Download PDFMarkdown Version
ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Code Review Economics with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Quantify the financial impact and ROI of your code review processes.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 4 capabilities

The complete Code Review Economics capability set.

These are the exact actions your AI can choose when you ask it to work with Code Review Economics.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Code Review Economics.

  1. 01

    Evaluate tool effectiveness

    Evaluates the economic justification for investing in code review capabilities

  2. 02

    Estimate team economics

    Estimates the economic distribution of review effort across the engineering team

  3. 03

    Analyze review depth

    Analyzes whether the current code review depth is optimal, under-reviewed, or over-reviewed

  4. 04

    Calculate review roi

    Calculates the financial return on investment for the code review process

Observed, not estimated

853ms average. Fast in production.

Code Review Economics is checked daily against the live service.

Daily averagePeak 1021ms
Aug 29Today
Fastest day
774ms
Slowest day
1021ms
14-day trend
Improving-24%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Code Review Economics, so you can see the experience inside your AI.

It does not authenticate your account with Code Review Economics. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Code Review Economics Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_Nae35izYLXuYYDe7RnJPqNL9B6MN7qJhwcZlUNe0/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Code Review Economics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "code-review-economics-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Nae35izYLXuYYDe7RnJPqNL9B6MN7qJhwcZlUNe0/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

FAQ

Questions Code Review Economics owners ask.

  • 01

    How do I calculate the ROI of my reviews?

    You can use the calculate_review_roi capability by providing the total review hours, the rework cost avoided, the cost of capabilities used, and the team size.

  • 02

    Can this capability help justify buying new linting or static analysis capabilities?

    Yes, the evaluate_tool_effectiveness capability specifically calculates if the investment in review capabilities is justified by the value of defects they help avoid.

  • 03

    How does team size affect the results?

    The estimate_team_economics capability analyzes how team size impacts the cost per engineer and the overall review density across your organization.

Explore

More in Productivity

Suggestions