Appstore generate screenshot seeding

Generate App Store screenshot demo-content

Canonical recipe for filling the per-locale screenshot demo-content catalog the AppStoreScreenshots UI test seeds from. Drives scripts/screenshot_content/.

Definition of done: python3 scripts/screenshot_content/check_content.py exits 0 — every runtime locale (en-US + 49 targets) has a well-formed catalog entry under simple-recurring-budgetsUITests/ScreenshotSeeds/.

This is the screenshot demo-content pipeline. Siblings: in-app UI strings → translate-new-strings; App Store text metadata → /appstore:translate-metadata. All three target the same markets but use different artifacts; metadata_locales.py owns the runtime↔storefront mapping that content_locales.py reuses.

"Regenerate screenshots" ≠ regenerate this content

When the user asks to "regenerate" / "redo" / "refresh" screenshots, the default reading is: re-run the capture (fastlane screenshots) against the existing committed catalog — not this content pipeline. Only treat it as a content request when the user explicitly names the seed content ("seed content", "demo budgets/data", "ScreenshotSeeds", "locale content", "SOURCE.json").

If the wording could plausibly mean either, ask one clarification question before running anything ("Re-capture the screenshots from the existing seed catalog, or regenerate the seed content itself?") — and if no answer is available, lean strongly toward re-capture.

When to regenerate content

The committed catalog is a curated, human-validated artifact: once screenshots built from it have been inspected and shipped, the content is approved — don't churn it. Regeneration is nondeterministic, so every run replaces approved content with different-but-equivalent content and forces a fresh ~2 h capture, a 500-shot re-inspection, and a re-upload.

• Default (extract.py --missing): fill only absent/empty locales — i.e. new storefronts after a locale expansion. Removed locales just lose their file.
• SOURCE.json changed: the structural contract is derived from it, so regenerate everything (full manifest).
• One locale is wrong or aging (e.g. inflation makes its anchored amounts look stale): regenerate just that storefront via locale args — not the world.
• Full overwrite-regeneration of all locales is exceptional: only on an explicit, unambiguous user request for fresh content everywhere.

Preflight — orchestrator model (before anything else)

Before any other step, run the orchestrator-model preflight (canonical: AGENTS.md → "Orchestrator-model preflight"). This skill is tuned to orchestrate on Sonnet; if the current session model is not Sonnet, stop and confirm (AskUserQuestion on Claude Code, a markdown block on Cursor) before running anything — Opus works but is pricier for no quality gain, and a model weaker than Sonnet may make the validate/retry judgments unreliable. The screenshot-content-locale workers stay Opus regardless (pinned in their agent definition), so switching the session to Sonnet never weakens the generated content.

Autonomy

Run end to end autonomously, without pausing on mechanical steps — extract, dispatch, fan-out, validate, merge, and the gate are routine. Do not ask "shall I proceed?" between steps, and do not ask permission to retry a failed locale.

The one thing worth surfacing: genuine _questions the subagents flag (a market whose real currency differs from the default, or a dropped third budget). Surface those in a single consolidated batch; everything else you decide yourself.

Progress reporting

Autonomous ≠ silent. Narrate the run as a fixed checklist of steps so the user can see at a glance where the job is. The canonical steps (matching the Recipe below):

0. Model preflight — confirm session is Sonnet (else confirm before proceeding)
1. Pre-flight — clear stale tmp/screenshot-content-* outputs
2. Extract — stage source, compute the work manifest
3. Prompts — compose per-storefront prompt files
4. Generate — fan out one subagent per storefront
5. Validate — per-storefront PASS dashboard (re-dispatch PENDING/FAIL until clean)
6. Questions — consolidated _questions checkpoint (report "none" explicitly)
7. Merge — write the runtime-keyed catalog
8. Gate — check_content.py exits 0
9. Cleanup — offer to clear tmp working files

Protocol:

• At job start, print the full numbered checklist (all steps unchecked) so the user knows the shape of the whole run. Omit steps that provably won't run (e.g. an empty manifest skips 3–7) and say why.
• When a step starts, say so in one line: what the step is and what it's about to do (e.g. "Starting 4. Generate — dispatching 49 subagents in 5 batches").
• When a step completes, re-print the full checklist with completed steps checked (- [x]) and a one-line result appended to each finished step (counts, PASS/FAIL tallies, file paths). The current step stays unchecked with "in progress"; for the long fan-out step, update the checklist as each dispatch batch's completions arrive (e.g. "32/49 outputs written"), not only at the end.

Keep each checklist reprint compact — one line per step. This reporting changes nothing about autonomy: never pause for acknowledgement between steps.

Hard rules

• Never write ad-hoc Python to slice the source or post-process outputs. Every operation is a flag on a scripts/screenshot_content/ script. Extend a script instead of reaching for inline python3 -c / throwaway tmp/*.py.
• Never skip the gate. Anything less than exit 0 from check_content.py is not-done; loop back.
• The structural contract is sacred. role, period, startOffsetDays, isCarryOverEnabled, expense count, and each expense's daysAgo come from SOURCE.json and must be preserved per locale (the prompt + validate.py enforce this). Only content (names, emoji, currency, amounts) is tuned.
• Amounts are locally realistic, never FX-converted. Enforced by the prompt's anchor table and human inspection of the screenshots later.
• All commands run from the repo root.

