| name | meticulous-iterative-dev |
| description | Iterative frontend development loop using Meticulous for per-step visual validation. Use when implementing a multi-step frontend change and want to catch visual regressions and unintended side effects at each step, before the final cloud test run. |
| user-invocable | true |
Iterative Frontend Development with Meticulous
Use this skill when implementing a multi-step frontend change. After each step, run a quick local visual check using Meticulous to catch regressions and unintended side effects early. After all steps are complete, run a full cloud test run to validate across all recorded sessions.
Before starting, run the meticulous-cli-update skill to ensure the Meticulous CLI and skills are up to date — unless it has already run earlier in this conversation, in which case skip it.
Prerequisites
- Local dev server running (e.g.
npm run dev or pnpm dev), serving the app at a known URL such as http://localhost:3000
- Authenticated with Meticulous: run
meticulous auth whoami to log in via OAuth (an API token via METICULOUS_API_TOKEN or ~/.meticulous/config.json also works)
- Meticulous CLI installed and on
PATH (the meticulous-cli-update skill handles this)
Per-step loop
Repeat the following for each step of your change.
Step 1 — Implement the step's changes
Make your code changes for this step.
Step 2 — Find relevant sessions
Run:
meticulous local relevant-sessions
If you have already committed previous steps and want to find sessions relevant only to this step's uncommitted changes, pass the SHA of the last commit:
meticulous local relevant-sessions --startingPointSha=<sha-of-last-commit>
For full option reference see the meticulous-cli skill's local reference. The key fields to extract from each session in the output:
- Session ID — pass as
--sessionId when simulating
- Base replay ID — the replay of this session on the base branch; pass as
--baseReplayId to diff against. May be absent if the session has never been replayed on the base branch.
- Relevance —
IsRelevant / IsRelevantBeta means the session directly exercises changed code.
If no sessions are returned, the changed code is not covered by any recorded session. Proceed to Step 4 (commit) and rely on the final cloud run for coverage.
Step 3 — Simulate and analyse
Pick 1–2 of the most relevant sessions (prefer IsRelevant over IsRelevantBeta). For each, follow the meticulous-simulate-and-diff skill using:
--sessionId and --baseReplayId from step 2's output--appUrl=http://localhost:<port> pointing at your local dev server--headless (required — agents should not operate a visible browser)
If baseReplayId was absent from the output, omit it; use quick-check mode from that skill instead.
Also consider simulating a session for an unexpected flow surfaced by local relevant-sessions — one that covers code you didn't intend to change — to check for unintended side effects.
Once you have the analysis, classify each visual difference:
- Expected — a direct, intended consequence of this step's changes. Proceed.
- Unexpected — a visual change that was not a goal of this step (including side effects of your code, even if explainable). Investigate.
If unexpected and the cause is clear: fix the code and re-simulate.
If the cause is unclear: create a self-contained AI-readable debug workspace using the replay IDs from the simulation output URL (see debug.md):
meticulous debug replay <headReplayId> --baseReplayId=<baseReplayId>
Both IDs come from the simulation output URL: the head replay ID is the last path segment of the View simulation at: URL; the base replay ID is the --baseReplayId used in the simulate command. Open the workspace to diagnose, fix, and re-simulate.
Step 4 — Commit
Once the step's visual output is correct, commit your changes:
git add -p
git commit -m "<concise description of this step>"
Committing after each step means the next iteration's --startingPointSha call computes the diff relative to this checkpoint, preventing prior steps' changes from inflating the set of relevant sessions.
Return to Step 1 for the next step.
After all steps — full cloud test run
Once all steps are complete and committed, run a full cloud test run to validate across all recorded sessions (not just the 1–2 you simulated locally):
Follow the meticulous-test skill.
The cloud run compares your branch against the base branch across the full golden set of sessions and reports any visual regressions.
Final step — Report feedback to Meticulous
After the cloud test run completes (the meticulous-test/meticulous-review skills end with their own feedback step covering the run itself), submit one brief feedback note about the iterative loop: did per-step simulation catch regressions early, and what would have made the workflow easier?
meticulous agent submit-feedback --message="<one or two sentences>" --outcome=<helped|neutral|hindered> --skill=meticulous-iterative-dev
submit_feedback(message="<one or two sentences>", outcome="<helped|neutral|hindered>", skill="meticulous-iterative-dev")
