analyzing-release-read…
Trigger a pre-merge code change risk analysis on a GitHub PR, GitLab MR, or local branch. Use when the user wants to analyze code…
Troubleshoots failing applications by discovering and analyzing CloudWatch log groups to identify error patterns, root causes, and actionable solutions. Use when an application is experiencing failures and log-based diagnosis is needed.
Claude Code
$ npx -y skills add aws/agent-toolkit-for-aws --skill troubleshooting-application-failures --agent claude-code
Codex
$ npx skills add aws/agent-toolkit-for-aws --skill troubleshooting-application-failures -a codex -y
Cursor
$ npx skills add aws/agent-toolkit-for-aws --skill troubleshooting-application-failures -a cursor -y
Gemini CLI
$ npx skills add aws/agent-toolkit-for-aws --skill troubleshooting-application-failures -a gemini-cli -y
GitHub Copilot
$ npx skills add aws/agent-toolkit-for-aws --skill troubleshooting-application-failures -a github-copilot -y
OpenCode
$ npx skills add aws/agent-toolkit-for-aws --skill troubleshooting-application-failures -a opencode -y
Windsurf
$ npx skills add aws/agent-toolkit-for-aws --skill troubleshooting-application-failures -a windsurf -y
name: troubleshooting-application-failures description: Troubleshoots failing applications by discovering and analyzing CloudWatch log groups to identify error patterns, root causes, and actionable solutions. Use when an application is experiencing failures and log-based diagnosis is needed. version: 2
Domain expertise for diagnosing application failures through CloudWatch log analysis. Discovers relevant log groups, searches for error patterns and stack traces, performs root cause analysis, and generates prioritized remediation recommendations.
Logs are where the investigation starts, not its boundary. When the logs point at a timeout, throttle, retry or permission problem, read the configuration that sets it, for example the API Gateway integration timeout, the queue's visibility timeout, or the function timeout and event source mapping. Read-only access normally includes these Describe and Get calls.
To diagnose and resolve application failures using CloudWatch logs, follow the procedure exactly. See [Application failure troubleshooting procedure](references/application-failure-troubleshooting.md).
Ask the user for specific log group names. Common patterns: `/aws/lambda/function-name`, `/aws/apigateway/api-name`, or custom application log groups.
Verify AWS credentials have `logs:DescribeLogGroups`, `logs:DescribeLogStreams`, `logs:StartQuery`, and `logs:GetQueryResults` permissions.
Reduce the time window or limit results. Large log groups may require multiple smaller queries.
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.
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