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+services:
+  # ==========================================
+  # Design & Engineering (3 servers)
+  # ==========================================
+
+  # KiCAD MCP - PCB design automation
+  kicad-mcp:
+    build:
+      context: ./vendor/KiCAD-MCP-Server
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-kicad-mcp
+    restart: unless-stopped
+    environment:
+      - NODE_ENV=production
+    command: ["node", "dist/index.js"]
+    profiles:
+      - dev
+
+  # Blender MCP - 3D modeling and materials
+  blender-mcp:
+    build:
+      context: ./vendor/blender-mcp
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-blender-mcp
+    restart: unless-stopped
+    environment:
+      - PYTHONUNBUFFERED=1
+    command: ["uvx", "blender-mcp"]
+    profiles:
+      - dev
+
+  # FreeCAD MCP - CAD modeling
+  freecad-mcp:
+    build:
+      context: ./vendor/freecad-mcp
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-freecad-mcp
+    restart: unless-stopped
+    environment:
+      - PYTHONUNBUFFERED=1
+    command: ["uvx", "freecad-mcp"]
+    profiles:
+      - dev
+
+  # ==========================================
+  # Hosting & Infrastructure (5 servers)
+  # ==========================================
+
+  # Kubernetes MCP - K8s/OpenShift management
+  kubernetes-mcp:
+    build:
+      context: ./vendor/kubernetes-mcp-server
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-kubernetes-mcp
+    restart: unless-stopped
+    ports:
+      - "8081:8080"
+    volumes:
+      - ~/.kube/config:/root/.kube/config:ro
+    profiles:
+      - ops
+
+  # Docker MCP - Container and compose management
+  docker-mcp:
+    build:
+      context: ./vendor/docker-mcp
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-docker-mcp
+    restart: unless-stopped
+    volumes:
+      - /var/run/docker.sock:/var/run/docker.sock
+      - ~/.docker/config.json:/root/.docker/config.json:ro
+    environment:
+      - PYTHONUNBUFFERED=1
+    command: ["uvx", "docker-mcp"]
+    profiles:
+      - ops
+
+  # Proxmox MCP - Hypervisor management
+  proxmox-mcp:
+    build:
+      context: ./vendor/ProxmoxMCP
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-proxmox-mcp
+    restart: unless-stopped
+    environment:
+      - PYTHONUNBUFFERED=1
+      - PROXMOX_HOST=${PROXMOX_HOST}
+      - PROXMOX_USER=${PROXMOX_USER}
+      - PROXMOX_TOKEN=${PROXMOX_TOKEN}
+      - PROXMOX_NODE=${PROXMOX_NODE}
+    command: ["uvx", "proxmox-mcp"]
+    profiles:
+      - ops
+
+  # Terraform MCP - IaC automation
+  terraform-mcp:
+    build:
+      context: ./vendor/terraform-mcp-server
+      dockerfile: Dockerfile
+      target: dev
+    container_name: KNELDevStack-AIMW-terraform-mcp
+    restart: unless-stopped
+    environment:
+      - HOME=/terraform
+    volumes:
+      - ~/.terraform.d:/terraform/.terraform.d:ro
+      - ./terraform-cache:/terraform/.terraform.cache
+    profiles:
+      - ops
+
+  # Cloudron MCP - Self-hosted app management
+  cloudron-mcp:
+    build:
+      context: ./vendor/mcp-cloudron
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-cloudron-mcp
+    restart: unless-stopped
+    environment:
+      - CLOUDRON_URL=${CLOUDRON_URL}
+      - CLOUDRON_TOKEN=${CLOUDRON_TOKEN}
+    profiles:
+      - ops
+
+  # ==========================================
+  # Development Tools (2 servers)
+  # ==========================================
+
+  # Bash Language Server - LSP for bash
+  bash-language-server:
+    build:
+      context: ./vendor/bash-language-server
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-bash-language-server
+    restart: unless-stopped
+    ports:
+      - "8082:8080"
+    command: ["npm", "start"]
+    profiles:
+      - dev
+
+  # Context7 MCP - Documentation framework
+  context7-mcp:
+    build:
+      context: ./vendor/context7
