MCP 服务器

PromptX

Transforms AI agents into industry experts through natural conversation, enabling role creation (Nuwa), tool integration (Luban), and professional content generation (Writer) with cognitive memory capabilities.

README

<div align="center"> <img src="assets/logo/Creative PromptX Duck Logo 4.svg" alt="PromptX Logo" width="120" height="120"/> <h1>PromptX · Leading AI Agent Context Platform</h1> <h2>✨ Chat is all you need - Revolutionary interaction design that turns AI agents into industry experts</h2> <p><strong>Core Capabilities:</strong>AI Role Creation Platform | Intelligent Tool Development Platform | Cognitive Memory System</p> <p>Based on MCP protocol, inject professional capabilities into Claude, Cursor and other AI applications with a single command</p>

<p> <a href=" "><img src="https://img.shields.io/github/stars/Deepractice/PromptX?style=social" alt="Stars"/></a> <img src="https://komarev.com/ghpvc/?username=PromptX&label=views&color=0e75b6&style=flat&abbreviated=true" alt="Views"/> <a href="LICENSE"><img src="https://img.shields.io/github/license/Deepractice/PromptX?color=blue" alt="License"/></a> <a href="https://zread.ai/Deepractice/PromptX" target="blank"><img src="https://img.shields.io/badge/Ask_Zread-.svg?style=flat&color=00b0aa&labelColor=000000&logo=data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPHN2ZyB3aWR0aD0iMTYiIGhlaWdodD0iMTYiIHZpZXdCb3g9IjAgMCAxNiAxNiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPHBhdGggZD0iTTQuOTYxNTYgMS42MDAxSDIuMjQxNTZDMS44ODgxIDEuNjAwMSAxLjYwMTU2IDEuODg2NjQgMS42MDE1NiAyLjI0MDFWNC45NjAxQzEuNjAxNTYgNS4zMTM1NiAxLjg4ODEgNS42MDAxIDIuMjQxNTYgNS42MDAxSDQuOTYxNTZDNS4zMTUwMiA1LjYwMDEgNS42MDE1NiA1LjMxMzU2IDUuNjAxNTYgNC45NjAxVjIuMjQwMUM1LjYwMTU2IDEuODg2NjQgNS4zMTUwMiAxLjYwMDEgNC45NjE1NiAxLjYwMDFaIiBmaWxsPSIjZmZmIi8%2BCjxwYXRoIGQ9Ik00Ljk2MTU2IDEwLjM5OTlIMi4yNDE1NkMxLjg4ODEgMTAuMzk5OSAxLjYwMTU2IDEwLjY4NjQgMS42MDE1NiAxMS4wMzk5VjEzLjc1OTlDMS42MDE1NiAxNC4xMTM0IDEuODg4MSAxNC4zOTk5IDIuMjQxNTYgMTQuMzk5OUg0Ljk2MTU2QzUuMzE1MDIgMTQuMzk5OSA1LjYwMTU2IDE0LjExMzQgNS42MDE1NiAxMy43NTk5VjExLjAzOTlDNS42MDE1NiAxMC42ODY0IDUuMzE1MDIgMTAuMzk5OSA0Ljk2MTU2IDEwLjM5OTlaIiBmaWxsPSIjZmZmIi8%2BCjxwYXRoIGQ9Ik0xMy43NTg0IDEuNjAwMUgxMS4wMzg0QzEwLjY4NSAxLjYwMDEgMTAuMzk4NCAxLjg4NjY0IDEwLjM5ODQgMi4yNDAxVjQuOTYwMUMxMC4zOTg0IDUuMzEzNTYgMTAuNjg1IDUuNjAwMSAxMS4wMzg0IDUuNjAwMUgxMy43NTg0QzE0LjExMTkgNS42MDAxIDE0LjM5ODQgNS4zMTM1NiAxNC4zOTg0IDQuOTYwMVYyLjI0MDFDMTQuMzk4NCAxLjg4NjY0IDE0LjExMTkgMS42MDAxIDEzLjc1ODQgMS42MDAxWiIgZmlsbD0iI2ZmZiIvPgo8cGF0aCBkPSJNNCAxMkwxMiA0TDQgMTJaIiBmaWxsPSIjZmZmIi8%2BCjxwYXRoIGQ9Ik00IDEyTDEyIDQiIHN0cm9rZT0iI2ZmZiIgc3Ryb2tlLXdpZHRoPSIxLjUiIHN0cm9rZS1saW5lY2FwPSJyb3VuZCIvPgo8L3N2Zz4K&logoColor=ffffff" alt="zread"/></a> </p>

