PromptX

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.

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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>

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<p> <a href="https://www.npmjs.com/package/@promptx/cli"><img src="https://img.shields.io/npm/v/@promptx/cli?color=orange&logo=npm" alt="npm version"/></a> <a href="https://github.com/Deepractice/PromptX/releases"><img src="https://img.shields.io/github/v/release/Deepractice/PromptX?color=green&logo=github" alt="Latest Release"/></a> <a href="https://hub.docker.com/r/deepracticexs/promptx"><img src="https://img.shields.io/badge/docker-latest-0db7ed?logo=docker&logoColor=white" alt="Docker"/></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

<div align="center">

PromptX Demo Video

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

  1. Start HTTP Service - Open client, automatically runs MCP server

  2. 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"
        }
      }
    }
    
  3. 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

<div align="center"> <img src="assets/logo/nuwa-logo-backgroud.jpg" alt="Nuwa" width="120" style="border-radius: 50%; margin: 15px 0 25px 0;"> </div>

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"

<div align="center">

💭 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

<div align="center"> <img src="assets/logo/luban-enchance.png" alt="Luban" width="120" style="border-radius: 50%; margin: 15px 0 25px 0;"> </div>

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"

<div align="center">

💭 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"

<div align="center">

💭 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 align="center">

Star History Chart

</div>


💝 Sponsors

<div align="center">

SignPath

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

</div>


🏢 About

<div align="center">

Proudly brought to you by Deepractice

Making AI your professional partner

🌐 Official Site | 🔧 GitHub | 📚 Documentation | 💬 Forum | 🎮 Discord | 🚀 Gateway Service

Connect with Founder

<img src="https://brands.deepractice.ai/images/sean-wechat-qrcode.jpg" alt="Sean's WeChat" width="200"/>

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

</div>

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