I need a [type of web app] prototype deployed to [hosting provider]. It needs a database, and every push to the main branch of [GitHub repository] should deploy automatically. Recommend the simplest stack that fits…

Add an end-to-end latency benchmark for [MCP server] before changing any runtime behavior. Measure cold and warm calls for health checks, tool listing, tool execution, and search, and compare…

Deploy [service name] to [cloud environment] and then check the live logs rather than relying only on the tests. Look at the CloudWatch or equivalent output and confirm that our custom logger is actually producing…

Review [batch pipeline path] and find service startup, shutdown and coordination code that a single bounded job could replace. Replace it with a job runner that runs the media processing step, such as…

Convert this Jenkinsfile into a GitHub Actions workflow for [repository name]: [paste Jenkinsfile]. Keep the same stages, environment variables and artifacts, and open a pull request with…

Help me troubleshoot [device problem] on a remote [device type]. I have an SSH session open in a tmux pane named [pane name]. Use that pane to run read-only diagnostics first, such as checking logs,…

Read the goal-file template and examples at [goal file template link] to understand how a GOAL.md works. Then write a GOAL.md for this repository that defines a weighted composite score for [test health goal, such…

Plan [feature name] with me first, listing the scope, risks and files likely to change. Once I approve, act only as coordinator: break the work into tasks, assign each one to a sub-agent, and run…