Supports optional integration with GitHub-hosted models as debate participants when configured with a custom endpoint
Enables using GPT-4o as one of the AI agents in the multi-agent debate simulation
MultiMind: Constructive Multi-Agent LLM Dialogue Tool
MultiMind is a structured, reasoning-first tool where multiple AI agents (LLMs) simulate reflective debate to produce better solutions. Inspired by multi-agent debate research, it lets one LLM generate an idea, then route it through critique by others β refining it step-by-step until a high-quality output is reached.
π Use Cases
Brainstorming and refining complex ideas
Breaking down hard problems with feedback loops
Designing solutions with expert-like critique
Simulating expert review, debate, or argumentation
Generating hypotheses and iteratively improving them
β οΈ Important Note
MultiMind currently supports a limited set of agents:
π§ GroqCloud models
π€ OpenAI GPT-4o
More models and providers (Claude, Gemini, GitHub-hosted models) will be supported soon in upcoming versions.
Related MCP server: LLM Responses MCP Server
𧬠System Design
MultiMind runs on a flexible architecture designed to simulate debate between agents
π Architecture Diagram

π¦ Installation
π¨ Claude (Anthropic Desktop AI)
To use MultiMind inside Claude, edit your Claude tools configuration and add this entry to your Claude.json file:
π¦ VSCODE
To use MultiMind inside Vscode, edit your settings.json file and the following:
Appeared in Searches
- Slow thinking, distributed thinking, and reasoning abilities research
- A tool for critical thinking and devil's advocate analysis of AI model plans
- Understanding AI Thinking and Thought Processes
- Using Gemini Pro for Extended Thinking and Reasoning Tasks
- Using a second LLM to collaborate with a primary LLM for problem-solving and quality improvement