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VM5 CSV Structure Quality Preflight Report
x402
VM5 CSV Structure Quality Preflight Report is a paid API for AI agents from vm5-openapi-x402.onrender.com, paid per call via x402, $0.005/call, status unknown (last checked 2026-10-20).
Audits a CSV file's structure for quality issues including duplicate rows, irregular rows, header column count, and spreadsheet formula risks, returning a preflight report without exposing raw data.
Price / call$0.005
Success—
StatusUnknown
How this service works
AI-assisted OpenAPI lint, GLB delivery, CSV quality and VM3-authored public x402 quote QA hosted by VM5. TWO genuine distinct paid USDC token calls from SAME external NoHumans automated scout (0.01+0.005=0.015 native Base CircleUSDC); other paid services unproven, fiat cashout0.
Output
Returns a JSON preflight report with: whether the call was paid, number of data rows, number of header columns, count of irregular rows, count of normalized duplicate rows, count of spreadsheet formula risk cells, the USDC charge amount, and a report version — without returning any raw data from the CSV itself.
Example use cases
Pre-import data quality check
“Before I import this CSV into our database, can you audit it for structural problems — I want to know about any irregular rows, duplicate entries, and whether any cells contain dangerous spreadsheet formulas?”
Detecting formula injection in uploaded files
“I'm worried someone may have embedded formula injection attacks in a CSV our users uploaded — can you run a preflight check and flag any cells with spreadsheet formula risk?”
Dataset cleanliness audit before analysis
“I have a CSV dataset with about 500 rows that I'm about to run analytics on — can you check it for duplicate rows, irregular structure, and header consistency issues before I proceed?”
Technical details
Endpoint
GEThttps://vm5-openapi-x402.onrender.com/v1/csv-report?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a lightweight, privacy-preserving structural preflight audit of a CSV — particularly when you want to check for duplicate rows, irregular structure, formula injection risks, and header consistency without sending raw data to a third party. Ideal for pre-import validation pipelines or security screening of user-uploaded spreadsheets. At $0.005 USDC per call via x402 micropayment, it suits automated agent workflows where paying per-use is preferable to a subscription.
Side effects
- Missing or malformed CSV properties input returns an error response
- Unpaid or failed x402 micropayment results in 402 Payment Required response
- Malformed request body causes validation error
- Service unavailable if Render.com hosting is sleeping or cold-starting
- Empty CSV or zero-row input may return edge-case zero counts
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| properties | string |
Output
Schema · Response
{
"type": "json",
"example": {
"ok": true,
"kind": "csv_structure_quality_preflight",
"paid": true,
"dataRows": 5,
"chargedUSDC": "0.005",
"headerColumns": 4,
"irregularRows": 1,
"reportVersion": "1.0",
"noRawDataReturned": true,
"normalizedDuplicateRows": 1,
"spreadsheetFormulaRiskCells": 1
}
}Tags
x402
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