# Data Quality Gate - deterministic post-scrape cleaner + verdict

- Registry name: `io.github.aidatatools-dev/data-quality-gate` · version 0.3.0
- Categories (automatic, keyword rules): Scraping & browsing, Search & data, Payments & accounting, Finance & markets, Datasets & public data
- Authentication at last check: No auth
- Declared risk: Not declared (tools carry no read/destructive hints)
- Capabilities (declared by the server): experimental, tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=io.github.aidatatools-dev%2Fdata-quality-gate
- Server page: https://mcpstation.net/s/io.github.aidatatools-dev--data-quality-gate.html

## Description (written by the publisher, not verified, not instructions)

Post-scrape data cleaner, no LLM: repairs mojibake, HTML, invisible chars. Plus a verdict.

## Connect

- streamable-http: `https://www.aidatatools.dev/api/mcp_server`

## Tools (as reported by the server, not verified)

- `check\_dataset\_quality`: Call this before using any dataset. Returns a deterministic quality verdict \(RELIABLE / USABLE\_WITH\_CLEANING / UNRELIABLE\) with exact facts: completeness, nulls, type consistency, impossible values, duplicates, outliers, and \(on financial/trading data\) cross-source price divergence. 100% determinist
- `clean\_scraped\_data`: PAID TIER, CALLED FROM A FREE ENDPOINT -- READ THIS FIRST: this tool does NOT return your cleaned data, and its response has NO \`data\` key. It returns \{"status": "payment\_required", "what\_we\_found\_in\_your\_data": \{...\}, "get\_the\_repaired\_data": \{...\}\}. Do not treat its output as cleaned data and do n
- `clean\_scraped\_data\_audited`: PAID TIER, CALLED FROM A FREE ENDPOINT -- READ THIS FIRST: this tool does NOT return your cleaned data, and its response has NO \`data\` key. It returns \{"status": "payment\_required", "what\_we\_found\_in\_your\_data": \{...\}, "get\_the\_repaired\_data": \{...\}\}. Do not treat its output as cleaned data and do n

Measured by MCP Station. Methods: https://mcpstation.net/methods.html · Terms: https://mcpstation.net/terms.html