# Endpoint Telemetry Record Quality Audit, String Normalisation & Exact Row Deduplication

> Endpoint Telemetry Record Quality Audit, String Normalisation & Exact Row Deduplication is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-26).

Audits quality, normalises strings, and deduplicates exact rows in endpoint telemetry records containing agent_count and reporting_agents fields — up to 200 rows, three reports per call.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-ib26-security-15-191?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-26
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/endpoint-telemetry-record-quality-audit-string-normalisation-exact-26b38e1b
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_FX5mQQRyMTk0xKR55RYXr

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 endpoint-telemetry-record-quality-audit-string-normalisation-exact-26b38e1b -d '<json body>'
```

Example prompt: Can you run a record quality audit, string normalisation, and exact row deduplication on this batch of endpoint telemetry rows? I have 4 rows: row-1 on 2026-10-01 group-a agent_count 10 reporting_agents 1, row-2 on 2026-10-02 group-b agent_count 20 reporting_agents 2, row-3 on 2026-10-03 group-a agent_count 15 reporting_agents 3, and row-4 on 2026-10-04 group-b agent_count 30 reporting_agents 4.

## When to prefer this

Choose this endpoint when you need three standard data-quality operations (quality audit, string normalisation, and exact deduplication) applied together to endpoint telemetry records in a single low-cost call. It is ideal for pre-processing telemetry datasets of up to 200 rows before downstream analysis, especially when agent_count and reporting_agents are key fields. It is not suitable when you need live lookups, predictive analytics, or professional data assessment.

## Known failure modes

- Exceeds 200 row limit — request rejected with validation error
- Row missing required fields (row_id, control_group, date, agent_count, reporting_agents) — row-level validation failure
- date field not matching YYYY-MM-DD pattern — schema validation error
- agent_count or reporting_agents outside allowed numeric range — field-level error
- Empty rows array submitted — minItems validation failure

## How this service works

Endpoint telemetry — Record quality audit + String normalisation + Exact row deduplication: Record quality audit + String normalisation + Exact row deduplication for supplied endpoint telemetry records (agent_count, reporting_agents). 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 per call: (1) a record quality audit highlighting malformed, missing, or out-of-range values; (2) a string normalisation report standardising text fields like control_group; and (3) an exact row deduplication report identifying and removing fully identical rows. All processing is done locally with no external lookups or live data access, covering up to 200 input rows.

## Request schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/endpoint-telemetry-record-quality-audit-string-normalisation-exact-26b38e1b/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)