prompt-optimizerMCP Prompt Optimizer
🚀 Professional cloud-based MCP server for AI-powered prompt optimization with intelligent context detection, template management, team collaboration, enterprise-grade features, and optional personal model configuration. Starting at $2.99/month.
✨ Key Features
🧠 AI Context Detection - Automatically detects and optimizes for image generation, LLM interaction, technical automation
📁 Template Management - Auto-save high-confidence optimizations, search & reuse patterns
👥 Team Collaboration - Shared quotas, team templates, role-based access
📊 Real-time Analytics - Confidence scoring, usage tracking, optimization insights
☁️ Cloud Processing - Always up-to-date AI models, no local setup required
🎛️ Personal Model Choice - Use your own OpenRouter models via WebUI configuration
🔧 Universal MCP - Works with Claude Desktop, Cursor, Windsurf, Cline, VS Code, Zed, Replit
🚀 Quick Start
1. Install the MCP server:
npm install -g mcp-prompt-optimizer2. Get your API key: Visit https://promptoptimizer-blog.vercel.app/pricing for your free trial (5 optimizations)
3. Configure Claude Desktop:
Add to your ~/.claude/claude_desktop_config.json:
{
"mcpServers": {
"prompt-optimizer": {
"command": "npx",
"args": ["mcp-prompt-optimizer"],
"env": {
"OPTIMIZER_API_KEY": "sk-opt-your-key-here"
}
}
}
}4. Restart Claude Desktop and start optimizing with AI context awareness!
5. (Optional) Configure custom models - See Advanced Model Configuration below
🎛️ Advanced Model Configuration (Optional)
WebUI Model Selection & Personal OpenRouter Keys
Want to use your own AI models? Configure them in the WebUI first, then the NPM package automatically uses your settings!
Step 1: Configure in WebUI
- Visit Dashboard: https://promptoptimizer-blog.vercel.app/dashboard
- Go to Settings → User Settings
- Add OpenRouter API Key: Get one from OpenRouter.ai
- Select Your Models:
- Optimization Model: e.g.,
anthropic/claude-3-5-sonnet(for prompt optimization) - Evaluation Model: e.g.,
google/gemini-pro-1.5(for quality assessment)
- Optimization Model: e.g.,
Step 2: Use NPM Package
Your configured models are automatically used by the MCP server - no additional setup needed!
{
"mcpServers": {
"prompt-optimizer": {
"command": "npx",
"args": ["mcp-prompt-optimizer"],
"env": {
"OPTIMIZER_API_KEY": "sk-opt-your-key-here" // Your service API key
}
}
}
}Model Selection Priority
1. 🎯 Your WebUI-configured models (highest priority)
2. 🔧 Request-specific model (if specified)
3. ⚙️ System defaults (fallback)Benefits of Personal Model Configuration
✅ Cost Control - Pay for your own OpenRouter usage
✅ Model Choice - Access 100+ models (Claude, GPT-4, Gemini, Llama, etc.)
✅ Performance - Choose faster or more capable models
✅ Consistency - Same models across WebUI and MCP tools
✅ Privacy - Your data goes through your OpenRouter account
Example Model Recommendations
For Creative/Complex Prompts:
- Optimization:
anthropic/claude-3-5-sonnet - Evaluation:
google/gemini-pro-1.5
For Fast/Simple Optimizations:
- Optimization:
openai/gpt-4o-mini - Evaluation:
openai/gpt-3.5-turbo
For Technical/Code Prompts:
- Optimization:
anthropic/claude-3-5-sonnet - Evaluation:
anthropic/claude-3-haiku
Important Notes
🔑 Two Different API Keys:
- Service API Key (
sk-opt-*): For the MCP service subscription - OpenRouter API Key: For your personal model usage (configured in WebUI)
💰 Cost Structure:
- Service subscription: Monthly fee for optimization features
- OpenRouter usage: Pay-per-token for your chosen models
🔄 No NPM Package Changes Needed: When you update models in WebUI, the NPM package automatically uses the new settings!
