MCP Server Replicate

# MCP Server Replicate - Implementation Plan ## Current Status The MCP Server Replicate project implements a FastMCP server for the Replicate API, providing: - Resource-based image generation and management - Subscription-based updates for generation progress - Template-driven parameter configuration - Comprehensive model discovery and selection - Webhook integration for external notifications ## Core Components ### 1. Resource Management - ✅ Generation resource templates - ✅ Resource subscription system - ✅ Resource listing and filtering - ✅ Resource search capabilities - ✅ Status-based filtering ### 2. Image Generation - ✅ Text-to-image generation - ✅ Quality presets - ✅ Style presets - ✅ Progress tracking - ✅ Error handling - ✅ Resource-based results ### 3. Model Management - ✅ Model discovery - ✅ Model search - ✅ Collection management - ✅ Hardware options - ✅ Version tracking ### 4. Template System - ✅ Parameter validation - ✅ Quality presets - ✅ Style presets - ✅ Version tracking - ✅ Schema validation ### 5. Client Integration - ✅ Async HTTP client - ✅ Rate limiting - ✅ Error handling - ✅ Webhook support - ✅ Resource streaming ## Upcoming Features ### Short Term (1-2 months) 1. Image-to-Image Generation - Support for image transformation - Inpainting capabilities - Style transfer - Upscaling 2. Enhanced Resource Management - Resource caching - Batch operations - Resource metadata - Resource tagging 3. Advanced Templates - Custom template creation - Template inheritance - Dynamic parameter validation - Template versioning ### Medium Term (3-6 months) 1. Advanced Model Features - Model fine-tuning support - Custom model deployment - Model performance metrics - A/B testing capabilities 2. Enhanced Monitoring - Usage analytics - Cost tracking - Performance monitoring - Error reporting 3. Integration Features - OAuth support - API key rotation - Rate limit optimization - Webhook enhancements ### Long Term (6+ months) 1. Enterprise Features - Multi-tenant support - Resource quotas - Audit logging - Role-based access 2. Advanced Workflows - Pipeline creation - Workflow templates - Custom scheduling - Result post-processing 3. Developer Tools - CLI improvements - SDK generation - Documentation tooling - Testing utilities ## Contributing See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines on contributing to this project. ## Implementation Notes ### Resource System The resource system is implemented using FastMCP's resource capabilities: - Resources are identified by URIs (e.g., `generations://123`) - Resources support subscription for updates - Resources can be listed, filtered, and searched - Resources maintain proper state management ### Template System Templates provide structured parameter handling: - JSON Schema validation - Version tracking - Parameter inheritance - Default values - Validation rules ### Client Integration The client system provides robust API interaction: - Async operations - Proper error handling - Rate limiting - Resource streaming - Webhook support ### Installation and Usage The package provides two main ways to run the server: 1. Using UVX (recommended): ```bash uvx mcp-server-replicate ``` 2. Using UV directly: ```bash uv run mcp-server-replicate ``` The server can be integrated with Claude Desktop by configuring the appropriate command in `claude_desktop_config.json`. ## Testing Strategy 1. Unit Tests - Component isolation - Mocked dependencies - Edge case coverage - Error scenarios 2. Integration Tests - API interaction - Resource management - Template validation - Client operations 3. End-to-End Tests - Complete workflows - Real API interaction - Performance testing - Load testing