# KiHustle Schema Infer Advanced

> KiHustle Schema Infer Advanced is a paid API for AI agents from kihustle.tech, paid per call via x402, $0.002/call, status unknown (last checked 2026-10-14).

Infers a structured schema from a set of sample JSON objects using advanced inference logic

## Facts

- Endpoint: POST https://kihustle.tech/bot-bazaar/api/v1/schema-infer-advanced?utm_source=zero.xyz
- Price: $0.002/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-14
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/kihustle-schema-infer-advanced-cf7608ad
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_8jMGnUWsBTcncic1rzOh_

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-schema-infer-advanced-cf7608ad -d '<json body>'
```

Example prompt: Can you infer a JSON schema from these sample records I have — I'll pass in an array of example objects and I need you to figure out the field names, types, and structure automatically.

## When to prefer this

Choose this endpoint when you have a collection of JSON sample objects and need to automatically infer their schema without manually inspecting each field. It is particularly useful for data pipeline bootstrapping, reverse engineering API response structures, or preparing data for downstream validation. Prefer this over manual schema writing when data is heterogeneous or when speed of schema discovery matters.

## Known failure modes

- Empty samples array returns ambiguous or error result
- Highly inconsistent sample objects may produce a loose or inaccurate schema
- Non-JSON or malformed objects in the samples array may cause processing failure
- Very large sample arrays may time out or return partial results
- Missing required 'samples' field returns a validation 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 response indicating the inferred schema derived from the provided sample objects, with a result and status field confirming successful processing. The exact schema definition for the input data is embedded in the result.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "samples": {
   "type": "array",
   "items": {
    "type": "object",
    "additionalProperties": true
   }
  }
 }
}
```

## 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-schema-infer-advanced-cf7608ad/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)