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Use for Vercel cost and performance optimization on deployed projects, especially Next.js, SvelteKit, Nuxt, and limited Astro apps. Collect Vercel metrics, usage, project config, and code scan results first; investigate only metric-backed candidates; produce ranked recommendations grounded in verified files and version-aware Vercel/framework docs. Trigger for Vercel bill reduction, slow or expensive routes, caching opportunities, Function Invocations, Build Minutes, Fast Data Transfer, Core Web
Passed 12 of 16 test cases with the skill, and 7 of 16 without it.
and 7 more in the full report
10 fixed6 passed either way3 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are updating custom metric query scripts in `lib/queries.mjs`. What time range window must all production telemetry queries use?
| Checked | Without skill | With skill |
|---|---|---|
| Applies a uniform 14-day window for production signal collection queries. | Missed | Passed |
The instructions your model reads when the skill loads.
Run an observability-first Vercel optimization audit. Do not inspect source files until signals.json exists and a deterministic gate points to a route, file, or project setting.
Core doctrine: read references/doctrine.md if any rule is unclear.
scripts/gate-investigations.mjs decides what deserves investigation.references/docs-library.json; invalid or version-mismatched citations are stripped.vercel metrics, vercel usage, vercel contract, and vercel api.vercel login.vercel link. VERCEL_PROJECT_ID can help resolve project config, but vercel metrics still requires directory linkage.Never put auth tokens in shell commands. Do not type VERCEL_TOKEN=..., --token ..., or Authorization: Bearer ... into commands that may be echoed in chat.
The preflight reads package.json and sets expectations before metric fan-out.
| Framework | Status | Notes |
|---|---|---|
| Next.js App Router | supported | strongest route mapping, scanners, playbooks, citations |
| Next.js Pages Router | supported | scoped to Pages Router idioms when detected |
| SvelteKit | supported | route mapping for src/routes files and SvelteKit scanner |
| Nuxt | supported | route mapping plus generic/platform checks; fewer framework-specific recs |
| Astro | limited | route mapping plus generic checks; fewer framework-specific recs |
| Hono / Remix / unknown | blocked by default | continue only if the user accepts a limited platform/code-only audit |
If unsupported, stop and ask before scanning or gating:
This project uses <framework>. Vercel Optimize supports metric-backed code recommendations for Next.js, SvelteKit, and Nuxt. Astro support is limited. For <framework>, I can still run a limited platform/scanner audit, but route-level Vercel metrics may not map back to source files.
test cases passed, vs 7 / 16 without
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