A repository showcasing integration of specialized computer vision tools with language models through MCP.
1 stars
Python
Updated Aug 13, 2025
Documentation
CV MCP Tools
A collection of Model Context Protocol (MCP) servers and services that integrate specialized computer vision capabilities with language models. This repository demonstrates how to build modular CV tools that can be easily composed and orchestrated through MCP.
🔧 Components
MCP Servers
- **Object Detection MCP** - YOLO-based object detection with MinIO integration
- **OCR + Image Generation MCP** - Combined OCR and image generation with iterative validation workflows
Standalone Services
- **Image Generator Server** - FLUX.1-schnell diffusion model service
- **OCR Server** - Multi-model OCR service (Qwen-VL, Janus)
🚀 Quick Start
Prerequisites
- Python 3.11+
- UV package manager
- Docker with GPU support
- MinIO server (for MCP servers)
Running MCP Servers
bash
# Object Detection
cd object_detection_mcp
uv run object_detector.py
# OCR + Image Generation
cd ocr_imagen_mcp
uv run ocr_imagen.pyRunning Standalone Services
bash
# Image Generator
docker buildx build -t flux-schnell -f image_generator_server/Dockerfile .
docker run --gpus all -p 6070:6070 flux-schnell
# OCR Server
docker buildx build -t ocr-server -f ocr_server/Dockerfile .
docker run --gpus all -p 6080:6080 -p 6081:6081 ocr-server🔗 Integration with Claude Desktop
Add to your Claude Desktop configuration:
json
{
"mcpServers": {
"object_detection": {
"command": "uv",
"args": ["--directory", "/path/to/object_detection_mcp", "run", "object_detector.py"],
"env": {
"YOLO_MODEL_NAME": "yolo11m.pt",
"YOLO_CONF_THRESHOLD": "0.45",
"MINIO_URL": "localhost:9000",
"MINIO_ACCESS_KEY": "your-key",
"MINIO_SECRET_KEY": "your-secret"
}
}
}
}📁 Repository Structure
code
cv-mcp-tools/
├── object_detection_mcp/ # YOLO object detection MCP server
├── ocr_imagen_mcp/ # Combined OCR + image generation MCP
├── image_generator_server/ # Standalone FLUX image generation service
├── ocr_server/ # Standalone OCR service
└── CLAUDE.md # Development guide for Claude Code🎯 Use Cases
- Automated Content Analysis - Object detection and OCR for document processing
- Iterative Image Generation - Generate images with text validation loops
- Multi-Modal Workflows - Combine vision and language models for complex tasks
- Modular CV Pipeline - Mix and match components as needed
📖 Documentation
Each component has its own README with detailed setup instructions:
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