# Aidatatools Dev Data Quality Gate MCP server

Source: https://glimind.com/server/mcp-registry%2Fio.github.aidatatools-dev%2Fdata-quality-gate
Registry id: `mcp-registry/io.github.aidatatools-dev/data-quality-gate`
Status: live (checked 2026-10-26T20:13:23.441Z)

## Measurements (30 days)

- Uptime: 99.97%
- Checks: 4921
- Outages (90 days): 2

## Install

```json
{
  "mcpServers": {
    "aidatatools-dev-data-quality-gate-mcp-se": {
      "type": "http",
      "url": "https://www.aidatatools.dev/api/mcp_server"
    }
  }
}
```

Claude Code:

```sh
claude mcp add --transport http aidatatools-dev-data-quality-gate-mcp-se https://www.aidatatools.dev/api/mcp_server
```

## Tools (3)

- `check_dataset_quality`: Call this before using any dataset. Returns a deterministic quality verdict (RELIABLE / USABLE_WITH_CLEANING / UNRELIABLE) with exact facts: completeness, nulls
- `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"
- `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"

Measured by Glimind (https://glimind.com): MCP handshake + tool list only, no tool is ever called. CC BY 4.0.