analyzing-release-read…
Trigger a pre-merge release readiness review on a GitHub PR, GitLab MR, or local branch. Use when the user wants to analyze code…
Troubleshoots and debugs AWS Clean Rooms collaboration issues related to IAM roles, S3 bucket policies, KMS keys, Lake Formation permissions, and CloudWatch logging for custom ML model training and inference jobs. Use when a customer reports permission failures, access errors,
Claude Code
$ npx -y skills add aws/agent-toolkit-for-aws --skill aws-cleanrooms --agent claude-code
Codex
$ npx skills add aws/agent-toolkit-for-aws --skill aws-cleanrooms -a codex -y
Cursor
$ npx skills add aws/agent-toolkit-for-aws --skill aws-cleanrooms -a cursor -y
Gemini CLI
$ npx skills add aws/agent-toolkit-for-aws --skill aws-cleanrooms -a gemini-cli -y
GitHub Copilot
$ npx skills add aws/agent-toolkit-for-aws --skill aws-cleanrooms -a github-copilot -y
OpenCode
$ npx skills add aws/agent-toolkit-for-aws --skill aws-cleanrooms -a opencode -y
Windsurf
$ npx skills add aws/agent-toolkit-for-aws --skill aws-cleanrooms -a windsurf -y
name: aws-cleanrooms description: Troubleshoots and debugs AWS Clean Rooms collaboration issues related to IAM roles, S3 bucket policies, KMS keys, Lake Formation permissions, and CloudWatch logging for custom ML model training and inference jobs. Use when a customer reports permission failures, access errors, or log publishing issues in Clean Rooms. version: 1
Domain expertise for troubleshooting AWS Clean Rooms collaborations and custom ML modeling. Covers permission debugging, data access issues, and CloudWatch logging configuration.
Determine the failure type:
**Access denied or permission error?** → See [permission debugging procedure](references/permission-debugging.md). Covers IAM role policies (inline + attached managed), S3 bucket policies, KMS key policies, Lake Formation permissions, and cross-account trust.
**Missing CloudWatch logs for custom model jobs?** → See [custom model logging debugging procedure](references/custom-model-logging-debugging.md). Covers Configured Model Algorithm Association privacy configuration, ML Configuration role permissions, and log group verification.
Help AI coding agents build, deploy, and manage applications on AWS. The Agent Toolkit for AWS gives AI coding agents the tools, knowledge, and guardrails they need to work with AWS services.
Trigger a pre-merge release readiness review on a GitHub PR, GitLab MR, or local branch. Use when the user wants to analyze code…
Have a fast, conversational analysis with the AWS DevOps Agent. Use for cost optimization, architecture review, topology mapping,…
Coordinate the AWS DevOps Agent across multiple AgentSpaces from one Claude Code session — route questions to the right space…
Run a fast AWS Security Agent diff scan on only the changed code since a git ref. Use when the user asks to scan changes, run a…
Run a deep root-cause investigation on the AWS DevOps Agent. Use when the user describes an incident, alarm, outage, or…
Run an AWS Security Agent penetration test against a live web application — registers and verifies the target domain, exercises…
Use when running, building, or managing Linux containers on macOS, or when a task involves Docker, docker compose, Lima, Colima,…
Operate FrontendExtension (FE) resources in frontend-forge: create, update, rebuild, inspect package artifacts, download…
Build, debug, or review Cloudflare Agents SDK applications using the agents package.
Use when writing, reviewing, or debugging Terraform/OpenTofu modules, tests, CI, scans, or state ops - diagnoses failure mode…