• METRIC
  • DATA
  • REPORT
  • HUMAN

How to score vintage year health with your AI

Connect your data once. Your AI then handles the normalization and scoring for any investment cohort you specify.

Ask AI about this page

Short answer

How do I score vintage year health with my AI?

You give your AI the necessary financial inputs, and it uses a specialized tool to calculate a single, normalized health metric for the entire cohort. This allows you to compare different years on a level playing field. You'll see the specific outcomes and workflow below.

Where every score lands.

The outcomes of your analysis

The AI processes your raw inputs into these specific results.

METRIC

Normalized health score

The AI uses get_vintage_performance_score to generate a single number for the cohort. This makes year-over-year comparisons direct and easy.

DATA

Input validation

Your agent checks your financial inputs to ensure they meet the required format. It flags any missing data before attempting a calculation.

REPORT

Cohort comparison

The AI organizes the resulting scores into a structured format. You can then ask it to rank different vintages against one another.

HUMAN

Strategic decisions

The AI provides the math, but you decide what the score means for your portfolio. You use these normalized metrics to drive your final decisions.

The workflow

What your AI does when the data arrives.

The AI handles the heavy math so you don't have to.

  1. Data ingestion

    Your agent reads the financial inputs you provide, such as capital calls or distributions.

    get_vintage_performance_score

  2. Score calculation

    The AI runs the specific logic needed to normalize the performance of the entire cohort.

    get_vintage_performance_score

  3. Result formatting

    The agent takes the raw score and prepares it for your review or for a report.

    get_vintage_performance_score

  4. Trend analysis

    Once the score is ready, your AI can compare this vintage against others in your history.

    get_vintage_performance_score

Try it

Copy these to start.

Use these prompts to trigger the scoring process.

Starting points

Swap out the bracketed text for your actual fund names or financial figures.

Accelerator Performance Engine Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_tiTkZIrCxh1a0wtkQW9nqeU6sOAGLT00qzRNnQoy/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 — Accelerator Performance Engine capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-vintage-year-performance-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_tiTkZIrCxh1a0wtkQW9nqeU6sOAGLT00qzRNnQoy/mcp"
    }
  }
}
Copy into chat04

  • Calculate the vintage health score for the 2018 fund using the data in my spreadsheet.

  • Compare the normalized health score of the 2020 cohort against the 2021 cohort.

  • Run a performance score for the current vintage using these capital call figures: [insert data].

  • Show me the health score for the Pacific Tech Fund based on its latest distribution data.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Accelerator Vintage Year Performance once, then ask.

Click the link to connect the MCP to your client. Your credentials stay encrypted, and you can start asking questions immediately.

Connect Accelerator Vintage Year Performance to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my original financial records?

    No. The AI only reads your data to calculate the score; it cannot modify your source files.

  • 02

    Does the AI decide if a vintage is a good investment?

    No. The AI provides a normalized health score based on your inputs, but the final investment judgment is yours.

  • 03

    What happens if my data is missing a field?

    The AI will notify you that the input is incomplete and will not generate a score until the data is corrected.

  • 04

    Can I use this with any AI client?

    Yes, as long as your client is MCP-compatible, like Claude, Cursor, or Windsurf.

  • 05

    Does this tool calculate IRR?

    No. This specific tool is designed to provide a single, normalized health score for a cohort.

  • More questions about Accelerator Vintage Year Performance? The Connector page answers them. See everything the Accelerator Vintage Year Performance Connector can do

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