necatiarslan

Manage and inspect AWS API Gateway REST APIs, resources, methods, stages, authorizers, usage plans, and domain names using the awsflow VS Code extension APIGatewayTool.

Manage and inspect AWS CloudFormation stacks, resources, changesets, types, drift detection, and stack sets using the awsflow VS Code extension CloudFormationTool.

Query and manage 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, Glue, RDS, ECS, Step Functions, and other AWS services.

Manage Amazon DynamoDB tables and items using awsflow. Create/delete/update tables, query and scan data, CRUD operations on items, manage TTL, backups, global tables, auto-scaling, and tags.

Manage and query AWS EC2 resources including launching/stopping/terminating instances, creating VPCs and subnets, managing security groups, volumes, snapshots, AMIs, and querying all EC2 resource types using awsflow. Full lifecycle management.

Manage and inspect AWS EMR clusters, steps, instances, studios, notebook executions, release labels, security configurations, and managed scaling using awsflow. Supports full lifecycle operations.

Manage AWS Glue ETL jobs, triggers, crawlers, databases, tables, workflows, and connections using awsflow. Create, update, and delete resources, inspect crawl history, and manage tags.

Manage and inspect AWS IAM roles, policies, users, groups, access keys, MFA devices, simulate permissions, generate credential reports, and get account summary using awsflow.

Manage and inspect AWS API Gateway REST APIs, resources, methods, stages, authorizers, usage plans, and domain names using the awsclaw VS Code extension APIGatewayTool.

Manage and inspect AWS CloudFormation stacks, resources, changesets, types, drift detection, and stack sets using the awsclaw VS Code extension CloudFormationTool.

Query and manage CloudWatch log groups, streams, events, run Insights queries, inspect metric filters and subscriptions, and open the interactive log viewer using awsclaw. Find logs from Lambda, API Gateway, Glue, RDS, ECS, Step Functions, and other AWS services.

Manage Amazon DynamoDB tables and items using awsclaw. Create/delete/update tables, query and scan data, CRUD operations on items, manage TTL, backups, global tables, auto-scaling, and tags.

Manage and query AWS EC2 resources including launching/stopping/terminating instances, creating VPCs and subnets, managing security groups, volumes, snapshots, AMIs, and querying all EC2 resource types using awsclaw. Full lifecycle management.

Manage and inspect AWS EMR clusters, steps, instances, studios, notebook executions, release labels, security configurations, and managed scaling using awsclaw. Supports full lifecycle operations.

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.

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.

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.

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. Requires Airflow 3.1+.

Manages Apache Airflow operations including listing, running, and debugging DAGs, viewing logs, and checking server status using the VS Code extension tools.

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.

Workflow and best practices for writing Apache Airflow DAGs. Use when the user wants to create a new DAG, write pipeline code, or asks about DAG patterns and conventions. For testing and debugging DAGs, see the testing-dags skill.

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.

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 local Airflow environment with Astro CLI. Use when the user wants to start, stop, or restart Airflow, view logs, troubleshoot containers, or fix environment issues. For project setup, see setting-up-astro-project.

Generate YAML configs for Tablefaker to create synthetic datasets with tables, relationships, and faker data.

Query and analyze local data files (Parquet, CSV, JSON, XLSX) using the DataClaw VS Code extension. Use for reading file schemas, counting rows, running SQL joins, filtering data, aggregating, getting column statistics, charting distributions, sampling rows, comparing files, exporting results, querying S3 files, or working with Excel sheets. Invoke via #queryFile, #fileMetadata, #columnStats, #exportResults, #summarize, #chart, #sample, #s3File, #diff, #excelSheet or by asking questions about data files.