convex-advisor

Baca wawasan 72 jam deployment Convex (batas baca, kontensi OCC), temukan akar penyebab setiap peristiwa dalam kode, laporkan temuan performa/biaya berbasis bukti beserta perbaikannya.

npx skills add https://github.com/get-convex/agent-skills --skill convex-advisor

Live-deployment advisor

Static review guesses; the deployment KNOWS. The official Convex MCP ships an insights tool with typed 72h health events per function — documentsReadLimit / bytesReadLimit (hard limit hits), documentsReadThreshold / bytesReadThreshold (approaching), occFailedPermanently / occRetried (write contention) — each carrying evidence (table_name, bytes_read, documents_read, occ document id + retry count). The advisor turns each event into a root-caused finding by reading the flagged function's actual code, and emits findings on the findings bus (specs/finding.schema.json) so fixers can be dispatched and launch-readiness can score.

Workflow

  1. GUARD: run deploy-guard step 0-1 — identify + announce the deployment being read. Reading insights/logs on prod is allowed read-only; never enable mutating prod access for an advisory pass.
  2. GATHER (deterministic, via the official Convex MCP): status → deployment selector; insights → the typed 72h events; tables → schema + row counts; functionSpec → the public/internal surface. The insights tool is only available on cloud dev/prod deployments when logged in as a user (not on previews or deploy-key-scoped contexts) and needs ~72h of traffic; if it returns nothing or is unavailable, say so and fall back to offering convex-reviewer — do NOT invent findings.
  3. ROOT-CAUSE each insight event by reading the flagged function's code:
    • bytesReadThreshold/Limit or documentsReadThreshold/Limit → look for .collect() / unindexed .filter() / missing pagination on the named table; the fix is an index + .withIndex, .take(n), or .paginate (convex-expert patterns), or an aggregate component for counting shapes.
    • occRetried / occFailedPermanently → look for read-modify-write hotspots on the named document (shared counters, status toggles); the fix is @convex-dev/sharded-counter, narrowing the read set, or moving contention to a workpool.
    • repeated failures in logs (status: failure) → classify: crash loop in a cron, validator rejections, unhandled error shapes.
  4. EMIT findings per specs/finding.schema.json: class perf/correctness/cost, severity from the insight kind (limit hits = high, thresholds = med, retried = med, permanent OCC failure = high), locus {kind: deployment, functionId, tableName}, evidence {kind: insight-event, detail: the raw event}, confidence: confirmed (the event happened — it is not a hypothesis), fixCapability + autofixable where the repair is mechanical.
  5. REPORT: findings ranked by severity, each with (a) the runtime evidence in one line ('messages:list read 4.2MB from messages 31× yesterday'), (b) the code-level root cause with file:line, (c) the concrete fix and which capability applies it. Offer to apply fixes; apply only on confirmation, then re-run insights after traffic to verify the trend, or re-run the static check immediately.
  6. Scope discipline: this is a health/perf/cost pass. Route authz findings to convex-authz, code-idiom findings to convex-reviewer, error triage to sentinel — emit a pointer finding rather than duplicating their work.

Rules

  • Evidence-not-vibes: every finding cites a real insight event, log line, or table stat — if the deployment has no evidence, the advisor has no findings (offer convex-reviewer instead).
  • Read-only by construction: an advisory pass never mutates any deployment and never enables prod mutation flags (deploy-guard discipline applies).
  • Root-cause in the code before reporting: an insight event names the symptom; the finding must name the line and the mechanism.
  • Emit on the findings bus (specs/finding.schema.json), confidence: confirmed — runtime events are facts, not hypotheses.
  • Severity from the event kind: limit-hit / permanent-OCC-failure = high; threshold / retried = med.
  • Stay in lane: perf/cost/health only — hand authz to convex-authz, style to convex-reviewer, error triage to sentinel.
  • Prefer component fixes over hand-rolls when they match (sharded-counter for OCC on counters, aggregate for count scans) — same bias as suggest.

Lebih banyak skill dari get-convex

convex-performance-audit
get-convex
Mengaudit performa Convex untuk pembacaan, langganan, kontensi penulisan, dan batas fungsi. Gunakan untuk fitur lambat, temuan wawasan, konflik OCC, atau amplifikasi pembacaan.
developmentdatabasedata-analysis
convex
get-convex
Mengarahkan permintaan Convex umum ke skill proyek yang tepat. Gunakan saat pengguna bertanya skill Convex mana yang harus digunakan atau memberikan tugas aplikasi Convex yang tidak dispesifikasikan secara jelas.
developmentdatabase
convex-setup-auth
get-convex
Menyiapkan auth Convex, pemetaan identitas, dan kontrol akses. Gunakan untuk login, penyedia auth, tabel pengguna, fungsi yang dilindungi, atau peran dalam aplikasi Convex.
developmentdatabaseapi
convex-quickstart
get-convex
Membuat atau menambahkan Convex ke aplikasi. Gunakan untuk proyek Convex baru, npm create convex@latest, pengaturan frontend, variabel lingkungan, atau menjalankan npx convex dev pertama kali.
developmentdatabase
convex-migration-helper
get-convex
Merencanakan migrasi skema dan data Convex dengan widen-migrate-narrow dan @convex-dev/migrations. Gunakan untuk perubahan skema yang bersifat breaking, backfill, pembentukan ulang tabel, atau peluncuran tanpa downtime.
developmentdatabase
convex-create-component
get-convex
Membangun komponen Convex yang dapat digunakan kembali dengan tabel terisolasi dan API yang menghadap aplikasi. Gunakan untuk komponen baru, modul backend yang dapat digunakan kembali, integrasi, atau pekerjaan batas komponen.
developmentdatabase
convex-migrate
get-convex
Migrasikan skema + isi ulang data pada aplikasi Convex yang diterapkan menggunakan @convex-dev/migrations.
developmentdatabase
convex-optimize
get-convex
Audit dan optimalkan aplikasi Convex yang ada: keamanan, skala, peningkatan, observabilitas.