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Reusable instructions for compatible AI agents.
Field counts come from the latest full-catalog snapshot. A resource can belong to several fields and platforms.
Trace upstream data lineage. Use when the user asks where data comes from, what feeds a table, upstream dependencies, data sources, or needs to understand data origins.
Map downstream lineage and blast radius for Airflow data assets. Use when the user needs to know which DAGs, tables, dashboards, or models depend on a dataset and what could break after a change.
General AWS management in VS Code using awsclaw extension. Covers AWS connectivity, session management, profiles, regions, endpoints, file operations, testing connections, safety model, cross-service discovery, and extension capabilities.
Generate YAML configs for Tablefaker to create synthetic datasets with tables, relationships, and faker data.
Create custom OpenLineage extractors for Airflow operators. Use when the user needs lineage from unsupported or third-party operators, wants column-level lineage, or needs complex extraction logic beyond what inlets/outlets provide.
Annotate Airflow tasks with data lineage using inlets and outlets. Use when the user wants to add lineage metadata to tasks, specify input/output datasets, or enable lineage tracking for operators without built-in OpenLineage extraction.
Manage AWS Glue ETL jobs, triggers, crawlers, databases, tables, workflows, and connections using awsclaw. Create, update, and delete resources, inspect crawl history, and manage tags.
Comprehensive DAG failure diagnosis and root cause analysis. Use for complex debugging requests requiring deep investigation like "diagnose and fix the pipeline" or "full root cause analysis".
Manage and inspect AWS EMR clusters, steps, instances, studios, notebook executions, release labels, security configurations, and managed scaling using awsclaw. Supports full lifecycle operations.
Initialize and configure Astro/Airflow projects. Use when the user wants to create a new project, set up dependencies, configure connections/variables, or understand project structure. For running the local environment, see managing-astro-local-env.
Guide for migrating Apache Airflow 2.x projects to Airflow 3.x. Use when the user mentions Airflow 3 migration, upgrade, compatibility issues, breaking changes, or wants to modernize their Airflow codebase.
Manage Amazon SNS topics, subscriptions, publishing, platform applications, SMS, and endpoints using awsclaw. Create, configure, and delete resources, publish messages, and check SMS/sandbox status.
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Platform labels describe intended use. Read each resource's author credits, requirements and available access methods.