coding agentsSports analyticsGitHub automation
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsTypeScript, Data Pipeline, Claude CodePython, ETL, Claude CodePython, ETL, Claude CodeJava, Data Pipeline, 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 projectsWorkflow automation 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
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Install
$ npx skills add dataflint/spark
$ npx skills add apache/airflow
$ npx skills add pathwaycom/pathway
$ npx skills add apache/shardingsphere