# Manufacturing Output Category Frequencies

> Manufacturing Output Category Frequencies is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-16).

Computes category frequency distributions across manufacturing output records (line, date, units, defects) for up to 200 typed rows using local numeric processing.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-sector-analytics-manufacturing-output-category-counts?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-16
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/manufacturing-output-category-frequencies-f69ef43d
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_nzm6hGLYdKHUfQX9Quj7R

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 manufacturing-output-category-frequencies-f69ef43d -d '<json body>'
```

Example prompt: I have some manufacturing output records for two production lines — group-a and group-b — with units and defect counts across several dates. Can you count how many times each category (like production line) appears across all the rows so I can see the frequency breakdown?

## When to prefer this

Choose this endpoint when you have up to 200 manufacturing output records (with line, date, units, defects fields) and need a quick, cheap ($0.01 USDC) local frequency count of categories — no external API, no forecasting, no enrichment needed. Ideal for lightweight batch summarization, QA checks, or feeding into a downstream reporting workflow where raw category counts are the required input.

## Known failure modes

- Fewer than 1 row supplied — minItems constraint violated, request rejected
- More than 200 rows supplied — maxItems exceeded, request rejected
- Missing required fields (row_id, line, date, units, defects) in any row — validation error
- Invalid date format (not YYYY-MM-DD) — pattern validation failure
- Numeric values out of range (±1 trillion) — schema rejection
- Malformed JSON body — parse error

## How this service works

Manufacturing output - Category frequencies: Category frequencies for Manufacturing output. Up to 200 supplied typed records. Local numeric and data-quality processing; no external enrichment or forecasting. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded category frequencies deliverable.

## Output

A bounded category frequencies deliverable: a frequency table or distribution object showing how many records fall into each distinct category (e.g. each unique production line or date bucket) across the supplied manufacturing output rows. Computed locally with no external enrichment.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "rows": {
   "type": "array",
   "items": {
    "type": "object",
    "required": [
     "row_id",
     "line",
     "date",
     "units",
     "defects"
    ],
    "properties": {
     "date": {
      "type": "string",
      "default": "",
      "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      "maxLength": 10
     },
     "line": {
      "type": "string",
      "default": "",
      "maxLength": 80
     },
     "units": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     },
     "row_id": {
      "type": "string",
      "default": "",
      "maxLength": 80,
      "minLength": 1
     },
     "defects": {
      "type": [
       "number",
       "null"
      ],
      "maximum": 1000000000000,
      "minimum": -1000000000000
     }
    },
    "additionalProperties": false
   },
   "default": [
    {
     "date": "2026-10-01",
     "line": "group-a",
     "units": 10,
     "row_id": "row-1",
     "defects": 1
    },
    {
     "date": "2026-10-02",
     "line": "group-b",
     "units": 20,
     "row_id": "row-2",
     "defects": 2
    },
    {
     "date": "2026-10-03",
     "line": "group-a",
     "units": 15,
     "row_id": "row-3",
     "defects": 3
    },
    {
     "date": "2026-10-04",
     "line": "group-b",
     "units": 30,
     "row_id": "row-4",
     "defects": 4
    }
   ],
   "maxItems": 200,
   "minItems": 1
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/manufacturing-output-category-frequencies-f69ef43d/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from market.datapackvibe.com](https://www.zero.xyz/host/market.datapackvibe.com/llms.txt)