debugging-mwaa-workflow Agent Skill

What the skill teaches

A skill in AWS's aws-data-analytics plugin for finding out why an Amazon MWAA workflow failed. It detects whether the environment is provisioned, with Python DAGs, or Serverless, with YAML workflows, then identifies the failing run and task, gathers and categorizes the error details, and checks the surrounding context to explain the cause. For provisioned environments it uses the MWAA REST API through the CLI, environment details and CloudWatch log groups; for Serverless it uses the workflow run and task instance APIs plus CloudWatch logs. It covers import errors, missing DAGs, worker memory, IAM denials and dependency drift.

Capabilities

Find the failing MWAA run and task
Read MWAA errors from CloudWatch logs
Diagnose import errors, missing DAGs and IAM denials

Install

Follow the project's install instructions

From the project's documentation

What's inside

references/failure-catalog.md
references/provisioned-diagnostics.md
references/serverless-diagnostics.md

Details

Fact	Value	Source
Type	Skill
Tools	Amazon Web Services, Debugging
Publisher	Amazon Web Services	source
Official status	Officialpublished in AWS's own GitHub organisation (github.com/aws) as part of the Agent Toolkit for AWS	source
Needs an API key or sign-in	Not stated in its documentation
Includes scripts	No	source
Platforms	Not stated in its documentation
AI clients	Not stated in its documentation
Licence	Apache-2.0	source
Pricing	Not stated in its documentation
Activity	Last commit Nov 11, 20263,464 GitHub starsDownload data not available (not on npm or PyPI)	source
Links	Repository

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Also listed under: Debugging

Sources

Skill file (SKILL.md)github.com/aws/agent-toolkit-for-awsNov 10, 2026
README (README.md)github.com/aws/agent-toolkit-for-aws · Backs: Official status, PublisherNov 13, 2026
Licence file (LICENSE)github.com/aws/agent-toolkit-for-aws · Backs: LicenceNov 13, 2026
Folder in the repository (debugging-mwaa-workflow)github.com/aws/agent-toolkit-for-aws · Backs: Includes scriptsNov 10, 2026
GitHub repositorygithub.com/aws/agent-toolkit-for-aws · Backs: Activity, LicenceNov 11, 2026

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