Skills
A skill is a folder of instructions a compatible client loads when it becomes relevant. Filter by what a skill ships and what its author declares, then read it before you install it.
Ordered one entry per publisher in turn, so a page shows as many publishers as it has rows. Every skill is listed.
- agentic-estate-discoveryby pleasefixaiUse this skill for a high-level overview of the agentic environment and how AI is used across the organization. This is…
- ai-spendby pleasefixaiUse this skill whenever you want AI cost and consumption metrics: spend, token usage, model consumption, and usage…
- shadow-ai-riskby pleasefixaiUse this skill whenever you want to find and govern shadow AI in your environment: unsanctioned, unmanaged, or…
- supply-chain-riskby pleasefixaiUse this skill whenever you want to assess the agent supply chain as an attack surface: the trust, provenance, and…
- airflowby pleasefixaiQueries, manages, and troubleshoots Apache Airflow using the `af` CLI. Use when working with anything related to…
- OctoparseSponsoredNo-code web scraping, on a schedule.Scrape with Octoparse
- airflow-hitlby pleasefixaiBuilds human-in-the-loop (HITL) Airflow workflows - approval gates, form input, and human-driven branching. Use when a…
- airflow-pluginsby pleasefixaiBuilds Airflow 3.1+ plugins that embed FastAPI apps, custom UI pages, React components, middleware, macros, and…
- airflow-state-storeby pleasefixaiPersists task and asset state across retries and DAG runs using Airflow 3.3's AIP-103 key/value stores…
- analyzing-databy pleasefixaiQueries the data warehouse with SQL and answers business questions about data. Use when answering anything that needs…
- annotating-task-lineageby pleasefixaiAnnotate Airflow tasks with data lineage using inlets and outlets. Use when the user wants to add lineage metadata to…
- authoring-dagsby pleasefixaiWorkflow and best practices for writing Apache Airflow DAGs. Use when creating a new DAG, write pipeline code, handling…
- authoring-go-sdk-tasksby pleasefixaiWrites Airflow task logic in Go using the Airflow Go SDK. Use when the user wants to implement Airflow tasks in Go,…
- authoring-java-sdk-tasksby pleasefixaiWrites Airflow task logic in Java, Kotlin, or any JVM language using the Airflow Java SDK. Use when the user wants to…
- authoring-language-sdk-tasksby pleasefixaiThe language-neutral foundation for Airflow language SDKs — implement task logic in a non-Python language while the DAG…
- blueprintby pleasefixaiDefine reusable Airflow task group templates with Pydantic validation and compose DAGs from YAML. Use when creating…
- checking-freshnessby pleasefixaiQuick data freshness check. Use when the user asks if data is up to date, when a table was last updated, if data is…
- configuring-airflow-language-sdksby pleasefixaiConfigures Airflow to run language SDK tasks (Java, Go, and future native SDKs) — register a coordinator, map a queue…
- cosmos-dbt-coreby pleasefixaiTurns a dbt Core project into an Airflow DAG/TaskGroup using Astronomer Cosmos. Use turning a dbt Core project into an…
- cosmos-dbt-fusionby pleasefixaiRun a dbt Fusion project with Astronomer Cosmos. Use when running a dbt Fusion project with Astronomer Cosmos (Cosmos…
- creating-openlineage-extractorsby pleasefixaiCreate custom OpenLineage extractors for Airflow operators. Use when the user needs lineage from unsupported or…
- dag-factoryby pleasefixaiAuthors Apache Airflow DAGs declaratively from dag-factory YAML configs. Use when building DAGs declaratively from YAML…
- debugging-dagsby pleasefixaiComprehensive DAG failure diagnosis and root-cause analysis with structured investigation and prevention…
- delegating-to-ottoby pleasefixaiDrives Astronomer's Otto agent (`astro otto`) as a delegated sub-agent for Airflow, dbt, and data-engineering work. Use…
- deploying-airflowby pleasefixaiDeploys Airflow DAGs and projects. Use when deploying Airflow or answering anything about deployment - deploying…
- deploying-go-sdk-bundlesby pleasefixaiBuilds, packs, and deploys compiled Airflow Go SDK bundles so the ExecutableCoordinator can run them. Use when the user…
- deploying-java-sdk-bundlesby pleasefixaiBuilds and deploys compiled Airflow Java SDK bundles so workers can run them. Use when the user wants to package a JVM…
- managing-astro-deploymentsby pleasefixaiManage Astronomer production deployments with Astro CLI. Use when the user wants to authenticate, switch workspaces,…
- managing-astro-local-envby pleasefixaiManage local Airflow environment with Astro CLI (Docker and standalone modes). Use when the user wants to start, stop,…
- migrating-ai-sdk-to-common-aiby pleasefixaiMigrates Airflow projects from airflow-ai-sdk to apache-airflow-providers-common-ai 0.4.0+. Use when replacing…
- migrating-airflow-2-to-3by pleasefixaiGuide for migrating Apache Airflow 2.x projects to Airflow 3.x. Use when the user mentions Airflow 3 migration,…
- migrating-dagster-to-airflowby pleasefixaiGuide for migrating Dagster projects to Apache Airflow 3 on Astro. Use when the user mentions migrating, converting, or…
- profiling-tablesby pleasefixaiDeep-dive data profiling for a specific table. Use when the user asks to profile a table, wants statistics about a…
- setting-up-astro-projectby pleasefixaiInitialize and configure Astro/Airflow projects. Use when the user wants to create a new project, set up dependencies,…
- testing-dagsby pleasefixaiComplex DAG testing workflows with debugging and fixing cycles. Use for multi-step testing requests like "test this dag…
- tracing-downstream-lineageby pleasefixaiTrace downstream data lineage and impact analysis. Use when the user asks what depends on this data, what breaks if…
- tracing-upstream-lineageby pleasefixaiTrace upstream data lineage. Use when the user asks where data comes from, what feeds a table, upstream dependencies,…
- troubleshooting-astro-deploymentsby pleasefixaiTroubleshoot Astronomer production deployments with Astro CLI. Use when investigating deployment issues, viewing…
- warehouse-initby pleasefixaiInitialize warehouse schema discovery. Generates .astro/warehouse.md with all table metadata for instant lookups. Run…
- accidental-data-loss-preventionby pleasefixai**STOP AND VERIFY**: Before running any command or tool that results in irreversible data loss, you MUST obtain…
- bigquery-ai-mlby pleasefixaiLeverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you need to…
- bigquery-bigframesby pleasefixaiGenerates Python code using BigQuery DataFrames (BigFrames). Use by default for any Python data task involving…
- bigquery-data-transfer-serviceby pleasefixaiDiscovers and inspects BigQuery Data Transfer Service (DTS) configurations. Use this to identify existing ingestion…
- bigquery-graph-authorby pleasefixaiProvides an end-to-end journey for authoring a BigQuery property graph from your tables or from a model…
- bigquery-graph-queryby pleasefixaiProvides guidelines and best practices for querying BigQuery property graphs and semantic graphs: native GQL (Graph…
- bigquery-sqlby pleasefixaiProvides BigQuery SQL query optimization techniques, execution best practices, and performance tuning rules for…
- bigtable-basicsby pleasefixaiAssists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when…
- building-data-appsby pleasefixaiBuild modern data apps, dashboards, and interactive reports using either React + Vite or Streamlit. Includes optional…
- dak-setupby pleasefixaiConfigures (or reconfigures) the Google Cloud Data Agent Kit (DAK) plugin by checking gcloud and ADC credentials,…
