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Think Tool

6 stars TypeScriptOthers Updated Nov 1, 2025

Documentation

MCP Reflection Tool

A Model Context Protocol (MCP) server that provides a "reflect" tool for AI assistants to create cognitive checkpoints and structured reasoning. This tool helps LLMs maintain context, reflect on their work, and think through complex problems systematically.

Why Use This Tool?

Key Insight: Without explicitly outputting thought processes, no deep thinking occurs. This tool creates mandatory cognitive checkpoints that prevent shortcuts and improve accuracy.

Features

  • ๐Ÿง  Structured Reasoning: Forces AI assistants to reflect step-by-step through complex problems
  • โœ… Task Validation: Creates checkpoints to verify requirements are met
  • ๐Ÿ“ Learning Documentation: Captures discoveries and insights during problem-solving
  • ๐Ÿ” Debugging Aid: Helps work through issues systematically by elimination
  • ๐ŸŽฏ Decision Audit Trail: Creates a record of reasoning for important decisions

Installation

Quick Install via NPM

bash
# Install globally
npm install -g mcp-reflection-tool

# Or run directly with npx (no installation needed)
npx mcp-reflection-tool

Integration with AI Tools

Claude Code

Add the server using a single command:

bash
mcp add npx mcp-reflection-tool

This will automatically configure the server in your Claude Code settings. After running the command, restart Claude Code completely.

Cursor

Add to your Cursor configuration:

Option 1: Via Settings UI

1. Open Cursor Settings (Cmd/Ctrl + ,)

2. Search for "MCP" or navigate to Features > MCP

3. Add the reflection tool configuration

Option 2: Direct Config Edit

Edit `~/.cursor/mcp_config.json`:

json
{
  "mcpServers": {
    "reflection-tool": {
      "command": "npx",
      "args": ["mcp-reflection-tool"]
    }
  }
}

Restart Cursor after making changes.

Windsurf

Add to your Windsurf MCP configuration:

Location: `~/.windsurf/mcp.json` (macOS/Linux) or `%USERPROFILE%\.windsurf\mcp.json` (Windows)

json
{
  "mcpServers": {
    "reflection-tool": {
      "command": "npx",
      "args": ["mcp-reflection-tool"]
    }
  }
}

Restart Windsurf to apply changes.

Cline (VS Code Extension)

Option 1: Via VS Code Settings UI

1. Open VS Code Settings (Cmd/Ctrl + ,)

2. Search for "Cline MCP"

3. Add server configuration

Option 2: Edit settings.json

Add to your VS Code `settings.json`:

json
{
  "cline.mcpServers": {
    "reflection-tool": {
      "command": "npx",
      "args": ["mcp-reflection-tool"]
    }
  }
}

Reload VS Code window after configuration.

Alternative: Manual Server Mode

The server runs via stdio by default. If you need HTTP mode, use environment variables:

bash
# Start server in stdio mode (default)
npx mcp-reflection-tool

# Start in HTTP mode on port 8080
HTTP=true npx mcp-reflection-tool

# Start in HTTP mode on custom port
HTTP=true PORT=3000 npx mcp-reflection-tool

Most modern AI tools support stdio mode automatically.

Usage Examples

Once installed, the AI assistant will have access to the `reflect` tool. Here are examples of how it gets used:

Before Complex Actions

code
Using reflection tool: "Breaking down authentication implementation:
1. Check existing auth patterns in codebase
2. Set up JWT token generation  
3. Add middleware for route protection
4. Test with valid and expired tokens"

After Completing Tasks

code
Using reflection tool: "Task completion check:
- Completed: Implemented user authentication with JWT
- Learned: Existing middleware made integration smooth
- Technical debt: Need to add rate limiting
- Next: Update API documentation"

During Problem Solving

code
Using reflection tool: "Debugging slow API responses:
- Symptom: 5+ second response times
- Hypothesis 1: Missing database indexes - CONFIRMED
- Hypothesis 2: N+1 query problem - Also found
- Solution: Added compound indexes and query batching
- Result: Response time now  Output > Select "Cline" from dropdown
- **Cursor logs**: Help > Toggle Developer Tools > Console

### Verifying Installation

Check if package is installed globally

npm list -g mcp-reflection-tool

Test the server directly

npx mcp-reflection-tool

Test stdio mode

echo '{"jsonrpc":"2.0","method":"initialize","id":1}' | npx mcp-reflection-tool

code
## Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

1. Fork the repository
2. Create your feature branch (`git checkout -b feature/amazing-feature`)
3. Commit your changes (`git commit -m 'Add amazing feature'`)
4. Push to the branch (`git push origin feature/amazing-feature`)
5. Open a Pull Request

## License

MIT License - see the LICENSE file for details.

## Author

Created as an MCP implementation for enhancing AI reasoning capabilities.

## Links

- [NPM Package](https://www.npmjs.com/package/mcp-reflection-tool)
- [GitHub Repository](https://github.com/sterling/think-tool)
- [Model Context Protocol Docs](https://modelcontextprotocol.io/)
- [Report Issues](https://github.com/sterling/think-tool/issues)

## Acknowledgments

- Built with [FastMCP](https://github.com/spencerc99/fastmcp) framework
- Implements the [Model Context Protocol](https://modelcontextprotocol.io/) standard
- Inspired by research on structured reasoning for AI systems

Frequently asked questions

What is think-tool?

think-tool is Think Tool

How do I install think-tool?

Open the GitHub repository and follow its README. Most MCP servers are added to your client's MCP config, then called by your agent.

Is think-tool open source?

Yes โ€” it is hosted on GitHub at https://github.com/fourcolors/think-tool and has 6 stars.

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