Stochastic Thinking

Stars License: MIT smithery badge

Live: https://stochastic-thinking-mcp-server.oriz.in

MCP server providing stochastic algorithms and probabilistic decision-making tools for AI agents. Extends sequential thinking with advanced mathematical models so agents escape local optima and explore alternative solution paths.

Algorithms

Algorithm	Use case
MDP — Markov Decision Processes	Sequential decisions with defined rewards
MCTS — Monte Carlo Tree Search	Game/strategy planning over large decision spaces
Multi-Armed Bandit	A/B testing, resource allocation, online learning
Bayesian Optimization	Hyperparameter tuning, expensive function optimization
HMM — Hidden Markov Models	Time series, pattern recognition, state inference

Installation

npx -y @smithery/cli install @chirag127/stochastic-thinking-mcp-server --client claude

Or manually:

git clone https://github.com/chirag127/Stochastic-Thinking-MCP-Server.git
cd Stochastic-Thinking-MCP-Server
npm install
npm start

Usage

Single tool stochasticalgorithm:

{
  "algorithm": "mdp",
  "problem": "Optimize route selection for delivery vehicles",
  "parameters": {
    "states": 10,
    "gamma": 0.95,
    "learningRate": 0.1
  }
}

Supported algorithm values: mdp, mcts, bandit, bayesian, hmm.

License

MIT — Chirag Singhal (chirag127)