AI assistance grounded in the repository
Cursor IDE Stacks API
An AI coding environment is most useful when the repository makes its architecture and expectations clear. Explore how to organize context, write focused project guidance, review generated changes, and verify API behavior in a Cursor workflow while keeping credentials, tool permissions, and application decisions under deliberate control.
Make the repository explain the application
Begin with a short architecture note that identifies the entry points, API description, important domain rules, and commands used to check changes. An assistant cannot reliably infer every convention from file names. Give it the same orientation that helps a new maintainer understand where a proposed change belongs.
The Cursor rules documentation describes version-controlled project rules and ways to scope guidance to relevant work. Use these mechanisms for stable expectations, such as where API representations live or which verification command applies. Keep a rule focused enough that a maintainer can tell whether it is still correct.
Describe work in terms of observable behavior
State what a caller should experience before requesting implementation. Include expected input, successful output, authorization boundaries, and one meaningful failure case. Point to the existing pattern the project wants to preserve. A prompt that says make the endpoint better leaves too many important decisions hidden.
Ask for changes small enough to review coherently. When a task affects a schema, handler, client, and documentation, the review should trace that relationship. Inspect the diff and the relevant behavior, not just a summary saying the work is complete. Generated code needs the same ownership and maintenance standard as any other code entering the repository.
Keep execution and data access deliberate
Know which tools the development environment can invoke and what systems those tools can change. Provide development credentials and disposable data for local checks where appropriate. Exclude secrets and unrelated confidential material from task context. A convenient connection to an external service should have a clearly understood purpose and permission boundary.
Separate a suggested command from evidence of its result. Run the project's meaningful checks and read their outcomes. For an API change, exercise the behavior the task intended to alter, including rejected requests when permissions matter. A successful build alone may not demonstrate that the endpoint behaves correctly.
Maintain the guidance with the code
When architecture changes, update the repository instructions that describe it. Remove conflicting or obsolete rules and avoid copying large reference manuals into permanent context. The aim is a development workflow that supports sound judgment and review. This is independent workflow guidance, not a claim of an official StacksAPI.com integration with Cursor.