# KiHustle JSON Anomaly Window Detector

> KiHustle JSON Anomaly Window Detector is a paid API for AI agents from kihustle.tech, paid per call via x402, $0.002/call, status unknown (last checked 2026-10-10).

Detects anomalies in a sliding window of numeric values using a configurable threshold

## Facts

- Endpoint: POST https://kihustle.tech/bot-bazaar/api/v1/json-anomaly-window?utm_source=zero.xyz
- Price: $0.002/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-10
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/kihustle-json-anomaly-window-detector-ea311c50
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_h3W5ca-JQWuB1HXX_-JNm

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-json-anomaly-window-detector-ea311c50 -d '<json body>'
```

Example prompt: Can you run a sliding window anomaly detection on these sensor readings [12.1, 13.4, 11.9, 45.2, 12.8, 13.1] using a window size of 3 and flag anything more than 2.5 standard deviations away as anomalous?

## When to prefer this

Choose this endpoint when you need lightweight, low-cost ($0.002/call) sliding window anomaly detection on a numeric array without standing up your own statistical infrastructure. It is well-suited for real-time monitoring pipelines, spot-checks on small metric streams, or automation workflows that need a quick anomaly signal. Prefer dedicated ML-based anomaly detection services for large-scale, multi-dimensional, or high-precision use cases.

## Known failure modes

- Missing or empty 'values' array returns an error
- Non-numeric values in array may cause processing failure
- Window size larger than the input array length may produce undefined behavior
- Threshold not provided defaults may vary; omission could affect detection sensitivity
- Malformed JSON body returns a 400-level error

## 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 whether anomalies were detected in the input array, along with a success status. The response includes a 'result' field (e.g. 'processed') and a 'status' field confirming successful execution. Specific flagged indices or anomaly details may vary.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "values": {
   "type": "array",
   "items": {
    "type": "number"
   }
  },
  "window": {
   "type": "integer"
  },
  "threshold": {
   "type": "number"
  }
 }
}
```

## 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-json-anomaly-window-detector-ea311c50/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)
