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discover-data

rand
更新日 Today
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メタautomationdata

について

discover-dataスキルは、データ開発タスクの処理時にClaudeのデータパイプラインとETL機能を自動的に起動します。バッチ処理、データ検証、複雑なデータパイプラインを調整するための差分データフローなど、9つの専門データスキルへのアクセスを提供します。ETL、Airflow、ストリーム処理、またはデータ検証の要件を扱う際にこのスキルをご利用ください。

クイックインストール

Claude Code

推奨
プラグインコマンド推奨
/plugin add https://github.com/rand/cc-polymath
Git クローン代替
git clone https://github.com/rand/cc-polymath.git ~/.claude/skills/discover-data

このコマンドをClaude Codeにコピー＆ペーストしてスキルをインストールします

ドキュメント

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:

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

Load Full Category Details

For complete descriptions and workflows:

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

# Stream Processing
cat skills/data/stream-processing.md
cat skills/data/streaming-aggregations.md

# Advanced Dataflow Systems
cat skills/data/timely-dataflow.md
cat skills/data/differential-dataflow.md
cat skills/data/dataflow-coordination.md

Common Workflow Combinations

Real-Time Analytics Pipeline

# Load these skills together:
cat skills/data/stream-processing.md          # Kafka setup
cat skills/data/streaming-aggregations.md     # Windowing patterns
cat skills/data/dataflow-coordination.md      # Coordination

Incremental Computation System

# Load these skills together:
cat skills/data/timely-dataflow.md           # Foundation
cat skills/data/differential-dataflow.md     # Incremental updates
cat skills/data/dataflow-coordination.md     # Distributed coordination

Hybrid Batch + Stream

# Load these skills together:
cat skills/data/batch-processing.md          # Batch jobs
cat skills/data/stream-processing.md         # Stream processing
cat skills/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

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

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

GitHub リポジトリ

rand/cc-polymath
パス: skills/discover-data
aiclaude-codeskills

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