💰 Cloud Subscription Plans
All plans include the same sophisticated AI optimization quality
🎯 Explorer - $2.99/month
- 5,000 optimizations per month
- Individual use (1 user, 1 API key)
- Full AI features - context detection, template management, insights
- Personal model configuration via WebUI
- Community support
🎨 Creator - $25.99/month ⭐ Popular
- 18,000 optimizations per month
- Team features (2 members, 3 API keys)
- Full AI features - context detection, template management, insights
- Personal model configuration via WebUI
- Priority processing + email support
🚀 Innovator - $69.99/month
- 75,000 optimizations per month
- Large teams (5 members, 10 API keys)
- Full AI features - context detection, template management, insights
- Personal model configuration via WebUI
- Advanced analytics + priority support + dedicated support channel
🆓 Free Trial: 5 optimizations with full feature access
🧠 AI Context Detection & Enhancement
The server automatically detects your prompt type and enhances optimization goals:
🎨 Image Generation Context
Detected patterns: --ar, --v, midjourney, dall-e, photorealistic, 4k
Input: "A beautiful landscape --ar 16:9 --v 6"
✅ Enhanced goals: parameter_preservation, keyword_density, technical_precision
✅ Preserves technical parameters (--ar, --v, etc.)
✅ Optimizes quality keywords and visual descriptors🤖 LLM Interaction Context
Detected patterns: act as, you are a, role:, persona:, behave like
Input: "Act as a professional writer and help me with..."
✅ Enhanced goals: context_specificity, token_efficiency, actionability
✅ Improves role clarity and instruction precision
✅ Optimizes for better AI understanding⚙️ Technical Automation Context
Detected patterns: def, function, execute, script, automation
Input: "Create a script to automate deployment process"
✅ Enhanced goals: technical_accuracy, parameter_preservation, precision
✅ Protects code elements and technical syntax
✅ Enhances technical precision and clarity💬 Human Communication Context (Default)
All other prompts get standard optimization for human readability and clarity.
📊 Enhanced Optimization Features
Professional Optimization (All Users)
🎯 Optimized Prompt
Create a comprehensive technical blog post about artificial intelligence that systematically explores current real-world applications, evidence-based benefits, existing limitations and challenges, and data-driven future implications for businesses and society.
Confidence: 87.3%
Plan: Creator
AI Context: Human Communication
Goals Enhanced: Yes (clarity → clarity, specificity, actionability)
🧠 AI Context Benefits Applied
- ✅ Standard optimization rules applied
- ✅ Human communication optimized
✅ Auto-saved as template (ID: tmp_abc123)
*High-confidence optimization automatically saved for future use*
📋 Similar Templates Found
1. AI Article Writing Template (92.1% similarity)
2. Technical Blog Post Structure (85.6% similarity)
*Use `search_templates` tool to explore your template library*
📊 Optimization Insights
Performance Analysis:
- Clarity improvement: +21.9%
- Specificity boost: +17.3%
- Length optimization: +15.2%
Prompt Analysis:
- Complexity level: intermediate
- Optimization confidence: 87.3%
AI Recommendations:
- Optimization achieved 87.3% confidence
- Template automatically saved for future reference
- Prompt optimized from 15 to 23 words
*Professional analytics and improvement recommendations*
---
*Professional cloud-based AI optimization with context awareness*
💡 Manage account & configure models: https://promptoptimizer-blog.vercel.app/dashboard
📊 Check quota: Use `get_quota_status` tool
🔍 Search templates: Use `search_templates` tool🔧 Universal MCP Client Support
Claude Desktop
{
"mcpServers": {
"prompt-optimizer": {
"command": "npx",
"args": ["mcp-prompt-optimizer"],
"env": {
"OPTIMIZER_API_KEY": "sk-opt-your-key-here"
}
}
}
}Cursor IDE
Add to ~/.cursor/mcp.json:
{
"mcpServers": {
"prompt-optimizer": {
"command": "npx",
"args": ["mcp-prompt-optimizer"],
"env": {
"OPTIMIZER_API_KEY": "sk-opt-your-key-here"
}
}
}
}Windsurf
Configure in IDE settings or add to MCP configuration file.
