Semantic Prompt MCP

Version License

The Core Thinking Engine for SuperClaude Framework - An MCP server that helps Claude think systematically step-by-step

🎯 What is this?

Semantic Prompt MCP is a tool that helps Claude solve complex problems by breaking them down into 3-4 systematic thinking steps. Just like humans solve problems by "understanding first → choosing a method → executing", this makes Claude follow the same process.

Core Concepts

🧠 Step-by-Step Thinking: Break complex problems into 3-4 manageable steps
📚 Document Caching: Once read, documents are cached and referenced (performance optimization)
🎨 Profile System: Different configuration files for different purposes

⚡ Quick Start

1. Run without Installation

npx semantic-prompt-mcp

2. Add to Claude Code

Add to .mcp.json in your project root:

{
  "mcpServers": {
    "semantic-prompt": {
      "command": "npx",
      "args": ["-y", "semantic-prompt-mcp@latest"],
      "env": {
        "CHAIN_OF_THOUGHT_CONFIG": "superclaude.json"
      }
    }
  }
}

🎭 Three Modes (Profiles)

1️⃣ default.json - Basic Mode

npx semantic-prompt-mcp  # or
npx semantic-prompt-mcp default.json

Purpose: General problem solving
Features: Flexible thinking process, simple 3-step structure
Best for: General tasks without special framework requirements

2️⃣ superclaude.json - SuperClaude Mode ⭐

npx semantic-prompt-mcp superclaude.json

Purpose: Use with SuperClaude Framework
Features:
- 90% command selection enforcement (systematic execution)
- Document duplicate read prevention (caching system)
- 21 dedicated commands support
- Quality Gates validation system
Best for: Required when using SuperClaude Framework

3️⃣ supergemini.json - SuperGemini Mode

npx semantic-prompt-mcp supergemini.json

Purpose: Use with SuperGemini Framework
Features:
- 4-step structure (Analysis → TOML Command → Agent Selection → Execution)
- Commands defined in TOML files
- Multi-Agent system support
Best for: When using SuperGemini Framework

🔄 How It Works

SuperClaude Mode Example (3 Steps)

User: "Analyze security issues in this code"

Step 1️⃣ - Intent Analysis
Claude: "User wants security analysis. Related files are..."

Step 2️⃣ - Command Selection (90% enforced)
Claude: "Selecting 'analyze' command and reading analyze.md document"
System: Provides analyze.md content → Cache saved ✅

Step 3️⃣ - Execution Strategy
Claude: "Following document instructions to execute security analysis..."

🚀 Core Feature: Document Caching System

Documents are never read twice!

First Request:
Claude: "Selecting 'analyze' command"
System: Reads analyze.md → Cache saved ✅

Second Request:
Claude: "Selecting 'analyze' command"
System: "Already read. Refer to system-reminder" ⚡

This significantly reduces token usage and speeds up execution!

🎨 Creating Your Own Custom Profile

Step 1: Create your custom JSON file

Create a new file my-custom.json in any folder (e.g., your project root):

{
  "tool": {
    "name": "my_thinking",
    "description": "My custom thinking process..."
  },
  "config": {
    "availableCommands": ["analyze", "build", "test"],
    "commandPath": "./my-commands/",
    "commandPreference": 0.8
  }
}

Step 2: Use it in Claude Code

Update your .mcp.json:

{
  "mcpServers": {
    "semantic-prompt": {
      "command": "npx",
      "args": ["-y", "semantic-prompt-mcp@latest"],
      "env": {
        "CHAIN_OF_THOUGHT_CONFIG": "./my-custom.json"  // ← Just change this!
      }
    }
  }
}

That's it! Just change the filename in CHAIN_OF_THOUGHT_CONFIG:

Built-in profiles (no path needed):

"superclaude.json" - SuperClaude Framework
"supergemini.json" - SuperGemini Framework
"default.json" - Basic mode

Your custom profiles (need path):

"./my-custom.json" - File in your project root
"./config/my-profile.json" - File in a subfolder
"/absolute/path/to/profile.json" - Absolute path

Why the difference? Built-in profiles are packaged with npm, your files are in your project!

📁 Project Structure

semantic-prompt-mcp/
├── prompts/
│   ├── default.json      # Basic profile
│   ├── superclaude.json  # SuperClaude specific
│   └── supergemini.json  # SuperGemini specific
├── src/
│   └── index.ts          # Main server code
├── LICENSE              # MIT License
└── README.md            # This document

🤝 For Developers

Local Development Setup

git clone https://github.com/hyunjae-labs/semantic-prompt-mcp.git
cd semantic-prompt-mcp
npm install
npm run build
npm link  # For local testing

🔧 Troubleshooting

"Document already read" message appears

This is normal! Documents are cached for performance optimization.

Too many console logs

export DISABLE_THOUGHT_LOGGING=true

Cannot find specific command

Check your command path:

export CHAIN_OF_THOUGHT_COMMAND_PATH=/correct/path/to/commands/

📜 License & Attribution

This project is based on sequential-thinking MCP server.

License

MIT License - Free to use, modify, and distribute

Copyright Notice

Original Work: Copyright (c) Model Context Protocol Contributors (sequential-thinking)

Major Changes from Original

Extended 3-step structure to adaptive 3-4 step structure
Added SuperClaude/SuperGemini Framework specific profiles
Implemented document caching system
Added meta-cognitive attention mechanisms
Implemented multi-profile system

🚀 Version History

v1.3.0 (Current)

Added SuperClaude/SuperGemini profiles
Implemented document caching system
Added meta-cognitive attention mechanisms

v1.0.0

Initial release (based on sequential-thinking)

💡 Need Help?

Open an issue: GitHub Issues
Refer to SuperClaude Framework or SuperGemini Framework
Contact: Hyunjae Lim (thecurrent.lim@gmail.com)

Deploy Server

HTTP connection URL

security - not tested

license - not found

quality - not tested

How are these scores calculated?

remote-capable server

The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.

Tools

chain_of_thought

Enables Claude to solve complex problems systematically by breaking them down into 3-4 structured thinking steps. Features document caching and multiple profiles including specialized modes for SuperClaude and SuperGemini frameworks.

Related MCP Servers

MCP Code Analyzer
emiryasar
-
security
A
license
-
quality
A comprehensive code analysis and management tool that integrates with Claude Desktop to analyze code at project and file levels, helping adapt changes to projects intelligently.
Last updated -
38
MIT License
Think Tool MCP Server
PhillipRt
A
security
F
license
A
quality
Official implementation of Anthropic's 'think' tool that provides Claude with a dedicated space for structured reasoning, improving performance by up to 54% on complex tasks requiring multi-step problem solving.
Last updated -
1
264
118
MCP Think Tool Server
cgize
A
security
A
license
A
quality
Implements Anthropic's 'think' tool for Claude, providing a dedicated space for structured reasoning during complex problem-solving tasks that improves performance in reasoning chains and policy adherence.
Last updated -
4
91
33
MIT License
Scratchpad MCP Server
JoshuaOliphant
-
security
A
license
-
quality
Provides a 'think' tool that allows Claude and other LLMs to add dedicated thinking steps during complex tool use scenarios, creating space for structured reasoning and improving problem-solving capabilities.
Last updated -
MIT License

View all related MCP servers

Semantic Prompt MCP