# Release Readiness Data Quality Suite — Quality Audit + Deduplication + Category Frequencies

> Release Readiness Data Quality Suite — Quality Audit + Deduplication + 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 2026-10-24).

Runs three analytical reports on release readiness check data: a record quality audit, exact row deduplication, and category frequency counts for up to 200 rows.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-software-12-212?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-24
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/release-readiness-data-quality-suite-quality-audit-deduplication-f1612620
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_4N3EdtJ6OiQA40RIEon6z

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 release-readiness-data-quality-suite-quality-audit-deduplication-f1612620 -d '<json body>'
```

Example prompt: Can you audit my release readiness records for quality issues, remove any exact duplicate rows, and give me a frequency breakdown by component? Here are my rows: component 'auth-service' on 2024-01-15 passed 47 of 50 checks, component 'payment-gateway' on 2024-01-15 passed 38 of 40 checks, and component 'auth-service' on 2024-01-16 passed 50 of 50 checks.

## When to prefer this

Choose this endpoint when you have up to 200 release readiness records with checks_passed/checks_total fields and need all three of: a quality audit, exact deduplication, and category frequency analysis bundled in a single $0.01 call. Prefer this over separate single-purpose endpoints when you need all three reports at once for release pipeline validation or pre-publish data hygiene.

## Known failure modes

- Submitting more than 200 rows returns a validation error
- Missing required fields (row_id, component, date, checks_passed, checks_total) causes row-level rejection
- Invalid date format (not YYYY-MM-DD) triggers schema validation failure
- Empty rows array returns an error
- Payment of 0.01 USDC not included causes HTTP 402 response

## How this service works

Release readiness — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies for supplied release readiness records (checks_passed, checks_total). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.

## Output

Returns three independent analytical reports: (1) a record quality audit flagging missing, null, or out-of-range values in the checks_passed and checks_total fields; (2) an exact row deduplication report identifying and removing identical rows; (3) a category frequency table counting occurrences of each unique component value across the dataset. All computed locally with no external lookups.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/release-readiness-data-quality-suite-quality-audit-deduplication-f1612620/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)