MCP_Atom_of_Thoughts

MCP_Atom_of_Thoughts

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Atom of Thoughts (AoT) is an MCP server that implements a decomposition-based reasoning framework for solving complex problems. It offers a structured approach to reasoning with features such as decomposition of thought processes, verification of hypotheses, and automatic termination mechanisms.

Atom of Thoughts (AoT)

A Model Context Protocol (MCP) server implementation of Atom of Thoughts, a decomposition-based reasoning framework. Based on the research paper "Atom of Thoughts for Markov LLM Test-Time Scaling" (Teng et al., 2025).

English Documentation

This repository implements Atom of Thoughts (AoT), a decomposition-based reasoning framework, as a Model Context Protocol (MCP) server.

Available Tools

  • AoT (Full Version): Complete tool for deep analysis and complex problem solving.
  • AoT-light (Lightweight Version): Optimized for faster processing and quicker results.

AoT-light: Lightweight Version

  • Key Features:
    • Lower maximum depth for faster processing
    • Simplified verification process
    • Immediate conclusion suggestion
    • Optimized for speed

Use Cases

  • Solving complex reasoning problems
  • Generating and verifying hypotheses
  • Decision-making with multiple verification steps

Atom Types

  • premise: Basic assumptions
  • reasoning: Logical process
  • hypothesis: Proposed solutions
  • verification: Evaluate validity
  • conclusion: Final solutions

Core Features

1. Decomposition-Contraction Mechanism
  • Decomposition: Break atoms into smaller sub-atoms
  • Contraction: Contract back to the original atom
2. Automatic Termination Mechanism
  • Automatically terminates when reaching limits or high confidence

Usage Method

  1. Define premise atoms
  2. Create reasoning atoms
  3. Formulate hypothesis atoms
  4. Use verification atoms
  5. Derive conclusion atoms
  6. Use decomposition for deeper exploration

Command Tool (atomcommands)

  • Provides commands to control the decomposition-contraction mechanism and termination.

Installing via Smithery

Use Smithery CLI to install Atom of Thoughts for Claude Desktop.