# KiHustle Z-Score JSON Outlier Detector

> KiHustle Z-Score JSON Outlier Detector is a paid API for AI agents from kihustle.tech, paid per call via x402, $0.002/call, status unknown (last checked 2026-09-14).

Detects statistical outliers in text-encoded JSON data using Z-score analysis

## Facts

- Endpoint: POST https://kihustle.tech/bot-bazaar/api/v1/json-outlier-detector-zscore
- Price: $0.002/call
- Payment: x402
- Status: unknown
- Last checked: 2026-09-14
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/kihustle-z-score-json-outlier-detector-9af84e92
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_PzABz8niOIz2NCVcOjANt

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability kihustle-z-score-json-outlier-detector-9af84e92 -d '<json body>'
```

Example prompt: Can you run a z-score outlier detection on this dataset: '[12, 13, 14, 200, 15, 13, 12]' and tell me which values are statistical anomalies?

## When to prefer this

Choose this endpoint when you need a lightweight, low-cost ($0.002 per call) statistical outlier detection step in an automated pipeline where data is passed as plain text and you want Z-score-based anomaly flagging without setting up your own statistics library or compute environment.

## Known failure modes

- Non-numeric or malformed text input may yield unhelpful results
- Empty string input may cause processing errors
- Very small datasets (fewer than 3 points) may produce unreliable Z-scores
- Missing or null 'text' field returns error or unexpected result
- Generic response schema means detailed outlier indices may not always be exposed

## How this service works

Kostenlose Guides, Solo-Playbooks und Artikel zu KI, Automation und Side Hustles — für Menschen, die mit echten Systemen online Einkommen aufbauen wollen. Transparent finanziert über faire Affiliate-Links.

## Output

Returns a JSON object indicating which data points were identified as outliers via Z-score analysis, along with a processing status and result field confirming the computation completed successfully.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "text": {
   "type": "string"
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "json",
 "example": {
  "result": "processed",
  "status": "success"
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/kihustle-z-score-json-outlier-detector-9af84e92/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from kihustle.tech](https://www.zero.xyz/host/kihustle.tech/llms.txt)