<p> <a href="README.zh-Hans.md">简体中文</a> | <a href="README.zh-Hant.md">繁體中文</a> | <strong><a href="README.md">English</a></strong> | <a href="https://github.com/Deepractice/PromptX/issues">Issues</a> </p> </div>

💬 Chat is All you Need - Natural conversation, instant expertise

✨ Experience PromptX Magic in 3 Steps

🔍 Step 1: Discover Experts

User: "Show me what experts are available"
AI:   Instantly displays 23 available roles, from product managers to architects

⚡ Step 2: Summon Expert

User: "I need a product manager expert"
AI:   Instantly transforms into a professional product manager with complete knowledge and methodologies

🎯 Step 3: Professional Dialogue

User: "Help me redesign the product page"
AI:   Provides in-depth product strategy advice as a professional product manager

🎬 See PromptX in Action

Click to watch: See how PromptX transforms AI interactions with memory, roles, and intelligent tools

</div>

🚀 Why is this revolutionary?

❌ Traditional approach:

Learn complex instruction syntax
Remember various parameter configurations
Worry about saying the wrong thing and breaking functionality

✅ PromptX approach:

Natural conversation like talking to a real expert
Say what you want to say - AI understands your intent
Expert state remains active throughout the conversation

💡 Core Philosophy

Treat AI as a person, not software

No need for "correct commands" - just natural expression. AI will understand what expert you want and instantly switch identities.

⚡ Get Started - Choose Your Way

🎯 Method 1: PromptX Client (Recommended)

For all users - One-click launch, zero configuration

📥 Download Client

Platform	Download Link
🍎 macOS (Apple Silicon)	Download .dmg
🍎 macOS (Intel)	Download .dmg
🪟 Windows	Download .exe

📦 View All Releases & Platforms (Linux, Portable versions, etc.)

🚀 Quick Start

Start HTTP Service - Open client, automatically runs MCP server

Configure AI Application - Add the following configuration to your Claude/Cursor or other AI tools:

{
  "mcpServers": {
    "promptx": {
      "type": "streamable-http",
      "url": "http://127.0.0.1:5203/mcp"
    }
  }
}

Start Chatting - Say "Show me available experts" in your AI application

✅ No technical background required ✅ Visual management ✅ Auto-updates

💡 Need help? Join our Discord Community for support and discussions!

🔧 Method 2: Direct Run (Developers)

Developers with Node.js environment can use directly:

{
  "mcpServers": {
    "promptx": {
      "command": "npx",
      "args": ["-y", "@promptx/mcp-server"]
    }
  }
}

🐳 Method 3: Docker (Production Ready)

Deploy PromptX with Docker for production environments:

docker run -d -p 5203:5203 -v ~/.promptx:/root/.promptx deepracticexs/promptx:latest

📚 Full Docker Documentation →

🎨 Nuwa & Luban - PromptX's Creation Twins

🎭 Nuwa - AI Role Designer

One sentence, one expert. Natural language creates professional AI roles.

💡 Want to try Nuwa? Say: "Activate Nuwa, I want to create an AI that understands both code and product"

💭 You Say	🎭 Nuwa Creates	✨ Result
"I need someone who understands both code and product"	Technical Product Manager role with dual expertise	AI instantly becomes TPM with engineering + product skills
"Create a Python expert who teaches like a patient mentor"	Python Mentor role with teaching methodology	AI transforms into educational programming guide
"I want an AI that writes like Hemingway"	Literary Writing Expert with style analysis	AI adopts concise, powerful writing style

</div>

🔧 Luban - Tool Integration Master

Any API, any platform. 3 minutes from credential to working tool.

