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Onboarding Progress — Record Quality Audit, Exact Row Deduplication & Duplicate Key Report
x402
Onboarding Progress — Record Quality Audit, Exact Row Deduplication & Duplicate Key Report is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-11-05).
Runs three independent analytical reports on onboarding progress data: a record quality audit, exact row deduplication, and a duplicate key report — all locally, with no external lookups.
Price / call$0.01
Success—
StatusUnknown
How this service works
Onboarding progress — Record quality audit + Exact row deduplication + Duplicate key report: Record quality audit + Exact row deduplication + Duplicate key report for supplied onboarding progress records (completed_steps, required_steps). 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
Three independent reports: (1) a record quality audit flagging data issues in completed_steps and required_steps fields, (2) an exact row deduplication report listing identical rows, and (3) a duplicate key report identifying rows sharing the same key identifiers — all computed locally with no external calls.
Example use cases
Pre-analysis onboarding data cleanup
“Before I run any analysis, can you audit these 150 onboarding progress records for quality issues, find any exact duplicate rows, and flag any duplicate row IDs? The records have team_group, date, completed_steps, and required_steps fields.”
Team onboarding completion integrity check
“I have onboarding tracking data for multiple team groups — can you check it for data quality problems, deduplicate any identical rows, and give me a report on any duplicate keys? I want to make sure the completed_steps and required_steps values are clean before reporting.”
HR onboarding dashboard data validation
“We're building a dashboard from our onboarding progress exports and need to validate the source data first — please run all three reports: record quality audit, exact row deduplication, and duplicate key detection, on this batch of up to 200 rows covering team groups and step completion data.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-operations-08-209?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to validate, deduplicate, and audit onboarding progress data (completed_steps, required_steps) in a single cost-efficient call. It is best when you have up to 200 rows and want all three reports — quality audit, exact deduplication, and duplicate key detection — without any external data lookups or predictions. It is not suitable for live lookups, forecasting, or datasets exceeding 200 rows.
Side effects
- Exceeds 200-row limit — request will be rejected or truncated
- Missing required fields (row_id, team_group, date, completed_steps, required_steps) cause validation errors
- Malformed date strings not matching YYYY-MM-DD pattern cause input rejection
- Empty rows array returns an error (minItems: 1)
- Non-numeric or out-of-range completed_steps/required_steps values may cause audit errors
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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