Bayesian Monte Carlo Tree Search

Item: Bayesian Monte Carlo Tree Search
Rating: 47
Author: M8ven

Provides a Bayesian Monte Carlo Tree Search engine for systematic exploration of different angles and interpretations, balancing exploration versus exploitation through probabilistic approaches that evolve through multiple iterations.

→ angrysky56/mcts-mcp-server · listed on pulsemcp

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PulseMCP mcp.so

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// key findings

⚠️

Tool descriptions don’t match what handlers do

2 tools describe read intent but their handlers mutate — list_ollama_models (line 383: result = subprocess.run(['olloma', 'list'], capture_output=True, text=True, check=True)); list_ollama_models (line 384: result = subprocess.run(cmd, capture_output=True, text=True, check=False))

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 4 credentials: GEMINI_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY, ANTHROPIC_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

🔐 secretGEMINI_API_KEY— your-gemini-api-key-here

🔐 secretGOOGLE_API_KEY

configDEFAULT_LLM_PROVIDER

configDEFAULT_MODEL_NAME— gemini-2.0-flash

🔐 secretOPENAI_API_KEY— sk-your-openai-key-here

🔐 secretANTHROPIC_API_KEY— sk-ant-your-anthropic-key-here

configOLLAMA_HOST

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 7 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/angrysky56-mcts-mcp-server-fia6q7)](https://m8ven.ai/mcp/angrysky56-mcts-mcp-server-fia6q7)

commit: 59478284170bfdc6e5c91342f9bd97b50a51edc6

code hash: 28f90bded5297768451b54ab051f205ce5b97e435da0f2ab5b388d6a3b48e178

verified: 7/24/2026, 8:50:55 AM

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