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

Debezium is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

Debezium

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

Fastest prototype

Debezium

Best first install candidate based on install readiness and adoption.

Freshest repo

Snowplow

Most recent maintenance signal among this shortlist.

SignalWhylogs

An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈

Snowplow

The leader in Customer Data Infrastructure

Debezium

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

Flink Cdc

Flink CDC is a streaming data integration tool

Quality
75/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
77/100
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.

Adoption2.8K stars
0 installs
7.0K stars
0 installs
13K stars
0 installs
6.4K stars
0 installs
FreshnessJan 10, 2025Jun 17, 2026Jun 12, 2026Jun 3, 2026
Use-case fit
Stack fit
Platform hintsJupyter Notebook, Data Pipeline, Claude CodeScala, Data Pipeline, Claude CodeJava, Data Pipeline, Claude CodeJava, Data Pipeline, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo 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 signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsWorkflow automation workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that require actively maintained dependencies · production agents without a repository 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 whylabs/whylogs
$ npx skills add snowplow/snowplow
$ npx skills add debezium/debezium
$ npx skills add apache/flink-cdc