检索增强思维 MCP 服务器

RAT MCP Server (Node.js)

Retrieval Augmented Thinking MCP Server - A reasoning tool that processes structured thoughts with metrics, branching, and revision capabilities.

Installation

Simple 3-Step Process

git clone https://github.com/stat-guy/retrieval-augmented-thinking.git
cd retrieval-augmented-thinking
npm install -g .

Verify Installation

Test that the installation worked:

npx mcp-server-rat-node --help

Success indicator: If you see RAT MCP Server (Node.js) running on stdio, your installation is ready!

Claude Desktop Configuration

Add to your Claude Desktop configuration file:

macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
Windows: %APPDATA%/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "retrieval-augmented-thinking": {
      "command": "npx",
      "args": ["mcp-server-rat-node"]
    }
  }
}

After adding the configuration, restart Claude Desktop to load the RAT server.

Usage

The server provides a single rat tool for processing structured thoughts:

// Basic usage
{
  "thought": "I need to analyze this problem step by step...",
  "nextThoughtNeeded": true,
  "thoughtNumber": 1,
  "totalThoughts": 3
}

// With revision
{
  "thought": "Let me reconsider my previous analysis...",
  "nextThoughtNeeded": false,
  "thoughtNumber": 2,
  "totalThoughts": 3,
  "isRevision": true,
  "revisesThought": 1
}

// With branching
{
  "thought": "Alternative approach: what if we consider...",
  "nextThoughtNeeded": true,
  "thoughtNumber": 2,
  "totalThoughts": 4,
  "branchFromThought": 1,
  "branchId": "alt-path-1"
}

Tool Parameters

Required

thought (string): The thought content to process
nextThoughtNeeded (boolean): Whether another thought is needed to continue
thoughtNumber (integer): Current thought number in the sequence
totalThoughts (integer): Total expected thoughts (adjustable)

Optional

isRevision (boolean): Whether this revises a previous thought
revisesThought (integer): The thought number being revised
branchFromThought (integer): Thought number to branch from
branchId (string): Unique identifier for this branch
needsMoreThoughts (boolean): Extend beyond totalThoughts if needed

Response Format

{
  "thought_number": 1,
  "total_thoughts": 3,
  "metrics": {
    "complexity": 0.342,
    "depth": 0.521,
    "quality": 0.643,
    "impact": 0.289,
    "confidence": 0.758
  },
  "analytics": {
    "total_thoughts": 5,
    "average_quality": 0.612,
    "chain_effectiveness": 0.145
  },
  "next_thought_needed": true,
  "visual_output": "┌─ 💭 Thought 1/3 ─────────────────┐\\n│ Analysis shows clear patterns... │\\n├─ Metrics ──────────────────────┤\\n│ Quality: 0.64 | Impact: 0.29... │\\n└─────────────────────────────────┘"
}

Troubleshooting

If Installation Fails

The installation process includes automatic permission fixes. If you encounter issues:

Ensure you have Node.js and npm installed
Try the alternative installation method:
npm install -g git+https://github.com/stat-guy/retrieval-augmented-thinking.git
For rare permission issues:
chmod +x $(npm bin -g)/mcp-server-rat-node

Verification Steps

Before configuring Claude Desktop, always verify:

npx mcp-server-rat-node --help

If this shows "RAT MCP Server (Node.js) running on stdio", you're ready to configure Claude Desktop.

Testing

Run the test suite:

npm test

Test tool execution:

node test-tool.js

License

This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository.

Deploy Server

HTTP connection URL

security – no known vulnerabilities

license - permissive license

quality - confirmed to work

How are these scores calculated?

通过结构化、检索增强的思维过程增强人工智能模型能力，实现动态思维链、并行探索路径和递归细化循环，从而提高推理能力。

Related Resources

Reddit Discussion about this server

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