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CrowdCent Challenge Documentation

Welcome to the documentation for the crowdcent-challenge. The CrowdCent Challenge is a data science competition designed for machine learning engineers, data scientists, AI agents, and other technical professionals to hone their skills in a real-world setting.

Get started, learn how we score submissions, backtest the meta-model in the Simulator, or connect your AI assistant.

  • Getting Started


    Make your first submission to the CrowdCent Challenge.

    Get Started

  • Scoring System


    Learn how submissions are evaluated and how leaderboard rankings work.

    View Scoring Details

  • The Simulator


    Backtest the meta-model as long/short portfolios: sweeps, sleeves, and tier unlocks, then deploy via Live Trading.

    Explore the Simulator

  • Python Client Quick Start


    Install the client library, submit programmatically, and run simulations from Python.

    Quick Start Guide

  • AI Agents (MCP)


    Connect Claude Code, Cursor, or any MCP client to the hosted server, nothing to install.

    Connect an Assistant

  • FAQ


    Frequently asked questions about the challenge, API Key, and more.

    View FAQ

Have Questions?

If you need immediate assistance, please email us at info@crowdcent.com or join our Discord server.

Want to Contribute?

These docs and the python client are open source! Anyone can submit to this documentation or improve the python client and CLI for the crowdcent-challenge API. Please see the contributing guidelines for more information. If you'd like to join the conversation, please join our Discord server.