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-context7-mcp
+    restart: unless-stopped
+    environment:
+      - UPSTASH_REDIS_REST_URL=${UPSTASH_REDIS_REST_URL}
+      - UPSTASH_REDIS_REST_TOKEN=${UPSTASH_REDIS_REST_TOKEN}
+    command: ["node", "packages/mcp/dist/index.js", "--transport", "stdio"]
+    profiles:
+      - dev
+
+  # ==========================================
+  # Content Management (4 servers)
+  # ==========================================
+
+  # Nextcloud MCP - 90+ tools across 8 apps
+  nextcloud-mcp:
+    build:
+      context: ./vendor/nextcloud-mcp-server
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-nextcloud-mcp
+    restart: unless-stopped
+    environment:
+      - PYTHONUNBUFFERED=1
+      - NEXTCLOUD_HOST=${NEXTCLOUD_HOST}
+      - NEXTCLOUD_USERNAME=${NEXTCLOUD_USERNAME}
+      - NEXTCLOUD_APP_PASSWORD=${NEXTCLOUD_APP_PASSWORD}
+    ports:
+      - "8083:8080"
+    profiles:
+      - ops
+
+  # Ghost MCP - CMS management
+  ghost-mcp:
+    build:
+      context: ./vendor/ghost-mcp
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-ghost-mcp
+    restart: unless-stopped
+    environment:
+      - GHOST_API_URL=${GHOST_API_URL}
+      - GHOST_ADMIN_API_KEY=${GHOST_ADMIN_API_KEY}
+    command: ["npx", "-y", "@fanyangmeng/ghost-mcp"]
+    profiles:
+      - ops
+
+  # ONLYOFFICE DocSpace MCP - Room and file management
+  docspace-mcp:
+    build:
+      context: ./vendor/docspace-mcp
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-docspace-mcp
+    restart: unless-stopped
+    environment:
+      - DOCSPACE_HOST=${DOCSPACE_HOST}
+      - DOCSPACE_TOKEN=${DOCSPACE_TOKEN}
+    profiles:
+      - ops
+
+  # WordPress MCP Adapter
+  wordpress-mcp:
+    build:
+      context: ./vendor/mcp-adapter
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-wordpress-mcp
+    restart: unless-stopped
+    environment:
+      - WORDPRESS_URL=${WORDPRESS_URL}
+      - WORDPRESS_USERNAME=${WORDPRESS_USERNAME}
+      - WORDPRESS_APPLICATION_PASSWORD=${WORDPRESS_APPLICATION_PASSWORD}
+    command: ["npx", "-y", "@wordpress/mcp-adapter"]
+    profiles:
+      - ops
+
+  # ==========================================
+  # Communication & Collaboration (3 servers)
+  # ==========================================
+
+  # Discourse MCP - Forum integration
+  discourse-mcp:
+    build:
+      context: ./vendor/discourse-mcp
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-discourse-mcp
+    restart: unless-stopped
+    environment:
+      - DISCOURSE_URL=${DISCOURSE_URL}
+      - DISCOURSE_API_KEY=${DISCOURSE_API_KEY}
+      - DISCOURSE_API_USERNAME=${DISCOURSE_API_USERNAME}
+    command: ["npx", "-y", "@discourse/mcp"]
+    profiles:
+      - ops
+
+  # IMAP MCP - Email processing
+  imap-mcp:
+    build:
+      context: ./vendor/imap-mcp
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-imap-mcp
+    restart: unless-stopped
+    environment:
+      - PYTHONUNBUFFERED=1
+      - IMAP_SERVER=${IMAP_SERVER}
+      - IMAP_PORT=${IMAP_PORT:-993}
+      - IMAP_USERNAME=${IMAP_USERNAME}
+      - IMAP_PASSWORD=${IMAP_PASSWORD}
+    command: ["uvx", "imap-mcp"]
+    profiles:
+      - ops
+
+  # Postiz MCP - Social media management
+  postizz-mcp:
+    build:
+      context: ./vendor/postizz-MCP
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-postizz-mcp
+    restart: unless-stopped
+    environment:
+      - POSTIZ_API_KEY=${POSTIZ_API_KEY}
+      - POSTIZ_URL=${POSTIZ_URL}
+    profiles:
+      - ops
+
+  # ==========================================
+  # Analytics & Security (2 servers)
+  # ==========================================
+
+  # Matomo MCP Client
+  matomo-mcp:
+    build:
+      context: ./vendor/matomo-mcp-client
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-matomo-mcp
+    restart: unless-stopped
+    environment:
+      - MATOMO_URL=${MATOMO_URL}
+      - MATOMO_TOKEN=${MATOMO_TOKEN}
