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.

SignalDatabricks Bootcamp 2026

End-to-end Data Lakehouse project built on Databricks, following the Medallion Architecture (Bronze, Silver, Gold). Covers real-world data engineering and analytics workflows using Spark, PySpark, SQL, Delta Lake, and Unity Catalog. Designed for learning, portfolio building, and job interviews.

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
69/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
59/100
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.

Adoption344 stars
0 installs
46K stars
0 installs
63K stars
0 installs
21K stars
0 installs
FreshnessJan 19, 2026Jun 20, 2026Jul 2, 2026Jun 25, 2026
Use-case fit
Workflow fit
Platform hintsJupyter Notebook, 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
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Install
$ npx skills add DataWithBaraa/databricks_bootcamp_2026
$ npx skills add apache/airflow
$ npx skills add pathwaycom/pathway
$ npx skills add apache/shardingsphere