MCP Reasoner
by Jacck
MCP Reasoner is a reasoning implementation for Claude Desktop that enhances complex problem-solving by using Beam Search and Monte Carlo Tree Search (MCTS). It aims to improve Claude's reasoning capabilities through advanced search strategies.
Last updated: N/A
What is MCP Reasoner?
MCP Reasoner is a tool designed to improve the reasoning capabilities of Claude Desktop by implementing advanced search algorithms like Beam Search and Monte Carlo Tree Search (MCTS). It allows Claude to explore multiple reasoning paths and analyze the problem-solving process more effectively.
How to use MCP Reasoner?
To use MCP Reasoner, clone the repository, install the dependencies using npm install, and build the project with npm run build. Then, add the server configuration to your Claude Desktop config file, specifying the path to the built index.js file. You can then select the mcp-reasoner server in Claude Desktop.
Key features of MCP Reasoner
Beam search for straightforward reasoning
MCTS for complex problem-solving with alpha variations
Tracks the quality of different reasoning paths
Maps out Claude's reasoning process
Analyzes the reasoning process
Follows the MCP protocol
Use cases of MCP Reasoner
Improving Claude's performance on complex tasks
Analyzing Claude's reasoning strategies
Exploring different search algorithms for AI reasoning
Benchmarking Claude's reasoning capabilities against datasets like MATH500, GPQA-Diamond, and GMSK8
FAQ from MCP Reasoner
What is Beam Search?
What is Beam Search?
Beam search is a search algorithm that explores a limited number of promising paths, making it suitable for straightforward reasoning tasks.
What is MCTS?
What is MCTS?
Monte Carlo Tree Search (MCTS) is a search algorithm that explores the search space by randomly sampling actions and evaluating their outcomes, making it suitable for complex problem-solving.
What are the alpha variations of MCTS?
What are the alpha variations of MCTS?
The alpha variations of MCTS include experimental algorithms like mcts-002-alpha and mcts-002alt-alpha, which incorporate A* Search or Bidirectional Search methods along with Policy Simulation Layers and Adaptive Exploration Simulators.
What is the MCP protocol?
What is the MCP protocol?
The MCP protocol is the communication protocol that MCP Reasoner uses to communicate with Claude Desktop.
What benchmarks will be used for testing?
What benchmarks will be used for testing?
Key benchmarks to test against include MATH500, GPQA-Diamond, and GMSK8. Maybe Polyglot &/or SWE-Bench will also be used.