Agent skill · software engineering · jeremylongshore

juicebox-prod-checklist

Execute Juicebox production checklist.

Why this skill is useful

Adds a validation script for Juicebox API readiness checks, including error handling and quota monitoring, which are not commonly found in public documentation.

What it needs

Requires bash installed locally. Requires juicebox account access. About 3k tokens when loaded. Last updated 2026-08-07. 2,604 stars on the source repository.

What this skill does

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 [ ] JUICEBOXAPIKEY 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 Error Handling Check Risk if Skipped Priority ------- ---------------- ---------- API key rotation Expired key blocks all searches P1 …

How to use it

Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:

@skills jeremylongshore/juicebox-prod-checklist

View the source on GitHub

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