Other MCP Clients
- Cline: Standard MCP configuration
- VS Code: MCP extension setup
- Zed: MCP server configuration
- Replit: Environment variable setup
- JetBrains IDEs: MCP plugin configuration
- Emacs/Vim/Neovim: MCP client setup
🛠️ Available Tools
optimize_prompt
Professional AI optimization with context detection
{
"prompt": "Your prompt text",
"goals": ["clarity", "specificity"], // Optional
"ai_context": "llm_interaction" // Auto-detected if not specified
}get_quota_status
Check subscription status and usage
// No parameters neededsearch_templates
Search your saved template library
{
"query": "blog post", // Optional
"ai_context": "human_communication", // Optional filter
"limit": 5 // Max results
}🎯 Optimization Goals
- clarity - Make prompts clearer and more understandable
- conciseness - Remove unnecessary words while preserving meaning
- creativity - Enhance creative and imaginative aspects
- specificity - Add specific details and concrete examples
- actionability - Make prompts more directive and actionable
- technical_accuracy - Improve technical precision and terminology
- keyword_density - Optimize keyword placement and density
- parameter_preservation - Preserve technical parameters (for image gen/code)
- context_specificity - Enhance context-specific clarity
- token_efficiency - Optimize for AI token usage
🤖 AI Context Types
- human_communication - Emails, letters, social content
- llm_interaction - AI conversations, role-playing prompts
- image_generation - Image/art generation prompts (Midjourney, DALL-E)
- technical_automation - DevOps, system administration, scripts
- structured_output - JSON, data formats, templates
- code_generation - Programming and development prompts
- api_automation - API calls, integrations, workflows
🔧 Professional CLI Tools
Enhanced command-line tools for power users:
# Check API key and quota status
mcp-prompt-optimizer check-status
# Validate API key with backend
mcp-prompt-optimizer validate-key
# Test backend integration
mcp-prompt-optimizer test
# Run comprehensive diagnostic
mcp-prompt-optimizer diagnose
# Clear validation cache
mcp-prompt-optimizer clear-cache
# Show help and setup instructions
mcp-prompt-optimizer help
# Show version information
mcp-prompt-optimizer version🏢 Team Collaboration Features
Team API Keys (sk-team-*)
- Shared quotas across team members
- Centralized billing and management
- Team template libraries for consistency
- Role-based access control
- Team usage analytics
Individual API Keys (sk-opt-*)
- Personal quotas and billing
- Individual template libraries
- Personal usage tracking
- Account self-management
🔐 Security & Privacy
- Enterprise-grade security with encrypted data transmission
- API key validation with secure backend authentication
- Quota enforcement with real-time usage tracking
- Professional uptime with 99.9% availability SLA
- GDPR compliant data handling and processing
- No data retention - prompts processed and optimized immediately
📈 Advanced Features
Automatic Template Management
- Auto-save high-confidence optimizations (>70% confidence)
- Intelligent categorization by AI context and content type
- Similarity search to find related templates
- Template analytics with usage patterns and effectiveness
Real-time Optimization Insights
- Performance metrics - clarity, specificity, length improvements
- Confidence scoring with detailed analysis
- AI-powered recommendations for continuous improvement
- Usage analytics and optimization patterns
Intelligent Context Routing
- Automatic detection of prompt context and intent
- Goal enhancement based on detected context
- Parameter preservation for technical prompts
- Context-specific optimizations for better results
🚀 Getting Started
🏃♂️ Fast Start (System Defaults)
- Sign up at promptoptimizer-blog.vercel.app/pricing
- Install the MCP server:
npm install -g mcp-prompt-optimizer - Configure your MCP client with your API key
- Start optimizing with intelligent AI context detection!
🎛️ Advanced Start (Custom Models)
- Sign up at promptoptimizer-blog.vercel.app/pricing
- Configure WebUI at dashboard with your OpenRouter key & models
- Install the MCP server:
npm install -g mcp-prompt-optimizer - Configure your MCP client with your API key
- Enjoy enhanced optimization with your chosen models!
📞 Support & Resources
- 📚 Documentation: https://promptoptimizer-blog.vercel.app/docs
- 💬 Community Support: GitHub Discussions
- 📧 Email Support: support@promptoptimizer.help (Creator/Innovator)
- 🏢 Enterprise: enterprise@promptoptimizer.help
- 📊 Dashboard & Model Config: https://promptoptimizer-blog.vercel.app/dashboard
- 🔧 Troubleshooting: https://promptoptimizer-blog.vercel.app/docs/troubleshooting
🌟 Why Choose MCP Prompt Optimizer?
✅ Professional Quality - Enterprise-grade optimization with consistent results
✅ Universal Compatibility - Works with 10+ MCP clients out of the box
✅ AI Context Awareness - Intelligent optimization based on prompt type
✅ Personal Model Choice - Use your own OpenRouter models & pay-per-use
✅ Template Management - Build and reuse optimization patterns
✅ Team Collaboration - Shared resources and centralized management
✅ Real-time Analytics - Track performance and improvement over time
✅ Startup Validation - Comprehensive error handling and troubleshooting
✅ Professional Support - From community to enterprise-level assistance
🚀 Professional MCP Server - Built for serious AI development with intelligent context detection, comprehensive template management, personal model configuration, and enterprise-grade reliability.
Get started with 5 free optimizations at promptoptimizer-blog.vercel.app/pricing