Ultralytics MCP Server

#!/bin/bash set -e echo "🚀 Starting RCT Detector Platform..." # Create necessary directories mkdir -p /ultralytics/runs mkdir -p /ultralytics/custom_datasets mkdir -p /tmp/streamlit_uploads mkdir -p /workspace/trained_models # Set proper permissions chmod 755 /ultralytics/upload_processor.py chmod 755 /usr/local/bin/monitor.sh # Check if built-in datasets are mounted if [ -d "/ultralytics/YOLO_MultiLevel_Datasets" ]; then echo "✅ Built-in datasets found at /ultralytics/YOLO_MultiLevel_Datasets" ls -la /ultralytics/YOLO_MultiLevel_Datasets/ | head -5 else echo "⚠️ Built-in datasets not found at /ultralytics/YOLO_MultiLevel_Datasets" fi # Check workspace if [ -d "/workspace" ]; then echo "✅ Workspace mounted at /workspace" ls -la /workspace/ | head -5 else echo "⚠️ Workspace not found" fi # Start TensorBoard in background echo "📊 Starting TensorBoard..." cd /ultralytics nohup tensorboard --logdir=runs --host=0.0.0.0 --port=6006 > /tmp/tensorboard.log 2>&1 & TENSORBOARD_PID=$! # Wait for TensorBoard to start sleep 3 # Check if TensorBoard started successfully if ps -p $TENSORBOARD_PID > /dev/null; then echo "✅ TensorBoard started successfully (PID: $TENSORBOARD_PID)" else echo "⚠️ TensorBoard failed to start, checking logs..." cat /tmp/tensorboard.log | tail -10 fi # Start Jupyter in background (optional) echo "📓 Starting Jupyter Lab..." cd /ultralytics nohup jupyter lab --ip=0.0.0.0 --port=8888 --no-browser --allow-root --NotebookApp.token='' --NotebookApp.password='' > /tmp/jupyter.log 2>&1 & JUPYTER_PID=$! sleep 2 if ps -p $JUPYTER_PID > /dev/null; then echo "✅ Jupyter Lab started successfully (PID: $JUPYTER_PID)" else echo "⚠️ Jupyter Lab failed to start" fi echo "" echo "🌐 Services Status:" echo " 📊 TensorBoard: http://localhost:6006" echo " 🌐 Streamlit UI: http://localhost:8501" echo " 📓 Jupyter Lab: http://localhost:8888" echo " 🔌 MCP Server: http://localhost:8092" echo "" # Start Streamlit interface in foreground (keeps container alive) echo "🌐 Starting Streamlit Interface..." cd /ultralytics exec streamlit run main_dashboard.py \ --server.address 0.0.0.0 \ --server.port 8501 \ --server.headless true \ --server.enableCORS false \ --server.enableXsrfProtection false \ --server.maxUploadSize 10000 \ --browser.gatherUsageStats false \ --global.developmentMode false