vercel-optimize · 스킬 지원 에이전트
실제 사용량과 코드 근거를 비교해 비용과 성능 개선안을 찾습니다.
호스팅 비용이나 성능이 달라졌는데 어디부터 봐야 할지 모를 때 사용하는 최적화 스킬입니다. 실제 사용량과 코드·설정을 비교해 변화의 근거를 찾습니다.
사용량 지표와 관련 코드를 준비해보세요. 비용에 영향을 주는 동작과 성능 문제를 구분하고 우선순위가 있는 개선안을 정리해 필요한 변경부터 검토할 수 있습니다.
“이번 달 Vercel 사용량이 늘었어. 이 지표와 코드를 비교해 증가 원인을 찾고 비용과 성능을 함께 개선할 우선순위를 알려줘.”
받을 수 있는 결과근거별 우선순위가 있는 개선안
Agent Skills를 지원하는 에이전트에 스킬을 추가하세요. 배포 작업은 Vercel 계정과 프로젝트 접근 권한이 필요합니다. API·호스팅 요금은 AI 구독 한도와 별개입니다.
Node.js가 설치된 터미널에서 실행하고 대상 에이전트를 선택하세요. 스킬 폴더와 보조 파일을 함께 설치합니다. 설치 후 새 세션에서 작업을 요청하세요.
npx skills add https://github.com/vercel-labs/agent-skills/tree/063bee94c3f4df8453406c830b0a7df0f2860278/skills/vercel-optimize
“vercel-optimize 스킬을 사용해줘. 입력 자료: 사용량 지표·설정·코드”처럼 요청하세요. 위의 예시를 내 자료에 맞게 바꿔도 좋아요.
예상 결과는 ‘근거별 우선순위가 있는 개선안’입니다. 필요한 내용이 포함됐는지 확인하세요. 입력 자료의 사실·숫자와 결과를 대조하고, 부족한 부분을 이어서 요청하세요.
제작자 원본 2026-10-04 확인 · 설치 안내 2026-10-04 확인 · 실제 설치·실행 미검증
모델 사용 요금과 연결 앱 요금은 이용 중인 서비스의 정책을 따릅니다.
설치 안내 출처--- name: vercel-optimize description: "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 Vitals, Bot Management, Fluid compute, or cost breakdown requests." metadata: version: "1.2.0" --- # Vercel Optimize 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](references/doctrine.md) if any rule is unclear. - Metrics first. Recommendations start from Vercel production signals, not repo-wide grep. - Deterministic gates. `scripts/gate-investigations.mjs` decides what deserves investigation. - Candidate-bound scope. Read only files named by a candidate or a route-local import chain. - Version-aware citations. Use only `references/docs-library.json`; invalid or version-mismatched citations are stripped. - Customer copy. Read [references/voice.md](references/voice.md) before writing report text or chat output. ## Prerequisites - Vercel CLI v53+ with `vercel metrics`, `vercel usage`, `vercel contract`, and `vercel api`. - Authenticated CLI session: `vercel login`. - Linked app directory: `vercel link`. `VERCEL_PROJECT_ID` can help resolve project config, but `vercel metrics` still requires directory linkage. The link or environment must include the intended project org/team/user scope so the collector can resolve a CLI-safe `--scope` and keep `vercel metrics`, `vercel usage`, and `vercel contract` on the same account. - Node.js 20+.--- name: vercel-optimize description: "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 Vitals, Bot Management, Fluid compute, or cost breakdown requests." metadata: version: "1.2.0" --- # Vercel Optimize 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](references/doctrine.md) if any rule is unclear. - Metrics first. Recommendations start from Vercel production signals, not repo-wide grep. - Deterministic gates. `scripts/gate-investigations.mjs` decides what deserves investigation. - Candidate-bound scope. Read only files named by a candidate or a route-local import chain. - Version-aware citations. Use only `references/docs-library.json`; invalid or version-mismatched citations are stripped. - Customer copy. Read [references/voice.md](references/voice.md) before writing report text or chat output. ## Prerequisites - Vercel CLI v53+ with `vercel metrics`, `vercel usage`, `vercel contract`, and `vercel api`. - Authenticated CLI session: `vercel login`. - Linked app directory: `vercel link`. `VERCEL_PROJECT_ID` can help resolve project config, but `vercel metrics` still requires directory linkage. The link or environment must include the intended project org/team/user scope so the collector can resolve a CLI-safe `--scope` and keep `vercel metrics`, `vercel usage`, and `vercel contract` on the same account. - Node.js 20+. - Observability Plus for route-level metric-backed recommendations. Never put auth tokens in shell commands. Do not type `VERCEL_TOKEN=...`, `--token ...`, or `Authorization: Bearer ...` into commands that may be echoed in chat. ## Framework Support 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: ```text 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. Do you want me to continue with the limited audit, or stop here? ``` If the user continues, rerun collection with `--continue-unsupported-framework`. ## Run Directory Use a fresh run directory for every audit. Do not reuse briefs, sub-agent outputs, or reports across runs. ```bash RUN_DIR="$(mktemp -d -t vercel-optimize-XXXXXX)" ``` ## Pipeline ### 1. Collect, scan, and merge signals Run from the linked app directory or pass `--cwd` where a script supports it. Keep stdout JSON separate from stderr logs. Do not combine streams. ```bash node scripts/collect-signals.mjs [projectId] > "$RUN_DIR/vercel-signals.json" 2> "$RUN_DIR/collect.stderr" node -e 'JSON.parse(require("fs").readFileSync(process.argv[1], "utf8"))' "$RUN_DIR/vercel-signals.json" node scripts/scan-codebase.mjs <repo-root> > "$RUN_DIR/codebase.json" node scripts/merge-signals.mjs "$RUN_DIR/vercel-signals.json" "$RUN_DIR/codebase.json" --out "$RUN_DIR/signals.json" ``` Collection details, schemas, metric IDs, and degradation behavior live in [references/data-collection.md](references/data-collection.md). The metric registry is [lib/queries.mjs](lib/queries.mjs); keep all queries on the shared 14-day window. `collect-signals.mjs` resolves the linked project owner to `commandScope.cliScope` and verifies that the resolved account can read the resolved project before it checks Observability Plus. Downstream scripts reuse that scope for every Vercel CLI command that accepts `--scope`. Do not run `vercel usage`, `vercel metrics`, or `vercel contract` manually without the same scope; unscoped usage can report the user's personal organization while route metrics come from the team project. If project or scope resolution is ambiguous, stop and ask the user which Vercel project and team/personal scope they want audited. Do not infer the intended scope from the current `vercel whoami` team, and do not proceed with metrics, usage, or contract collection until the link, an exact project match in `.vercel/repo.json`, or `VERCEL_PROJECT_ID` + `VERCEL_ORG_ID` identifies the intended account. Use this prompt for `PROJECT_SCOPE_UNRESOLVED`, `SCOPE_UNRESOLVED`, or `PROJECT_SCOPE_MISMATCH`: ```text I can't safely identify the Vercel project and account for this audit yet. Please confirm the Vercel project name or ID and the team slug/name, or tell me it's under your personal account. Once confirmed, I'll relink or rerun collection against that exact scope before checking metrics. ``` ### 1.1 Stop on blockers Check blockers before gating: ```bash jq '{frameworkSupportBlocker, observabilityPlus, observabilityPlusUsable, observabilityPlusBlocker, observabilityPlusBlockerDetail}' "$RUN_DIR/signals.json" ``` Required actions: - `frameworkSupportBlocker === "unsupported_framework"`: use the unsupported-framework prompt above. - `PROJECT_SCOPE_UNRESOLVED`, `SCOPE_UNRESOLVED`, or `PROJECT_SCOPE_MISMATCH`: stop and ask which Vercel project and team/personal scope the user wants audited. For team projects, rerun after `vercel link --yes --project <project-name-or-id> --team <team-slug>`; for personal projects, rerun after linking under the intended user account or after setting both `VERCEL_PROJECT_ID` and `VERCEL_ORG_ID`. - `observabilityPlusBlocker === null`: continue. - `no_traffic`: tell the user route metrics are sparse; continue only if they accept limited output. - `payment_required` or `no_oplus_probe`: render [references/observability-plus.md](references/observability-plus.md) verbatim and ask. - `project_disabled`: tell the user to enable Observability Plus for the project or accept a limited audit. - `daily_quota_exceeded`: stop and tell the user the Observability query quota is exhausted; retry after the next UTC midnight reset, or ask whether to continue with a limited code-only audit. - `not_linked`: link the app directory, then rerun Step 1. If app path and project are known: ```bash vercel link --yes --project <project-name-or-id> --cwd <app-dir> # add --team <team-id-or-slug> when known ``` - `forbidden` or `project_not_found`: fix auth/team scope. Do not pitch Observability Plus. - `all_failed_other`: show the raw error code and ask whether to continue in limited code-only mode. Do not silently fall back to code-only mode. If the user accepts a limited audit, rerun collection with: ```bash node scripts/collect-signals.mjs [projectId] --continue-without-observability > "$RUN_DIR/vercel-signals.json" 2> "$RUN_DIR/collect.stderr" ``` Then scan and merge again. ### 2. Gate candidates ```bash node scripts/gate-investigations.mjs "$RUN_DIR/signals.json" > "$RUN_DIR/gate.json" ``` Output shape: - `toLaunch`: code-scope candidates to investigate. - `platform`: project/account-scope recommendations. - `gated`: skipped, covered, or disqualified candidates that must still appear in the report. - `budget`: candidate budget and selection mode. Default budget is 6 code-scope candidates with a diversity guardrail. To expand: ```bash node scripts/gate-investigations.mjs "$RUN_DIR/signals.json" --max-candidates 12 > "$RUN_DIR/gate.json" node scripts/gate-investigations.mjs "$RUN_DIR/signals.json" --max-candidates all > "$RUN_DIR/gate.json" ``` Generated candidate docs: [references/candidates.md](references/candidates.md). ### 2.1 Ask about audit scope when needed Before deep-dive, run: ```bash node scripts/budget-summary.mjs "$RUN_DIR/gate.json" --format json > "$RUN_DIR/budget-summary.json" ``` If `shouldAsk` is false, continue. If `shouldAsk` is true: 1. Print `exactChatMessage.body` exactly as returned. Do not summarize, truncate, reorder, or rewrite it. 2. Then ask `questionText` using `questionPayload` when the host supports structured questions. 