Data Quality Gate MCP MCP server

A deterministic post-scrape data cleaner and quality verifier for AI agents. It repairs encoding issues like mojibake and invisible characters without altering content semantics, and provides a reliability verdict. The MCP server offers free quality checks and directs users to paid REST endpoints for actual data repair.

Endpoint and access

No sign-in: your client connects and lists tools immediately, with no account or key.

No sign-inEndpoint checked 2026-10-05Operated by aidatatools.dev

MCP endpoint (Streamable HTTP)

https://www.aidatatools.dev/api/mcp_server

Vendor documentation

What you can do with it

Check dataset quality before feeding to an LLM
Repair scraped data encoding errors
Verify source reliability for RAG pipelines

Tools advertised by the last live check:

check_dataset_quality
clean_scraped_data
clean_scraped_data_audited

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers a Streamable HTTP server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

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

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add data-quality-gate-mcp --url https://www.aidatatools.dev/api/mcp_server

Cursor

Merge this server into .cursor/mcp.json in your project, then enable data-quality-gate-mcp in your MCP settings.

Cursor configuration

{
  "mcpServers": {
    "data-quality-gate-mcp": {
      "url": "https://www.aidatatools.dev/api/mcp_server"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure). The type must be streamableHttp for a remote HTTP server.

Cline configuration

{
  "mcpServers": {
    "data-quality-gate-mcp": {
      "type": "streamableHttp",
      "url": "https://www.aidatatools.dev/api/mcp_server",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start data-quality-gate-mcp and inspect its tools.

VS Code configuration

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

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http data-quality-gate-mcp https://www.aidatatools.dev/api/mcp_server

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.

Claude Desktop configuration

{
  "mcpServers": {
    "data-quality-gate-mcp": {
      "url": "https://www.aidatatools.dev/api/mcp_server"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "data-quality-gate-mcp": {
      "serverUrl": "https://www.aidatatools.dev/api/mcp_server"
    }
  }
}

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