AI Training Data Quality MCP Server

Assess AI training data quality, detect bias patterns, evaluate dataset provenance, and analyze data pipeline integrity for machine learning systems.

8 Tools

Tool	Description
map_data_landscape	Map AI training data landscape for a topic across datasets, papers, repos
assess_dataset_quality	Score datasets on completeness, recency, documentation, license, engagement
detect_bias_indicators	Detect bias indicators in AI training data
analyze_data_provenance	Trace data provenance from source to training set
score_data_governance	Score data governance across license, privacy, documentation, access
track_dataset_trends	Track trending datasets and emerging data modalities
assess_model_data_fit	Assess dataset fit for specific model type requirements
generate_data_quality_report	Comprehensive AI training data quality report

Category

AI/Data

Quick Start

Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "ai-training-data-quality-mcp": {
      "url": "https://ryanclinton--ai-training-data-quality-mcp.apify.actor/mcp",
      "headers": {
        "Authorization": "Bearer YOUR_APIFY_TOKEN"
      }
    }
  }
}

Cursor

Add to .cursor/mcp.json:

{
  "mcpServers": {
    "ai-training-data-quality-mcp": {
      "url": "https://ryanclinton--ai-training-data-quality-mcp.apify.actor/mcp",
      "headers": {
        "Authorization": "Bearer YOUR_APIFY_TOKEN"
      }
    }
  }
}

Windsurf

Add to your MCP configuration:

{
  "mcpServers": {
    "ai-training-data-quality-mcp": {
      "serverUrl": "https://ryanclinton--ai-training-data-quality-mcp.apify.actor/mcp",
      "headers": {
        "Authorization": "Bearer YOUR_APIFY_TOKEN"
      }
    }
  }
}

Authentication

This server requires an Apify API token. Get yours free at Apify Console.

Pricing

Pay-per-use via Apify. See the Apify Store listing for pricing details.

Tags

ai data-quality machine-learning bias-detection training-data

License

Proprietary - available via Apify Store.