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Get Started Free →jeremylongshore/juicebox-observability
Set up Juicebox monitoring. Trigger: "juicebox monitoring", "juicebox metrics".
Passed 18 of 20 test cases with the skill, and 8 of 20 without it.
and 20 more in the full report
13 fixed8 passed either way1 still failing1 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.
When Juicebox observability alerts fire and automated remediation options are exhausted, what named document should engineers consult for incident resolution guidance?
| Checked | Without skill | With skill |
|---|---|---|
| References juicebox-incident-runbook as the next step resource. | Missed | Passed |
The instructions your model reads when the skill loads.
Juicebox provides AI-powered people search and analysis where query performance, dataset ingestion rates, and quota consumption are the primary observability concerns. Monitor analysis completion times to ensure interactive UX, track ingestion pipeline health for data freshness, and watch quota usage to prevent mid-workflow cutoffs. Slow queries or failed ingestions degrade recruiter productivity and data accuracy.
| Metric | Type | Target | Alert Threshold |
|---|---|---|---|
| Search latency p95 | Histogram | < 2s | > 5s |
| Analysis completion time | Histogram | < 10s | > 30s |
| Dataset ingestion rate | Gauge | > 100 records/s | < 50 records/s |
| API error rate | Gauge | < 1% | > 5% |
| Quota usage (daily) | Gauge | < 70% | > 85% |
| Query result relevance | Gauge | > 80% precision | < 60% |
async function trackJuiceboxCall(operation: string, fn: () => Promise<any>) {
const start = Date.now();
try {
const result = await fn();
metrics.histogram('juicebox.api.latency', Date.now() - start, { operation });
metrics.increment('juicebox.api.calls', { operation, status: 'ok' });
return result;
} catch (err) {
metrics.increment('juicebox.api.errors', { operation, error: err.code });
throw err;
}
}
async function juiceboxHealth(): Promise<Record<string, string>> {
const searchP95 = await metrics.query('juicebox.api.latency', 'p95', '5m');
const errorRate = await metrics.query('juicebox.api.error_rate', 'avg', '5m');
test cases passed, vs 8 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.