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SKILL verified MIT Self-run

Discover Data

skill-rand-cc-polymath-discover-data · by rand

Automatically discover data pipeline and ETL skills when working with ETL, data pipelines, streaming, batch processing, data validation, or pipeline orchestration. Activates for data development tasks.

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Install

$ agentstack add skill-rand-cc-polymath-discover-data

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

Verified badge

Passed review? Show it. Paste this badge into your README, it links to the public security report.

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
6mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.

How agent discovery & health will work →
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About

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:

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

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

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

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.