# 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 2026-09-14).

Infers an advanced JSON schema from a set of sample data objects submitted by the caller

## Facts

- Endpoint: POST https://kihustle.tech/agents/api/v1/schema-infer-advanced
- 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-schema-infer-advanced-4b6bb81c
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_EUCz3HbNss0MLRyxhVmjr

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-4b6bb81c -d '<json body>'
```

Example prompt: I have a bunch of JSON records from my API responses and I need you to figure out their schema — here are 5 sample objects, can you infer the advanced schema structure for me?

## When to prefer this

Choose this endpoint when you have a collection of real JSON data objects and need to automatically derive a structured schema definition without writing it manually. It is particularly useful for data engineering pipelines, API integration workflows, and documentation tasks where the data structure is unknown or undocumented. Prefer this over manual schema authoring when sample data is available and speed is important.

## Known failure modes

- Empty or missing samples array — likely returns an error or empty schema
- Samples with highly heterogeneous or conflicting types may produce an ambiguous or overly permissive schema
- Malformed JSON in the samples array may cause a parsing error or 400-level response
- Extremely large sample arrays may timeout or be rejected
- All samples identical may produce a narrow schema that doesn't generalise well

## 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

The endpoint returns a JSON object with a 'result' field containing the inferred schema description and a 'status' field confirming success. The inferred schema reflects the detected structure, field types, and properties derived from the submitted sample objects.

## 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-4b6bb81c/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)