How does the gate decision work?

The decision is determined by comparing the composite quality score against a provided threshold. If the score meets or exceeds the threshold, the decision is APPROVE; otherwise, it is REJECT.

What are the available gate strategies?

The engine supports three strategies: 'all_must_pass' (the lowest score determines the result), 'majority_vote' (percentage of criteria passing a threshold), and 'weighted_score' (sum of weighted individual scores).

Can I track performance over time?

Yes, you can use the `analyze_quality_trends` tool to monitor rolling averages, rejection rates, and detect if quality is declining.

Agent Quality Gate Calculator MCP Connector for Claude

A+

A deterministic engine for calculating quality scores, approval decisions, and operational costs for AI agent outputs.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides a deterministic engine to evaluate AI agent outputs against configurable quality criteria. It allows for precise gatekeeping using strategies like 'all_must_pass', 'majority_vote', or 'weighted_score'. Use evaluate_output_quality to determine if an output meets specific thresholds, analyze_quality_trends to monitor performance degradation over time, and estimate_rework_impact to calculate the business cost of inaccuracies. It is designed to help teams implement automated quality gates for various output types like code, summaries, or data extraction.

quality-gateai-metricsdeterministicevaluationautomation

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_KAvTsHdYhycESnipmABKHLYXhspbKn2ZyDpnIIHk/mcp

② Claude Code (terminal)

claude mcp add --transport http agent-quality-gate-calculator https://edge.vinkius.com/vk_preview_KAvTsHdYhycESnipmABKHLYXhspbKn2ZyDpnIIHk/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "agent-quality-gate-calculator": {
      "url": "https://edge.vinkius.com/vk_preview_KAvTsHdYhycESnipmABKHLYXhspbKn2ZyDpnIIHk/mcp"
    }
  }
}

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