How is the quality score calculated?

The quality score combines acceptance and modification rates, giving higher weight to unmodified acceptances. It can also be adjusted based on whether suggestions were proactive.

Can I see which suggestion types are most effective?

Yes, you can use `get_type_performance_breakdown` to see the specific acceptance rates for each category of suggestion.

What does the efficiency rating measure?

The efficiency rating measures how well the timing of a suggestion aligns with user actions using `get_contextual_efficiency_rating`.

AI Suggestion Effectiveness Analyzer MCP Connector for Claude

A+

Analyze AI suggestion acceptance, modification, and quality metrics.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides tools to evaluate the effectiveness of AI-driven suggestions in SaaS environments. It calculates key performance indicators including acceptance rates, modification rates, and a composite quality score. Use get_suggestion_acceptance_metrics to get raw performance data, get_quality_score_report to determine overall value, get_type_performance_breakdown to identify high-performing suggestion categories, and get_contextual_efficiency_rating to assess if suggestion timing is optimal.

metricssaasai-performanceuser-interactionquality-scoring

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_xsHdpP3NaeYyySTS8NjlH6HtQFq1f3SHn9JHlq6R/mcp

② Claude Code (terminal)

claude mcp add --transport http ai-suggestion-effectiveness-analyzer https://edge.vinkius.com/vk_preview_xsHdpP3NaeYyySTS8NjlH6HtQFq1f3SHn9JHlq6R/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "ai-suggestion-effectiveness-analyzer": {
      "url": "https://edge.vinkius.com/vk_preview_xsHdpP3NaeYyySTS8NjlH6HtQFq1f3SHn9JHlq6R/mcp"
    }
  }
}

Get full access on Vinkius

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