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Retrieval-Augmented Thinking MCP Server

Retrieval-Augmented Thinking MCP Server

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github.com/stat-guyAI & Agents24Updated 63w ago

About Retrieval-Augmented Thinking MCP Server

RAT MCP Server (Node.js) is an MCP server offering a single rat tool for processing structured thoughts with metrics, branching and revisions. It is aimed at users who want step-by-step reasoning recorded in Claude Desktop.

Key features

  1. 01Structured step-by-step thought processing
  2. 02Returns complexity, depth, quality and impact metrics
  3. 03Supports revising earlier thoughts
  4. 04Branching from a chosen thought number
  5. 05Extends beyond the planned number of thoughts

Use cases

  1. 01Organizing step-by-step problem solving in Claude Desktop
  2. 02Revising reasoning and exploring alternative branches

MCP support

The server exposes one MCP tool, rat, through which clients submit and process structured thoughts.

Configuration

Local server config is the same for every client. Copy it into your client’s MCP config file.

No install method listed yet

We haven’t collected a package or remote endpoint for this server. Follow the instructions in the project README.

Repository

Tools

No tool list yet

Local servers expose tools only once running on your machine, and the maintainer has not provided a tool list.

Details

From the project README

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:

  1. Ensure you have Node.js and npm installed
  2. Try the alternative installation method:
    npm install -g git+https://github.com/stat-guy/retrieval-augmented-thinking.git
    
  3. 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.

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