Require Cursor to inspect reference files before cloning a module pattern
At a glance
Agent Use Cases records a failed Cursor attempt to scaffold a second module because it missed the four or five reference files. The useful lesson is to make reference-context inspection explicit before generation. This workflow is listed under builder, cursor, reference-context, module-scaffolding, failure-case.
A developer describes a pipeline in which Gemini saves meeting transcripts to Drive, Grok Bot turns them into a PRD, and Cursor implements it; exceptions feed back into subsequent coding tasks.
An X post describes an engineer's Grok Bot template that starts from an API's data shapes, builds an MCP-and-skills scaffold, and proves the resulting Cursor plugin locally.
Amplitude runs 1,000+ unprompted Cursor agent runs a week: Slack bugs become tickets and fixes, Bugbot merges 60–70% of low-risk PRs, and weekly production commits tripled with Cursor among top-3 committers.
CircleCI's Chunk sidecars run scoped microbuilds in Firecracker/E2B microVMs that mirror CI, hooking agent stop/eval events so Claude Code, Codex, or Cursor changes are validated before commit—~27s microbuilds and 3–5× lower token burn on retries in their tests.