• RANKING
  • PROBABILITY
  • IMPACT
  • HUMAN

How to generate selection analytics with your AI

Connect this MCP to your AI client to turn raw cohort data into a structured analytics package. Your agent handles the math and the ranking logic.

Ask AI about this page

Short answer

How do I get selection analytics for my cohort?

Your AI uses the Accelerator Selection Scoring MCP to process your cohort data into a full analytics package. You'll get percentile rankings and likelihood of acceptance for every candidate. This breakdown shows exactly what you get.

The results you get.

The analytics package.

Once the agent finishes the math, it delivers these specific outcomes.

RANKING

Percentile rankings

The AI calculates where each candidate sits relative to the rest of the group. You get a clear view of top performers.

PROBABILITY

Acceptance likelihood

Your agent estimates the probability of acceptance for every individual in the cohort based on your criteria.

IMPACT

Cohort impact analysis

The AI evaluates how the specific group affects your overall selection goals and targets.

HUMAN

Final selection decisions

The AI provides the data, but you make the final call on which candidates move forward.

The workflow

What your AI does when the data arrives.

The AI performs the heavy lifting of data processing and statistical modeling.

  1. Data ingestion

    Your agent reads the raw candidate information and prepares it for statistical comparison.

    generate_selection_analytics

  2. Statistical modeling

    The AI runs the math to determine how each person compares to the group average.

    generate_selection_analytics

  3. Impact assessment

    The agent checks how this specific group of people fits your broader selection objectives.

    evaluate_cohort_impact

  4. Package assembly

    The AI bundles the rankings and likelihood scores into a single report for you.

    generate_selection_analytics

Try it

Copy these to start.

Paste these directly into your chat to begin.

Starting points

These are opening lines. Swap the bracketed text for your actual file names or cohort IDs.

Accelerator Selection Scoring Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_aqea14An4EhXYTHzQGWIoqNZxUeuxn7JbeRXLMij/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 Selection Scoring capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-selection-scoring-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_aqea14An4EhXYTHzQGWIoqNZxUeuxn7JbeRXLMij/mcp"
    }
  }
}
Copy into chat04

  • Generate selection analytics for the candidates in my 'Summer2024_Cohort' spreadsheet.

  • Run a cohort impact evaluation on the applicants from the 'Tech_Fellowship' CSV.

  • Show me the percentile rankings and acceptance likelihood for the 'Engineering_Pool' list.

  • Analyze the impact of the 'Leadership_Cohort' on my current selection targets.

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

Start here

Connect Accelerator Selection Scoring once, then ask.

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

Connect Accelerator Selection Scoring to your AI

FAQ

How this task behaves.

  • 01

    Can the AI make the final hiring decisions?

    No. The AI provides the analytics and likelihood scores, but you must make all final selection decisions.

  • 02

    Does the AI change my original data files?

    No. The AI only reads your data to perform calculations. It does not modify or delete your source files.

  • 03

    Can I use this with any AI client?

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

  • 04

    What happens if my data is missing fields?

    The AI will attempt to run the analytics with the available data, but accuracy depends on the completeness of your cohort information.

  • 05

    Can the AI send emails to the candidates?

    No. This MCP is strictly for generating analytics and impact reports.

  • More questions about Accelerator Selection Scoring? The Connector page answers them. See everything the Accelerator Selection Scoring Connector can do

Connect Accelerator Selection Scoring to Claude, Cursor, ChatGPT & more