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Use when the user needs human-in-the-loop workflows in Airflow (approval/reject, form input, or human-driven branching). Covers ApprovalOperator, HITLOperator, HITLBranchOperator, HITLEntryOperator. R...
Complex DAG testing workflows with debugging and fixing cycles. Use for multi-step testing requests like "test this dag and fix it if it fails", "test and debug", "run the pipeline and troubleshoot is...
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.
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 cod...
Manages Apache Airflow operations including listing, running, and debugging DAGs, viewing logs, and checking server status using the VS Code extension tools.
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...
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 wit...
Inspect AWS IAM roles, policies, users, groups, access keys, MFA devices, simulate permissions, generate credential reports, and get account summary using awsflow.
Inspect Amazon RDS instances, clusters, snapshots, parameter groups, logs, proxies, events, engine versions, subnet groups, security groups, certificates, recommendations, and more using awsflow. All...
Query CloudWatch log groups, streams, events, run Insights queries, inspect metric filters and subscriptions, and open the interactive log viewer using awsflow. Find logs from Lambda, API Gateway, Glu...
Manage and run AWS Step Functions state machines, executions, and activities using the awsflow VS Code extension StepFuncTool.
Manage Amazon S3 buckets and objects using awsflow. Create, configure, and delete buckets, upload/download objects, inspect bucket configuration (encryption, versioning, lifecycle, replication, loggin...