3. If the user chooses a different number, rerun the gate with `--max-candidates <choice>`. Never put the long preview inside the question field. The preview and the question are separate surfaces. ### 2.2 Deep-dive and reconcile ```bash node scripts/deep-dive.mjs "$RUN_DIR/signals.json" "$RUN_DIR/gate.json" --cwd <project-dir> > "$RUN_DIR/investigation-evidence.json" node scripts/reconcile-candidates.mjs "$RUN_DIR/investigation-evidence.json" \ --gate "$RUN_DIR/gate.json" \ --out "$RUN_DIR/reconciled-investigation.json" ``` `--cwd` must be the linked project directory so `deep-dive.mjs` can verify the same project link and reuse `signals.json.commandScope.cliScope` for any follow-up `vercel metrics` calls. Reconciliation deterministically converts disproven candidates into observations before any source investigation: - `metric_mismatch` - `error_storm` - `deployment_regression` - `scanner_only_no_metric` ### 2.3 Generate briefs and investigate List the work: ```bash node scripts/prepare-investigation-brief.mjs "$RUN_DIR/signals.json" "$RUN_DIR/reconciled-investigation.json" --list > "$RUN_DIR/briefs-manifest.json" ``` Generate one brief for every entry in `briefs-manifest.json.briefs`. The `group` can be `toLaunch` or `platform`; do not generate only `toLaunch` briefs. ```bash mkdir -p "$RUN_DIR/briefs" "$RUN_DIR/sub-agent-outputs" node scripts/prepare-investigation-brief.mjs "$RUN_DIR/signals.json" "$RUN_DIR/reconciled-investigation.json" \ --group <brief.group> --index <brief.index> --out "$RUN_DIR/briefs/<brief.group>-<brief.index>.md" ``` Use `briefs-manifest.json.briefs[].label` for visible worker names, for example `Low cache-hit route on /docs/llm-digest/[...slug]`, not `toLaunch-7`. Fan-out rule: - 1-2 briefs: investigate inline. - 3+ briefs: spawn one sub-agent per brief when the host supports it. - Hosts without sub-agents: run inline serially. Sub-agent contract: - The brief is the whole prompt. - Read only files listed in the brief, plus route-local imports when needed. - Emit one JSON recommendation or one JSON no-change finding using [references/recommendations.md](references/recommendations.md). - Do not cite URLs outside the provided citation subset. - Do not recommend framework features unavailable in the detected version. If a sub-agent reaches for repo-wide grep, the candidate is malformed; drop or abstain rather than widening scope. ### 2.4 Collect outputs Save each raw investigation result in `$RUN_DIR/sub-agent-outputs/`, then collect: ```bash node scripts/collect-sub-agent-outputs.mjs \ --manifest "$RUN_DIR/briefs-manifest.json" \ --out "$RUN_DIR/recommendations.json" \ "$RUN_DIR/sub-agent-outputs/" ``` The collector extracts JSON, prepends pre-resolved records, enforces manifest order, and fails on missing, duplicate, unknown, or mismatched `candidateRef` values. ### 3. Verify recommendations ```bash node scripts/verify-and-regen.mjs "$RUN_DIR/recommendations.json" \ --signals "$RUN_DIR/signals.json" \ --repo-root <project-dir> \ --out "$RUN_DIR/verify.json" ``` This script extracts claims, verifies files/citations/version fit, grades quality, applies sanitizers, emits `verifiedRecommendations`, `withheldRecommendations`, `renderableRecommendations`, and creates `regenPlan` for failed or unsafe recommendations. Recommendation schema, writing rules, sanitizer order, and grading rules: [references/recommendations.md](references/recommendations.md). Verification rules: [references/verification.md](references/verification.md). For each `regenPlan` entry, rerun the same brief with a `Previous attempt failed these checks` section listing `topFailures`. Keep the regenerated output only if verification improves without gutting citations. ### 4. Render report and final message ```bash node scripts/render-report.mjs "$RUN_DIR/verify.json" "$RUN_DIR/gate.json" "$RUN_DIR/signals.json" \ --project <name> \ --out "$RUN_DIR/report.md" \ --message-out "$RUN_DIR/final-message.json" ``` Use `--debug-out "$RUN_DIR/debug.json"` only when developing the skill. Customer Markdown and