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Ai Counsel MCP Server

True deliberative consensus MCP server where AI models debate and refine positions across multiple rounds.

Remote serverstreamable-httpPython

What is the Ai Counsel MCP Server?

True deliberative consensus MCP server where AI models debate and refine positions across multiple rounds.

The short version

  • 🎯 Two Modes: quick (single-round) or conference (multi-round debate)
  • 🤖 Mixed Adapters: CLI tools (claude, codex, droid, gemini) + HTTP services (ollama, lmstudio, openrouter, nebius)
  • ⚡ Auto-Convergence: Stops when opinions stabilize (saves API costs)
  • 🗳️ Structured Voting: Models cast votes with confidence levels and rationale
  • 🧮 Semantic Grouping: Similar vote options automatically merged (0.70+ similarity)
  • 🎛️ Model-Controlled Stopping: Models decide when to stop deliberating

What it needs from you

  1. Python 3.11+: python3 --version 2. At least one AI tool (optional - HTTP adapters work without CLI): - Claude CLI: https://docs.claude.com/en/docs/claude-code/setup - Codex CLI: https://github.com/openai/codex - Droid CLI: https://github.com/Factory-AI/factory - Gemini CLI: https://github.com/google-gemini/gemini-cli

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

How to install the Ai Counsel MCP Server

{
  "mcpServers": {
    "ai-counsel": {
      "type": "stdio",
      "command": ".venv/bin/python",
      "args": [
        "server.py"
      ],
      "env": {}
    }
  }
}

From the project documentation. Replace placeholders and example paths before connecting.

Configuration

  1. Python 3.11+: python3 --version 2. At least one AI tool (optional - HTTP adapters work without CLI): - Claude CLI: https://docs.claude.com/en/docs/claude-code/setup - Codex CLI: https://github.com/openai/codex - Droid CLI: https://github.com/Factory-AI/factory - Gemini CLI: https://github.com/google-gemini/gemini-cli

Example prompts to try

  • “Use Ai Counsel to Prerequisites.”
  • “Use Ai Counsel to Setup.”
  • “Use Ai Counsel to Configuration.”

Frequently asked questions

True deliberative consensus MCP server where AI models debate and refine positions across multiple rounds. Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.

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