Imported from jeremylongshore/tons-of-skills-marketplace (skills/.curated/juicebox-prod-checklist/SKILL.md). Install upstream with npx skills add jeremylongshore/tons-of-skills-marketplace --skill juicebox-prod-checklist. Copyright stays with the author (MIT).

Juicebox Production Checklist

Overview

Juicebox provides AI-powered people search and analysis, enabling dataset creation, candidate discovery, and structured analysis across professional profiles. A production integration queries datasets, retrieves analysis results, and powers talent intelligence workflows. Failures mean missed candidates, stale analysis data, or quota exhaustion that blocks time-sensitive searches.

Authentication & Secrets

• JUICEBOX_API_KEY stored in secrets manager (not config files)
• API key scoped to production workspace only
• Key rotation schedule documented (90-day cycle)
• Separate credentials for dev/staging/prod environments
• Candidate data access restricted to authorized roles

API Integration

• Production base URL configured (https://api.juicebox.ai/v1)
• Rate limiting configured per plan tier
• Dataset creation and query endpoints tested end-to-end
• Analysis result pagination implemented for large datasets
• Search query optimization validated (precision vs recall tradeoffs)
• Bulk analysis requests batched to avoid rate limits
• Result caching configured for repeated queries

Error Handling & Resilience

• Circuit breaker configured for Juicebox API outages
• Retry with exponential backoff for 429/5xx responses
• Candidate data encrypted at rest in downstream storage
• GDPR/CCPA retention policy enforced on stored profiles
• Empty result sets handled gracefully (no silent failures)
• Quota exhaustion detected before critical searches fail

Monitoring & Alerting

• API latency tracked per endpoint (search, analysis, datasets)
• Error rate alerts set (threshold: >5% over 5 minutes)
• Quota usage monitored with alert at 80% consumption
• Analysis completion rate tracked for reliability metrics
• Daily digest of search volumes and result quality

Validation Script

async function checkJuiceboxReadiness(): Promise<void> {
  const checks: { name: string; pass: boolean; detail: string }[] = [];
  // API connectivity
  try {
    const res = await fetch('https://api.juicebox.ai/v1/search', {
      method: 'POST',
      headers: { Authorization: `Bearer ${process.env.JUICEBOX_API_KEY}`, 'Content-Type': 'application/json' },
      body: JSON.stringify({ query: 'test', limit: 1 }),
    });
    checks.push({ name: 'Juicebox API', pass: res.ok, detail: res.ok ? 'Connected' : `HTTP ${res.status}` });
  } catch (e: any) { checks.push({ name: 'Juicebox API', pass: false, detail: e.message }); }
  // Credentials present
  checks.push({ name: 'API Key Set', pass: !!process.env.JUICEBOX_API_KEY, detail: process.env.JUICEBOX_API_KEY ? 'Present' : 'MISSING' });
  // Quota check
  try {
    const res = await fetch('https://api.juicebox.ai/v1/usage', {
      headers: { Authorization: `Bearer ${process.env.JUICEBOX_API_KEY}` },
    });
    const data = await res.json();
    const pct = data?.usagePercent || 0;
    checks.push({ name: 'Quota Headroom', pass: pct < 80, detail: `${pct}% used` });
  } catch (e: any) { checks.push({ name: 'Quota Headroom', pass: false, detail: e.message }); }
  for (const c of checks) console.log(`[${c.pass ? 'PASS' : 'FAIL'}] ${c.name}: ${c.detail}`);
}
checkJuiceboxReadiness();

Error Handling

Prerequisites

• A protected production change approval, named data/incident/rollback owners, and a pinned configuration revision proven with synthetic lead fixtures.
• Source authority, lawful/consented-use policy, suppression policy, destination allowlist, and an explicit stop condition for scope or privacy drift.

Instructions

1. Confirm environment, secret reference, source authority, enrichment scope, destination, suppression policy, and approval before any production action.
2. Run a bounded synthetic canary and verify source/destination scope, data minimization, suppression, and aggregate output assertions.
3. Monitor error, quota, freshness, and policy probes through the observation window; halt on an unauthorized source, recipient, or destination.
4. Promote in stages or restore the prior revision and delete staged artifacts according to the retention policy.
5. Close only after owner acceptance of the redacted receipt and revocation of temporary access.

Output

Create a readiness receipt with revision, synthetic canary, source/destination checks, suppression result, aggregate assertions, approvals, outcome, retention, and rollback reference. Exclude identities, contact details, enrichment values, and secrets.

Examples

revision=r44; canary=synthetic-prospects; source=approved; destination=approved; suppression=pass; contacts_exported=0; outcome=hold-for-owner; rollback=r43 is a complete canary decision.

Resources

• Juicebox Platform
• Juicebox Status

Next Steps

See juicebox-security-basics for candidate data protection and compliance.