• METRICS
  • HISTORY
  • PROFILES
  • HUMAN

How to analyze player performance and stats with your AI

Connect your AI to Chess.com to turn raw player data into insights. Once linked, your agent handles the data retrieval while you focus on the analysis.

Ask AI about this page

Short answer

How can I analyze player performance with my AI?

Your AI pulls ELO ratings, win/loss records, and historical profiles using the Chess.com Global Intelligence MCP. This lets you run deep audits on specific players or compare performance trends. You get a full breakdown of the data below.

Data outcomes

What you get

The specific data points your agent pulls from Chess.com.

METRICS

Rating trends

The AI pulls current and historical ELO ratings. You can see how a player's skill level has shifted over time.

HISTORY

Win/loss records

Get a clear view of player success rates. Your agent calculates win, loss, and draw counts for specific time controls.

PROFILES

Player identities

Access full historical profiles. This includes account details and established player characteristics.

HUMAN

Strategic coaching

The AI provides the raw numbers, but you decide how to apply these insights to training or scouting.

The workflow

What your AI does when the request arrives.

The AI acts as the bridge between your chat interface and the Chess.com database.

  1. Identify the player

    Your agent looks up the specific user you want to audit to ensure the data matches the right account.

    get_player_profile

  2. Fetch performance data

    The AI pulls the specific rating and match history metrics requested.

    get_player_stats

  3. Synthesize patterns

    The agent compares the retrieved stats to find trends in wins, losses, or rating fluctuations.

    get_player_stats

  4. Deliver the audit

    The AI presents the organized data in your chat window for you to review.

    get_player_profileget_player_stats

Try it

Copy these to start.

Use these prompts to trigger the data retrieval immediately.

Starting points

Replace the bracketed names with the actual Chess.com usernames you want to investigate.

Chess.com Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_cZTPw1mKa5BrSyooB9GIvgd6KEtMNjOjb3JDQS6W/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 — Chess.com capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "chesscom-global-intelligence-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_cZTPw1mKa5BrSyooB9GIvgd6KEtMNjOjb3JDQS6W/mcp"
    }
  }
}
Copy into chat04

  • Get the full stats for player [Username] and summarize their recent performance.

  • Pull the profile for [Username] and tell me their current ELO rating.

  • Compare the win/loss statistics for [Username] across different time controls.

  • Analyze the historical rating trends for [Username] to see if they are improving.

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

Start here

Connect Chess.com Global Intelligence once, then ask.

One click connects the MCP to your client. Your credentials stay encrypted, and you can start querying data immediately.

Connect Chess.com Global Intelligence to your AI

FAQ

How this task behaves

  • 01

    Can the AI change a player's rating?

    No. The AI can only read existing data from Chess.com; it cannot modify any player accounts or ratings.

  • 02

    Can I use this to analyze my own games?

    Yes, as long as your account is public and the data is accessible via the player profile.

  • 03

    Does the AI delete any player history?

    No. The AI has no permission to delete or alter any data on Chess.com.

  • 04

    Can the AI play games for me?

    No. This MCP is strictly for retrieving player statistics and profiles.

  • 05

    What happens if a username is wrong?

    If the AI cannot find a profile for the name provided, it will tell you the player could not be located.

  • More questions about Chess.com Global Intelligence? The Connector page answers them. See everything the Chess.com Global Intelligence Connector can do

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