+    profiles:
+      - ops
+
+  # Bitwarden MCP - Password vault
+  bitwarden-mcp:
+    build:
+      context: ./vendor/mcp-server
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-bitwarden-mcp
+    restart: unless-stopped
+    environment:
+      - BITWARDEN_CLIENT_ID=${BITWARDEN_CLIENT_ID}
+      - BITWARDEN_CLIENT_SECRET=${BITWARDEN_CLIENT_SECRET}
+      - BITWARDEN_PASSWORD=${BITWARDEN_PASSWORD}
+      - BITWARDEN_SERVER_URL=${BITWARDEN_SERVER_URL:-https://vault.bitwarden.com}
+    command: ["npx", "-y", "@bitwarden/mcp-server"]
+    profiles:
+      - ops
+
+  # ==========================================
+  # Productivity & Automation (6 servers)
+  # ==========================================
+
+  # GIMP MCP - Image editing
+  gimp-mcp:
+    build:
+      context: ./vendor/gimp-mcp
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-gimp-mcp
+    restart: unless-stopped
+    environment:
+      - PYTHONUNBUFFERED=1
+    command: ["uvx", "gimp-mcp"]
+    profiles:
+      - dev
+
+  # Snipe-IT MCP - Asset inventory
+  snipeit-mcp:
+    build:
+      context: ./vendor/snipeit-mcp
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-snipeit-mcp
+    restart: unless-stopped
+    environment:
+      - PYTHONUNBUFFERED=1
+      - SNIPEIT_URL=${SNIPEIT_URL}
+      - SNIPEIT_TOKEN=${SNIPEIT_TOKEN}
+    command: ["uvx", "snipeit-mcp"]
+    profiles:
+      - ops
+
+  # Redmine MCP - Project management
+  mcp-redmine:
+    build:
+      context: ./vendor/mcp-redmine
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-mcp-redmine
+    restart: unless-stopped
+    environment:
+      - PYTHONUNBUFFERED=1
+      - REDMINE_URL=${REDMINE_URL}
+      - REDMINE_API_KEY=${REDMINE_API_KEY}
+    command: ["uvx", "mcp-redmine"]
+    profiles:
+      - ops
+
+  # Ansible MCP - IT automation
+  mcp-ansible:
+    build:
+      context: ./vendor/mcp-ansible
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-mcp-ansible
+    restart: unless-stopped
+    environment:
+      - PYTHONUNBUFFERED=1
+    volumes:
+      - ./ansible-playbooks:/playbooks:ro
+      - /var/run/docker.sock:/var/run/docker.sock
+    command: ["uvx", "mcp-ansible"]
+    profiles:
+      - ops
+
+  # Elasticsearch MCP
+  elasticsearch-mcp:
+    build:
+      context: ./vendor/mcp-server-elasticsearch
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-elasticsearch-mcp
+    restart: unless-stopped
+    environment:
+      - ELASTICSEARCH_URL=${ELASTICSEARCH_URL:-http://localhost:9200}
+      - ELASTICSEARCH_USERNAME=${ELASTICSEARCH_USERNAME}
+      - ELASTICSEARCH_PASSWORD=${ELASTICSEARCH_PASSWORD}
+    ports:
+      - "8084:8080"
+    profiles:
+      - ops
+
+  # Audiobook MCP Server
+  audiobook-mcp:
+    build:
+      context: ./vendor/audiobook-mcp-server
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-audiobook-mcp
+    restart: unless-stopped
+    environment:
+      - AUDIOBOOK_LIBRARY_PATH=${AUDIOBOOK_LIBRARY_PATH:-/audiobooks}
+    volumes:
+      - ${AUDIOBOOK_LIBRARY_PATH:-/audiobooks}:/audiobooks
+    command: ["npx", "-y", "audiobook-mcp-server"]
+    profiles:
+      - dev
+
+  # ==========================================
+  # Additional Tools (3 servers)
+  # ==========================================
+
+  # Draw.io MCP Server
+  drawio-mcp:
+    build:
+      context: ./vendor/drawio-mcp-server
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-drawio-mcp
+    restart: unless-stopped
+    environment:
+      - DRAWIO_URL=${DRAWIO_URL:-https://app.diagrams.net}
+    command: ["npx", "-y", "drawio-mcp-server"]
+    profiles:
+      - dev
+
+  # Docker Language Server
+  docker-language-server:
+    build:
+      context: ./vendor/docker-language-server
+      dockerfile: Dockerfile
+    container_name: KNELDevStack-AIMW-docker-language-server
+    restart: unless-stopped
+    ports:
+      - "8085:8080"
+    profiles:
+      - dev