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Jemeen CSV Quality Check
x402
Jemeen CSV Quality Check is a paid API for AI agents from jemeen-agent-services.onrender.com, paid per call via x402, $0.05/call, status unknown (last checked 2026-11-02).
Analyzes a CSV file for quality issues such as duplicate rows, missing values, formatting problems, and structural errors, returning a scored report with recommended fixes.
Price / call$0.05
Success—
StatusUnknown
How this service works
Pay-per-call verification and data services for AI agents: CSV quality, citation verification, AI readiness audits, requirements extraction, JSON Schema validation. x402 USDC, MCP and A2A.
Output
A JSON object containing a summary with total row count, column count, delimiter, header detection, an overall quality score (0-100), counts of errors and warnings, a list of individual issues each with a code, count, message, severity, and line-level examples, plus an array of recommended fixes to apply.
Example use cases
Pre-import data pipeline validation
“Before I upload this CSV to our data warehouse, can you run a quality check on it and flag any duplicates, missing fields, or structural errors that would break the import?”
Automated data quality gate in ETL
“I have a CSV export from our CRM — can you score its quality and list out all the warnings and errors so I know if it's safe to process, or if I need to clean it up first?”
Auditing third-party data deliveries
“Our vendor just sent over a CSV file with customer records. Can you analyze it for quality issues like duplicate rows or bad formatting and give me a summary score so I can decide whether to accept or reject the delivery?”
Technical details
Endpoint
POSThttps://jemeen-agent-services.onrender.com/v1/csv-quality?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a fast, quantified quality assessment of a CSV file with actionable fix recommendations before ingestion or processing. It is purpose-built for agent pipelines that need a structured JSON quality report rather than a generic linting tool, and its per-call x402 micropayment model makes it cost-effective for on-demand checks without subscription overhead.
Side effects
- Malformed or non-CSV content returns a parsing error
- Empty file or zero-row CSV may produce a minimal or error report
- Payment not received via x402 returns HTTP 402
- Oversized CSV may time out or be rejected
- Missing required body fields return a 400 bad request
Output
Schema · Response
{
"type": "json",
"example": {
"issues": [
{
"code": "duplicate_rows",
"count": 1,
"message": "1 rows exactly duplicate an earlier row.",
"examples": [
{
"line": 4,
"duplicateOfLine": 3
}
],
"severity": "warning"
}
],
"summary": {
"rows": 3,
"score": 84,
"errors": 0,
"columns": 3,
"warnings": 3,
"delimiter": ",",
"hasHeader": true
},
"recommendedFixes": [
"Remove or reconcile exact duplicate rows."
]
}
}Tags
x402
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