agents
Airflow DAG authoring, debugging, deployment, and data analysis
All Skills in This Repository (18)
Pure Emerald Level Indicatorsinit
Generate a version-controlled .astro/warehouse.md with per-table metadata from warehouse system catalogs.
tracing-upstream-lineage
Trace upstream data lineage by identifying sources and producing DAGs.
annotating-task-lineage
Annotate Airflow task lineage with inlets and outlets using OpenLineage datasets.
migrating-airflow-2-to-3
Migrate Airflow 2.x DAGs and code to Airflow 3.x with rule-based fixes.
debugging-dags
Diagnose Airflow DAG failures and identify root causes across pipelines.
checking-freshness
Evaluate latest timestamps across tables and output structured freshness reports.
analyzing-data
Query data warehouses with SQL and return Polars/Pandas dataframes.
cosmos-dbt-core
Convert dbt Core projects into Airflow DAGs or TaskGroups using Astronomer Cosmos.
airflow
Manage Apache Airflow DAGs, logs, and health via the Airflow MCP CLI.
setting-up-astro-project
Initialize and configure Astro/Airflow projects using the Astro CLI.
profiling-tables
Analyze a specified table to generate a structured data profile.
tracing-downstream-lineage
Trace downstream data lineage and assess impact across tables, DAGs, and dashboards.
Frequently Asked Questions
FAQPage SchemaHow to install astronomer/agents?โผ
Run `npx skills add astronomer/agents --all -g -y` in your terminal to install all skills globally.
How to debug a failing Airflow DAG?โผ
The debugging-dags skill runs a structured root-cause workflow using the af CLI: it pulls task logs, checks upstream health and package drift, then gives you an immediate fix and prevention steps.
Can it migrate Airflow 2 DAGs to Airflow 3?โผ
Yes. The migrating-airflow-2-to-3 skill runs Ruff's AIR rules to auto-fix imports and patterns, then walks a manual checklist for metadata access, scheduling, and asset changes.
Does it work with open-source Airflow or only Astro?โผ
Both. The MCP server connects to any Airflow 2.x or 3.x REST API, and the skills cover Docker Compose, Kubernetes Helm, and Astro deployment paths.
Can I query my data warehouse without writing boilerplate?โผ
Yes. The analyzing-data skill runs SQL against your configured warehouse through a background kernel, caches table mappings, and answers business questions directly.
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