💡 Want to try Luban? Say: "Activate Luban, I want AI to query our PostgreSQL database"

💭 You Say	🔧 Luban Builds	✨ Result
"Connect to our Slack workspace" + webhook URL	Slack notification tool with channel targeting	AI can post to any Slack channel
"Let AI query our PostgreSQL" + connection string	Database tool with safe read-only queries	AI executes SQL and analyzes data
"Integrate with OpenAI API" + API key	AI platform tool with model selection	AI chains multiple AI services

</div>

✍️ Writer - Professional Content Creator

From concept to compelling content. Master of authentic, engaging writing.

💡 Want to try Writer? Say: "Activate Writer, I need to write a tech blog that doesn't sound like AI"

💭 You Say	✍️ Writer Creates	✨ Result
"Write a technical blog about our new feature"	Deep technical content with user stories	Engaging post that developers actually want to read
"I need marketing copy that doesn't sound like AI"	Human-like copy with personality and persuasion	Content that converts because it feels authentic
"Help me write a product launch announcement"	ISSUE methodology: conversational detail gathering	Rich product story, not cold corporate speak

</div>

🚀 Why This Changes Everything

Traditional AI Writing: Templates → Generic content → Readers spot AI instantly → Trust collapse

Writer Role: Real conversation → Unique details → Anti-AI processing → Genuinely human content

The magic: Nuwa gives AI knowledge, Luban gives AI power, Writer gives AI soul.

🛠️ Built-in Tools - Ready-to-use Office Document Processing

PromptX comes with professional document processing tools, turning AI into your office assistant.

📊 Excel Tool

Turn AI into your data analysis assistant and report generation expert.

Data analysis and insights
Automated report generation
Chart visualization
Data processing automation

📖 Learn More | 中文文档

📝 Word Tool

Turn AI into your document reading expert and professional writing assistant.

Document reading and analysis
Professional document creation
Batch text replacement
Format conversion

📖 Learn More | 中文文档

📄 PDF Reader

Turn AI into your PDF reading expert with smart caching.

Page-by-page reading
Content analysis and extraction
Image extraction
Smart caching for faster access

📖 Learn More | 中文文档

📄 Research

PromptX has been submitted to WWW Companion '26.

Paper: PromptX: A Cognitive Agent Platform with Long-term Memory

🔗 Read the Paper | PDF Download

<details> <summary>📚 Citation (BibTeX)</summary>

@inproceedings{promptx2026,
  title={PromptX: A Cognitive Agent Platform with Long-term Memory},
  author={Wang, Binhao and Huang, Jianglin and Hu, Xiao and Jiang, Shan and Wang, Maolin and Yang, Ching-ho},
  booktitle={Proceedings of the WWW Companion '26},
  year={2026}
}

</details>

⭐ Star Growth Trend

</div>

💝 Sponsors

SignPath

Windows desktop application code signing is provided by SignPath.io, certificate by SignPath Foundation.

</div>

🏢 About

Proudly brought to you by Deepractice

Making AI your professional partner

Connect with Founder

Scan to connect with Sean (Founder & CEO) on WeChat

</div>

PromptX

README

💬 Chat is All you Need - Natural conversation, instant expertise

✨ Experience PromptX Magic in 3 Steps

🔍 Step 1: Discover Experts

⚡ Step 2: Summon Expert

🎯 Step 3: Professional Dialogue

🎬 See PromptX in Action

🚀 Why is this revolutionary?

💡 Core Philosophy

⚡ Get Started - Choose Your Way

🎯 Method 1: PromptX Client (Recommended)

📥 Download Client

🚀 Quick Start

🔧 Method 2: Direct Run (Developers)

🐳 Method 3: Docker (Production Ready)

🎨 Nuwa & Luban - PromptX's Creation Twins

🎭 Nuwa - AI Role Designer

🔧 Luban - Tool Integration Master

✍️ Writer - Professional Content Creator

🚀 Why This Changes Everything

🛠️ Built-in Tools - Ready-to-use Office Document Processing

📊 Excel Tool

📝 Word Tool

📄 PDF Reader

📄 Research

⭐ Star Growth Trend

💝 Sponsors

SignPath

🏢 About

Connect with Founder

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