What this prompt does
This prompt sets up a tight loop between Cursor and your terminal so you rarely have to leave the IDE. You give it the [project_type] and [terminal_tool], and the AI designs a test-driven loop using [test_command], a log-watching workflow that tails [log_file] and feeds errors into chat, a database workflow around [db_command], a deploy-verification flow using [deploy_command], shell aliases that format terminal output for clean pasting into chat, and keyboard shortcuts for moving between the editor, chat, and terminal panels.
The structure works because the real bottleneck in AI-assisted development is context-switching, not typing. The core loop — run a failing test with [test_command], paste the error into Cursor with the relevant files @-mentioned, iterate until green — keeps momentum precisely because the error and the source live in the same window. The log-tailing flow extends the same paste-and-analyze pattern to runtime: a line from [log_file] is one copy away from a debugging session with source context attached. The database and [deploy_command] verification flows do the same for queries and deployments, so you analyze migration results and deploy logs without bouncing between tools. The shell aliases matter because clean, noise-free pastes get noticeably better answers out of chat.
When to use it
- Most of your day is the test-fix-iterate loop and you want it as frictionless as possible
- You constantly switch between editor, terminal, and chat and lose momentum doing it
- You want runtime errors from
[log_file]to flow straight into Cursor with source context attached - You debug database issues and want
[db_command]results feeding migration or query fixes - You need to verify deploys with
[deploy_command]and have Cursor read and analyze the output - You want shell aliases that format terminal output for clean, low-noise pasting into chat
Example output
You get a set of connected workflows: a TDD loop wired to [test_command], a log-tailing routine for [log_file] that feeds errors into chat with @-mentioned source, a database routine around [db_command], a deploy-verification routine using [deploy_command], suggested shell aliases that strip noise from output for cleaner pasting, and keyboard shortcuts for moving quickly between editor, chat, and terminal panels.
Pro tips
- Pick a
[test_command]with a watch mode so the failing-test loop reruns automatically as you edit - When pasting an error into chat, always
@-mention the source file; the error alone gives Cursor too little to work with - Tail
[log_file]in a dedicated terminal pane so runtime errors are one copy away from analysis - Build the suggested aliases to strip noise from output, because clean pastes get better answers from chat
- Learn the panel-switching shortcuts first — they are what actually keeps you from leaving the window
- For deploy checks, capture the full
[deploy_command]output, not just the final status line, so Cursor sees the real failure
