# Jemeen CSV Quality Check

> 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.

## Facts

- Endpoint: POST https://jemeen-agent-services.onrender.com/v1/csv-quality?utm_source=zero.xyz
- Price: $0.05/call
- Payment: x402
- Status: unknown
- Last checked: 2026-11-02
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/jemeen-csv-quality-check-a7c56bff
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_NuCD2rngj4urwmM_9vd0M

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 jemeen-csv-quality-check-a7c56bff -d '<json body>'
```

Example prompt: Can you check the quality of this CSV file and tell me if there are any duplicate rows, errors, or formatting issues I should fix before I load it into my database?

## When to prefer this

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.

## Known failure modes

- 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

## 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.

## Response schema (JSON Schema)

```json
{
 "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."
  ]
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/jemeen-csv-quality-check-a7c56bff/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from jemeen-agent-services.onrender.com](https://www.zero.xyz/host/jemeen-agent-services.onrender.com/llms.txt)