• LOGIC
  • EVIDENCE
  • CONFIDENCE
  • HUMAN

How to validate complex reasoning with your AI

Connect this MCP to your AI client to stop accepting its first answer as fact. It forces your agent to stress-test its own logic.

Ask AI about this page

Short answer

How do I make my AI stop hallucinating its reasoning?

You use the Critical Thinking Prover to trigger a structured interrogation of its own output. The AI identifies gaps in its logic and assigns a mathematical confidence score to its claims. You get a breakdown of where its argument is weak and where it actually holds up.

The results of a stress-tested argument.

Where your logic lands.

The AI moves from simple generation to active skepticism.

LOGIC

Identified logical fallacies

The agent scans its own reasoning for circular arguments or leaps in logic. You see exactly where the chain of thought breaks.

EVIDENCE

Counterevidence discovery

The AI searches for data that contradicts its primary conclusion. This prevents confirmation bias by surfacing the opposing view.

CONFIDENCE

Defined confidence bounds

Your AI attaches a specific probability to its conclusion. You'll know if it's certain or just guessing based on limited data.

HUMAN

Critical decision points

The AI flags specific areas where the logic is too thin to proceed. These are the spots where you need to step in and make the final call.

The workflow

What your AI does when the reasoning arrives.

The AI stops acting as a yes-man and starts acting like a skeptic.

  1. Deconstruct the claim

    The agent breaks your initial prompt into individual logical premises to see if they actually support the final conclusion.

    validate_critical_thinking

  2. Hunt for contradictions

    It actively looks for facts or logical patterns that would make the current conclusion impossible.

    validate_critical_thinking

  3. Quantify certainty

    The AI calculates how much weight each piece of evidence carries to determine a final confidence interval.

    validate_critical_thinking

  4. Flag weak links

    The agent highlights the specific parts of the argument that require human intervention or more data.

    validate_critical_thinking

Try it

Copy these to start.

Paste these directly into your chat to begin the validation process.

Starting points

Replace the bracketed text with your specific topic or document.

Critical Thinking Prover Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_HnRM4jwjWWzTcwIx1fdDtyj5utGoROvccTsTLtXH/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 — Critical Thinking Prover capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "critical-thinking-prover-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_HnRM4jwjWWzTcwIx1fdDtyj5utGoROvccTsTLtXH/mcp"
    }
  }
}
Copy into chat04

  • Analyze this project proposal for [Project Name] and find three logical flaws in the budget assumptions.

  • Review the conclusions in this [Document Name] and provide a confidence score for the main thesis.

  • I'm planning to [Action/Decision]. Find the strongest counterevidence that suggests this is a bad idea.

  • Evaluate the reasoning used in this [Email/Slack thread] and flag any circular logic.

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

Start here

Connect Critical Thinking Prover once, then ask.

Just click the link to connect the MCP to your client. Your credentials stay encrypted and you can start testing logic immediately.

Connect Critical Thinking Prover to your AI

FAQ

How the validation works

  • 01

    Does the AI change my original text?

    No. The AI only analyzes and critiques the text you provide; it does not rewrite your files or messages.

  • 02

    Can the AI decide if a conclusion is true?

    No. The AI provides confidence bounds and counterevidence, but the final judgment remains with you.

  • 03

    How does it find counterevidence?

    It uses the validate_critical_thinking tool to scan the provided context for contradictions and logical gaps.

  • 04

    Will it delete my data to run these checks?

    No. The tool only reads the information you provide to perform the analysis.

  • 05

    Does this work with any AI client?

    Yes, it works with any MCP-compatible client like Claude, Cursor, or Windsurf.

  • More questions about Critical Thinking Prover? The Connector page answers them. See everything the Critical Thinking Prover Connector can do

Connect Critical Thinking Prover to Claude, Cursor, ChatGPT & more