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.
- data-autocleaningby pleasefixaiAutomated data quality and transformation capabilities for Dataform/dbt/BigQuery pipelines. Processes data sourced from…
- dataform-bigqueryby pleasefixaiExpertise in generating clean, correct, and efficient Dataform pipeline code for BigQuery ELT. Use this when creating…
- dbt-bigqueryby pleasefixaiExpert guidance for creating, modifying, and optimizing dbt pipelines for BigQuery. Use this skill whenever user asks…
- discovering-gcp-data-assetsby pleasefixaiFinds and inspects data assets within Google Cloud. Relevant when any of the following conditions are true: 1. The user…
- enforcing-resource-attributionby pleasefixaiEnforces resource attribution for CLI commands. Use this skill whenever you are running `bq` or `gcloud` commands via…
- OctoparseSponsoredNo-code web scraping, on a schedule.Scrape with Octoparse
- federate-lakehouse-catalogby pleasefixaiSets up Google Cloud Lakehouse federated catalogs to remote Iceberg REST Catalogs. Currently supported catalogs:…
- gcp-composer-troubleshootingby pleasefixaiProvides expert guidance for troubleshooting Cloud Composer (Apache Airflow) and Orchestration pipelines. Use this…
- gcp-data-pipelinesby pleasefixaiPrimary entry point for building, managing, and orchestrating data pipelines on Google Cloud. Guides users to the…
- gcp-dataflowby pleasefixaiGuides writing, packaging, executing, and troubleshooting Apache Beam pipelines on Dataflow. Use when creating new…
- gcp-managed-airflow-dag-authoringby pleasefixaiGuides the authoring and validation of Apache Airflow DAGs for Managed Service for Apache Airflow (MSAA; formerly Cloud…
- gcp-managed-airflow-migrationsby pleasefixaiProvides guidance for migrating Apache Airflow DAGs in Managed Service for Apache Airflow (MSAA; formerly Cloud…
- gcp-managed-airflow-recommendationsby pleasefixaiProvides recommendations and best practices for creating, configuring, tuning and optimizing Managed Service for Apache…
- gcp-managed-spark-upgradesby pleasefixaiUpgrades GCP Spark/Dataproc jobs to newer versions by analyzing, remediating, and testing job on target image version.…
- gcp-pipeline-orchestrationby pleasefixaiThis skill helps the agent generate or update orchestration pipeline definitions for Google Cloud Composer to…
- gcp-pipeline-resource-provisioningby pleasefixaiAutomates declarative resource creation and provisioning for data pipelines, supporting BigQuery, Dataform, Dataproc,…
- gcp-sparkby pleasefixaiDevelops, optimizes and executes Spark code on Managed Spark on Google Cloud (Dataproc Clusters and Serverless). Reads…
- gcp-spark-troubleshootingby pleasefixaiProvides expert guidance for troubleshooting Google Cloud Spark and Dataproc workloads (Dataproc Serverless batches and…
- gcs-security-assessmentby pleasefixaiAssesses the security posture of Google Cloud Storage (GCS) buckets and projects. Grounds every finding in gathered…
- google-cloud-auth-verificationby pleasefixaiMandatory Step 0 pre-flight execution order and authentication verification for Google Cloud Platform (GCP),…
- google-cloud-storage-basicsby pleasefixaiStores, retrieves, and manages data as objects in Cloud Storage (Google Cloud Storage, or GCS) buckets. Use when you…
- google-cloud-storage-bucket-architectby pleasefixaiCreates Cloud Storage (Google Cloud Storage, or GCS) buckets. Analyzes the workload (sensitive data, media hosting,…
- google-cloud-storage-fuseby pleasefixaiMounts Cloud Storage buckets as a POSIX file system with Cloud Storage FUSE (gcsfuse). Use when you need to interact…
- managing-python-dependenciesby pleasefixaiEnsures proper Python dependency management, avoiding global `pip install` and adhering to project-specific tooling.…
- ml-best-practicesby pleasefixaiCRITICAL RULE: You MUST use this skill whenever the task involves any machine learning tasks or data analysis. Use this…
- notebook-guidanceby pleasefixaiThis skill guides the use of Jupyter notebooks for data analysis, exploration, and visualization, particularly with…
- schema-mappingby pleasefixaiGuides the process of analyzing, mapping, and documenting transformations between source and target schemas for any…
- airflowby pleasefixaiQueries, manages, and troubleshoots Apache Airflow using the `af` CLI. Use when working with anything related to…
- 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…
