Documentation

Our ecosystem is designed to empower professional AI development with intelligent prompt optimization and workflow automation. It comprises three core components: the Cloud Edition (a comprehensive web platform), the Chrome Extension (on-the-fly optimization), and the MCP Server (a high-performance local engine).

Key Features Across the Platform:

• AI Context Detection - Automatically identifies what you are trying to build (Midjourney art, Python code, etc.) and preserves important parameters.

• Smart Clarification - Our assistant asks targeted questions when prompts are vague, improving output quality significantly.

• Professional Prompt Engineering - 50+ sophisticated techniques to ensure your prompts get the best possible results from any model.

• Universal MCP Integration - Works seamlessly with Claude Desktop, Cursor, and 17+ other professional clients.

• Secure Infrastructure - Built with enterprise-grade security and data privacy as a priority.

• Stop the AI Slop - Sub-50ms response times with rule-based routing to ensure high quality at low cost.

Follow these steps to get started with both Cloud and Local environments.

Cloud Edition (Managed)

1) Create an account at [Prompt Optimizer](https://promptoptimizerpro.com/signup).

2) From your dashboard, copy your API key.

3) Install the CLI: `npm install -g mcp-prompt-optimizer`

4) Export your key: `export PROMPT_OPTIMIZER_API_KEY=<your-key>`

5) Run: `mcp-prompt-optimizer optimize --prompt "Draft a technical SOP"`

MCP Server (Local Edition)

1) Install the local package: `npm install -g mcp-prompt-optimizer-local`

2) Start the server: `mcp-prompt-optimizer-local --port 3002`

3) Add to your client (Claude Desktop, Cursor, etc.).

4) Health Check: `http://localhost:3002/health`

The Chrome Extension brings the power of Prompt Optimizer directly to any text input field in your browser. Optimize prompts on ChatGPT, Claude, Midjourney, or any AI platform without leaving your workflow.

Key Capabilities:

• Universal Integration - Works on any website with text inputs.

• Cloud-Powered - Connects to the Cloud Edition backend for full capability.

• Model Selection - Choose from 15+ AI models (GPT-4o, Claude 3.5, Gemini, etc.).

• One-Click Optimization - Floating ✨ button next to any input.

• Quota Tracking - Real-time statistics in the extension popup.

Installation:

1. Chrome Web Store (Coming Soon).

2. Manual (Developer Mode): Download from GitHub and load unpacked in `chrome://extensions`.

The MCP Server is a high-performance, local-first Model Context Protocol server for maximum privacy and offline use.

Core Benefits:

• 100% Local - All processing stays on your machine.

• Air-Gapped Ready - Works flawlessly without internet access.

• Binary Integrity - SHA256 validation for secure deployment.

• Technical Preservation - Native handling of code blocks and parameters.

Programmatic access for custom integrations and enterprise workflows.

Base URL: `https://api.promptoptimizerpro.com` (Example)

Endpoints:

• `POST /api/v1/optimize` - Standard optimization.

• `POST /api/v1/optimize/stream` - SSE streaming support.

• `GET /api/v1/optimize/quota` - Resource status.

Sample Request:

json

{

"prompt": "Optimize this system prompt",

"goals": ["clarity", "technical_precision"],

"enable_intent_formation": true

}

Professional-grade evaluation with context-aware metrics and actionable feedback.

Phase 2 Enhancements:

• 91.94% Accuracy in automatic context detection.

• Semantic Similarity scoring via embedding drift analysis.

• Actionable Feedback - LLM-generated improvement paths.

• Statistical Confidence - Multi-sample evaluation intervals.