chat output must not expose `passRate`, `quality`, sanitizer trails, raw sub-agent names, or other implementation fields. After rendering, print `final-message.json.body` verbatim and stop. Do not add highlights, debug notes, raw counts, sub-agent summaries, or extra explanation. Render-time dedupe, platform caps, and hard-safety drops can change the customer-visible count, so never summarize from raw `verify.json`. Report structure and impact framing: [references/scoring.md](references/scoring.md). ## Recommendation Rules Every recommendation must: - Trace to a launched candidate, platform candidate, pre-resolved observation, or verified traffic-independent scanner finding. - Include observed metric evidence from `signals.json` or `evidence.deepDive`. - Cite verified files with line numbers when code is involved. - Include at least one allowed citation that applies to the detected framework/version. - Use precise observed performance numbers. - Use cost magnitude phrases only; never customer-facing `$N` savings. - Do not recommend duration reductions for Vercel Workflow runtime endpoints (`/.well-known/workflow/v1/*`). These are generated orchestration routes for durable step/flow execution and should be hard-gated before investigation. - Workflow recommendations must name the boundary being changed. Valid examples: enqueue durable work and return a run ID instead of awaiting completion, fix stream replay/closure/locks, or reduce verified excess Workflow Steps/Storage. Do not infer cost savings from Workflow endpoint wall-clock duration. - For streaming, SSE, resumable chat, or other intentionally long-lived routes, do not frame wall-clock function duration as a problem by itself. Require evidence of avoidable pre-first-byte work, high active CPU, duplicate invocations, or post-response work that can move out of the user-visible path. - Name a specific cache policy when recommending caching. - Keep unsafe responses dynamic unless evidence proves they are safe to cache: auth-sensitive paths, errors, fallback responses, missing content, invalid requests, geolocation/device-varying output, and unversioned dynamic URLs. Never recommend "verify X is on" for facts already present in `signals.project`, including Fluid compute status, memory tier, regions, in-function concurrency, and timeout. ## Scanner Rules Scanner findings are supplementary. Drop findings annotated `COLD-PATH` or `NO-ROUTE-MAPPING` unless the scanner declares `metadata.trafficIndependent === true`. Traffic-independent examples: middleware matcher, source maps, React Compiler config, build settings. Route-local cache or data-fetch patterns need route-level traffic evidence. Scanner docs: [references/scanner-patterns.md](references/scanner-patterns.md). ## Final Customer Terms Use: - `recommendations ready` - `observations from investigation` - `investigated, no change recommended` - `not investigated in this run` Avoid: - `sub-agent` - `abstention` - `passRate` - `quality score` - `gate` - `LLM` ## Failure Copy Use these messages without adding sales copy or process detail. **No traffic in the last 14 days:** > This project has no meaningful traffic in the last 14 days, so route-level metrics are sparse. I can still check traffic-independent scanner findings and project settings, but I cannot rank route fixes until traffic accumulates. **Route-level metrics unavailable:** > Use the verbatim choice template in [references/observability-plus.md](references/observability-plus.md). Do not silently fall back to code-only mode; present the two-path choice: enable Observability Plus and rerun the metric-backed audit, or accept a limited code-only run. **Project is not linked:** > This worktree is not linked to a Vercel project. Run `vercel link --yes --project <project-name-or-id> --cwd <app-dir>` and rerun the audit. If the team is known, add `--team <team-id-or-slug>`. **Most route-to-file mappings failed:** > The route inventory matched fewer than half of the routes we saw in observability. This is common in monorepos with custom routing. I've surfaced what I can match; the rest appear in the "Not investigated in this run" section.
Original skill: vercel-labs/agent-skills/skills/vercel-optimize/SKILL.md Source: https://github.com/vercel-labs/agent-skills/blob/063bee94c3f4df8453406c830b0a7df0f2860278/skills/vercel-optimize/SKILL.md License: MIT MIT License Attribution: vercel-labs/agent-skills (MIT license declared in the repository README) Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
SKILL.md 본문입니다. 원문에서 참조하는 스크립트·보조 파일은 원본 패키지에 포함되어 있습니다.