DocumentationIntroduction

Introduction

Welcome to PromptX documentation!

What is PromptX?

PromptX is an AI Agent Context Platform built on the Model Context Protocol (MCP). It enables AI applications like Claude Desktop and Cursor to access:

  • 🎭 Professional AI Roles - Pre-configured expert personas with domain knowledge
  • πŸ’­ Cognitive Memory System - Not RAG, but real semantic memory networks
  • πŸ”§ Intelligent Tools - Extensible tool ecosystem with sandboxed execution

Key Features

Cognitive Memory (Not RAG)

Traditional RAG systems chunk and search documents. PromptX implements a cognitive memory system inspired by human memory:

  • Semantic Networks: Concepts connected by meaningful relationships
  • Spreading Activation: Memory recall through network activation
  • DMN Mode: Default Mode Network for exploratory thinking
  • Engrams: Complete memory traces, not fragments

AI Role System

Create and activate professional AI roles with:

  • Personality and communication style
  • Domain expertise and knowledge base
  • Personal memory and experience
  • Behavioral principles and workflows

Built-in roles include:

  • Nuwa - AI role creator expert
  • Luban - Tool development master
  • Sean - Product decision maker (founder role)
  • Writer - Professional content creator

ToolX Runtime

Sandboxed tool execution environment supporting:

  • File operations (Excel, Word, PDF)
  • Custom tool creation via YAML
  • Worker pool for concurrent execution
  • Security and parameter validation

Architecture

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚   AI Client (Claude, Cursor, etc.)     β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
               β”‚ MCP Protocol
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚         PromptX MCP Server              β”‚
β”‚  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”   β”‚
β”‚  β”‚  Role System  β”‚  Memory System   β”‚   β”‚
β”‚  β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€   β”‚
β”‚  β”‚        ToolX Runtime             β”‚   β”‚
β”‚  β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜   β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Next Steps

Ready to get started? Follow the Quick Start guide to install and configure PromptX.