Recipe

1. Pre-flight — clear stale pipeline outputs

Before extracting, clear any per-storefront leftovers from a previous run. validate.py and merge.py read every file in tmp/screenshot-content-outputs/, not just this run's manifest — so stale files silently contaminate the run. (This clears only the gitignored tmp/screenshot-content-* working dirs, never the committed ScreenshotSeeds/ catalog.)

python3 scripts/pipeline_tmp.py status screenshot-content   # inspect leftovers
python3 scripts/pipeline_tmp.py clean screenshot-content    # clear them (allowlisted; no prompt)

2. Extract — detect what needs generating

python3 scripts/screenshot_content/extract.py --missing

Stages tmp/screenshot-content-inputs/source.json and writes a manifest of the storefronts whose runtime catalog entry is absent/empty. If the manifest is empty, skip to step 8 (Gate).

3. Prompts — compose per-storefront prompts

python3 scripts/screenshot_content/dispatch_prompts.py

Writes one prompt per storefront to tmp/screenshot-content-prompts/{storefront}.md (template + market currency + decimals + reused CULTURAL_NOTES + source), and clears stale outputs for those storefronts.

4. Generate — each storefront's content

Cross-tool execution. On Claude Code, dispatch one screenshot-content-locale subagent per storefront in parallel (below). On Cursor or any tool without a subagent primitive, do the same inline and serially: for each tmp/screenshot-content-prompts/{storefront}.md, read it, produce the JSON yourself, and write tmp/screenshot-content-outputs/{storefront}.json.

Claude Code — one screenshot-content-locale subagent per storefront

For every tmp/screenshot-content-prompts/{storefront}.md, invoke an Agent:

• subagent_type: screenshot-content-locale (defined in .claude/agents/screenshot-content-locale.md, Read+Write only, model opus).
• A short dispatch prompt naming the input and output paths, e.g.:

  Read /abs/path/tmp/screenshot-content-prompts/ja.md and follow the rules in it. Write the resulting JSON object (nothing else) to /abs/path/tmp/screenshot-content-outputs/ja.json.

Batch the dispatches (~8–12 per message) and never mix Agent calls with Bash calls in one message — if one tool call errors, the whole parallel batch is cancelled, killing in-flight subagents. Run scripts in their own single-command messages.

5. Validate

python3 scripts/screenshot_content/validate.py --subset

Reports PASS / WARN / PENDING / FAIL per storefront — your retry dashboard. Re-dispatch only the PENDING/FAIL subagents (their prompt files are still in tmp/screenshot-content-prompts/). Do not re-run dispatch_prompts.py mid-fan-out — it clears outputs by default and would wipe locales that succeeded. This step is done when validate.py --subset exits 0.

6. Questions — surface content questions (the one human checkpoint)

If any output JSON has a _questions array, collect them and present them to the human in a single consolidated message (group by recurring issue), so they can accept each default or override it. If there are none, say so briefly and continue — the expected case. Do not invent questions or stall the pipeline.

To apply an override, edit the relevant tmp/screenshot-content-outputs/{storefront}.json (or re-dispatch that one locale with added guidance), then re-run validate.py + merge.py.

7. Merge

python3 scripts/screenshot_content/merge.py

Writes each storefront's runtime-keyed catalog file and (re)writes the en-US entry from source. _questions arrays live only in tmp/screenshot-content-outputs/; merge.py writes budgets plus a top-level primaryLocale (the region-qualified -AppleLocale, e.g. de_DE, that makes the Settings currency-display example show the market's currency). To resync primaryLocale into the committed catalog without regenerating content (e.g. after editing REGION_BY_STOREFRONT), run python3 scripts/screenshot_content/set_primary_locales.py.

8. Gate

python3 scripts/screenshot_content/check_content.py

Walks the catalog directly. If it reports gaps, loop back to step 2 (extract.py --missing re-flags exactly what's left).

Capture and upload screenshots (separate skill)

This skill stops once the seed catalog is green. Capturing the screenshots (fastlane screenshots) and uploading them to App Store Connect are handled by the sibling skill /appstore:generate-push-screenshots — that's the next step after this gate passes. Do not run fastlane screenshots from here.

9. Cleanup — offer to clear tmp working files

After check_content.py is green (the catalog is committed, so the tmp outputs are no longer needed), offer to clear this pipeline's gitignored tmp files. Ask first; on a yes:

python3 scripts/pipeline_tmp.py clean screenshot-content

When NOT to use this skill

• App Store text metadata → /appstore:translate-metadata.
• In-app UI strings → translate-new-strings.
• Capturing and uploading screenshots → /appstore:generate-push-screenshots.