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>
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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">
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
🎨 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
📝 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
📄 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
📄 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
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</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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