Skill

discover-data

Auto-discovers and loads skills for ETL, data pipelines, batch/stream processing, data validation, and orchestration. Activates for data development tasks like real-time analytics and incremental computation.

Kafka

data-engineering

Install

npx claudepluginhub rand/cc-polymath --plugin cc-polymath

Tool Access

This skill uses the workspace's default tool permissions.

Preview

Provides automatic access to comprehensive data skills.

SKILL.md

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Stats

Stars75

Forks5

Last CommitFeb 28, 2026

Actions

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Data Skills Discovery

Provides automatic access to comprehensive data skills.

When This Skill Activates

This skill auto-activates when you're working with:

ETL
data pipelines
batch processing
stream processing
data validation
orchestration
Airflow
timely dataflow
differential dataflow
streaming aggregations
windowing
real-time analytics

Available Skills

Quick Reference

The Data category contains 9 skills:

batch-processing - Orchestrating complex data pipelines with dependencies
data-validation - Validating data schema before processing
dataflow-coordination - Coordination patterns for distributed dataflow systems
differential-dataflow - Differential computation for incremental updates and efficient joins
etl-patterns - Designing data extraction from multiple sources
pipeline-orchestration - Coordinating complex multi-step data workflows
stream-processing - Processing real-time event streams (Kafka, Flink)
streaming-aggregations - Windowing, sessionization, time-series aggregation
timely-dataflow - Low-latency streaming computation with progress tracking

Load Full Category Details

For complete descriptions and workflows:

Read ../data/INDEX.md

This loads the full Data category index with:

Detailed skill descriptions
Usage triggers for each skill
Common workflow combinations
Cross-references to related skills

Load Specific Skills

Load individual skills as needed:

Traditional ETL/Batch

Read ../data/batch-processing.md Read ../data/data-validation.md Read ../data/etl-patterns.md Read ../data/pipeline-orchestration.md

Stream Processing

Read ../data/stream-processing.md Read ../data/streaming-aggregations.md

Advanced Dataflow Systems

Read ../data/timely-dataflow.md Read ../data/differential-dataflow.md Read ../data/dataflow-coordination.md

Common Workflow Combinations

Real-Time Analytics Pipeline

Load these skills together:

Read ../data/stream-processing.md # Kafka setup Read ../data/streaming-aggregations.md # Windowing patterns Read ../data/dataflow-coordination.md # Coordination

Incremental Computation System

Load these skills together:

Read ../data/timely-dataflow.md # Foundation Read ../data/differential-dataflow.md # Incremental updates Read ../data/dataflow-coordination.md # Distributed coordination

Hybrid Batch + Stream

Load these skills together:

Read ../data/batch-processing.md # Batch jobs Read ../data/stream-processing.md # Stream processing Read ../data/pipeline-orchestration.md # Overall coordination

Progressive Loading

This gateway skill enables progressive loading:

Level 1: Gateway loads automatically (you're here now)
Level 2: Load category INDEX.md for full overview
Level 3: Load specific skills as needed

Usage Instructions

Auto-activation: This skill loads automatically when Claude Code detects data work
Browse skills: Run Read ../data/INDEX.md for full category overview
Load specific skills: Use bash commands above to load individual skills

Next Steps: Run Read ../data/INDEX.md to see full category details.