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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

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

Strongest overall

Shardingsphere

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

Fastest prototype

Shardingsphere

Best first install candidate based on install readiness and adoption.

Freshest repo

Shardingsphere

Most recent maintenance signal among this shortlist.

SignalDataMate

DataMate is an enterprise-level data processing platform designed for model fine-tuning and RAG retrieval.

Shardingsphere

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

Kepler.Gl

Kepler.gl is a powerful open source geospatial analysis tool for large-scale data sets.

Debezium

Change data capture for a variety of databases. Please log issues at https://github.com/debezium/dbz/issues.

Quality
83/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
82/100
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.

Adoption359 stars
0 installs
21K stars
0 installs
12K stars
0 installs
13K stars
0 installs
FreshnessJun 16, 2026Jun 18, 2026Jun 16, 2026Jun 12, 2026
Use-case fit
RAG and knowledgeCoding agentsBrowser automation
Coding agentsSports analyticsGitHub automation
Coding agentsRAG and knowledgeResearch agents
GitHub automationCoding agentsRAG and knowledge
Stack fit
RAG knowledge baseContent growth agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsTypeScript, Data Pipeline, Claude CodeJava, Data Pipeline, Claude CodeTypeScript, Data Visualization, Claude CodeJava, Data Pipeline, 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
OpenAgentSkill engagement0 views
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Install
$ npx skills add ModelEngine-Group/DataMate
$ npx skills add apache/shardingsphere
$ npx skills add keplergl/kepler.gl
$ npx skills add debezium/debezium