diff --git a/docs/contribution/AI.md b/docs/contribution/AI.md
index e69de29bb..8830fa4a9 100644
--- a/docs/contribution/AI.md
+++ b/docs/contribution/AI.md
@@ -0,0 +1,810 @@
+# 🤖 AI Contribution Guidelines for ProxmoxVE
+
+> **This documentation is intended for all AI assistants (GitHub Copilot, Claude, ChatGPT, etc.) contributing to this project.**
+
+## 🎯 Core Principles
+
+### 1. **Maximum Use of `tools.func` Functions**
+
+We have an extensive library of helper functions. **NEVER** implement your own solutions when a function already exists!
+
+### 2. **No Pointless Variables**
+
+Only create variables when they:
+
+- Are used multiple times
+- Improve readability
+- Are intended for configuration
+
+### 3. **Consistent Script Structure**
+
+All scripts follow an identical structure. Deviations are not acceptable.
+
+### 4. **Bare-Metal Installation**
+
+We do **NOT use Docker** for our installation scripts. All applications are installed directly on the system.
+
+---
+
+## 📁 Script Types and Their Structure
+
+### CT Script (`ct/AppName.sh`)
+
+```bash
+#!/usr/bin/env bash
+source <(curl -fsSL https://raw.githubusercontent.com/community-scripts/ProxmoxVED/main/misc/build.func)
+# Copyright (c) 2021-2026 community-scripts ORG
+# Author: AuthorName (GitHubUsername)
+# License: MIT | https://github.com/community-scripts/ProxmoxVED/raw/main/LICENSE
+# Source: https://application-url.com
+
+APP="AppName"
+var_tags="${var_tags:-tag1;tag2;tag3}"
+var_cpu="${var_cpu:-2}"
+var_ram="${var_ram:-2048}"
+var_disk="${var_disk:-8}"
+var_os="${var_os:-debian}"
+var_version="${var_version:-13}"
+var_unprivileged="${var_unprivileged:-1}"
+
+header_info "$APP"
+variables
+color
+catch_errors
+
+function update_script() {
+  header_info
+  check_container_storage
+  check_container_resources
+
+  if [[ ! -d /opt/appname ]]; then
+    msg_error "No ${APP} Installation Found!"
+    exit
+  fi
+
+  if check_for_gh_release "appname" "owner/repo"; then
+    msg_info "Stopping Service"
+    systemctl stop appname
+    msg_ok "Stopped Service"
+
+    msg_info "Backing up Data"
+    cp -r /opt/appname/data /opt/appname_data_backup
+    msg_ok "Backed up Data"
+
+    CLEAN_INSTALL=1 fetch_and_deploy_gh_release "appname" "owner/repo"
+
+    # Build steps...
+
+    msg_info "Restoring Data"
+    cp -r /opt/appname_data_backup/. /opt/appname/data
+    rm -rf /opt/appname_data_backup
+    msg_ok "Restored Data"
+
+    msg_info "Starting Service"
+    systemctl start appname
+    msg_ok "Started Service"
+    msg_ok "Updated successfully!"
+  fi
+  exit
+}
+
+start
+build_container
+description
+
+msg_ok "Completed Successfully!\n"
+echo -e "${CREATING}${GN}${APP} setup has been successfully initialized!${CL}"
+echo -e "${INFO}${YW} Access it using the following URL:${CL}"
+echo -e "${TAB}${GATEWAY}${BGN}http://${IP}:PORT${CL}"
+```
+
+### Install Script (`install/AppName-install.sh`)
+
+```bash
+#!/usr/bin/env bash
+
+# Copyright (c) 2021-2026 community-scripts ORG
+# Author: AuthorName (GitHubUsername)
+# License: MIT | https://github.com/community-scripts/ProxmoxVED/raw/main/LICENSE
+# Source: https://application-url.com
+
+source /dev/stdin <<<"$FUNCTIONS_FILE_PATH"
+color
+verb_ip6
+catch_errors
+setting_up_container
+network_check
+update_os
+
+msg_info "Installing Dependencies"
+$STD apt-get install -y \
+  dependency1 \
+  dependency2
+msg_ok "Installed Dependencies"
+
+# Runtime Setup (ALWAYS use our functions!)
+NODE_VERSION="22" setup_nodejs
+# or
+PG_VERSION="16" setup_postgresql
+# or
+setup_uv
+# etc.
+
+fetch_and_deploy_gh_release "appname" "owner/repo"
+
+msg_info "Setting up Application"
+cd /opt/appname
+# Build/Setup Schritte...
+msg_ok "Set up Application"
+
+msg_info "Creating Service"
+cat <<EOF >/etc/systemd/system/appname.service
+[Unit]
+Description=AppName Service
+After=network.target
+
+[Service]
+Type=simple
+User=root
+WorkingDirectory=/opt/appname
+ExecStart=/path/to/executable
+Restart=on-failure
+RestartSec=5
+
+[Install]
+WantedBy=multi-user.target
+EOF
+systemctl enable -q --now appname
+msg_ok "Created Service"
+
+motd_ssh
+customize
+cleanup_lxc
+```
+
+---
+
+## 🔧 Available Helper Functions
+
+### Release Management
+
+| Function                      | Description                         | Example                                            |
+| ----------------------------- | ----------------------------------- | -------------------------------------------------- |
+| `fetch_and_deploy_gh_release` | Fetches and installs GitHub Release | `fetch_and_deploy_gh_release "app" "owner/repo"`   |
+| `check_for_gh_release`        | Checks for new version              | `if check_for_gh_release "app" "owner/repo"; then` |
+
+**Modes for `fetch_and_deploy_gh_release`:**
+
+```bash
+# Tarball/Source (Standard)
+fetch_and_deploy_gh_release "appname" "owner/repo"
+
+# Binary (.deb)
+fetch_and_deploy_gh_release "appname" "owner/repo" "binary"
+
+# Prebuilt Archive
+fetch_and_deploy_gh_release "appname" "owner/repo" "prebuild" "latest" "/opt/appname" "filename.tar.gz"
+
+# Single Binary
+fetch_and_deploy_gh_release "appname" "owner/repo" "singlefile" "latest" "/opt/appname" "binary-linux-amd64"
+```
+
+**Clean Install Flag:**
+
+```bash
+CLEAN_INSTALL=1 fetch_and_deploy_gh_release "appname" "owner/repo"
+```
+
+### Runtime/Language Setup
+
+| Function       | Variable(s)                   | Example                                              |
+| -------------- | ----------------------------- | ---------------------------------------------------- |
+| `setup_nodejs` | `NODE_VERSION`, `NODE_MODULE` | `NODE_VERSION="22" setup_nodejs`                     |
+| `setup_uv`     | `UV_PYTHON`                   | `UV_PYTHON="3.12" setup_uv`                          |
+| `setup_go`     | `GO_VERSION`                  | `GO_VERSION="1.22" setup_go`                         |
+| `setup_rust`   | `RUST_VERSION`, `RUST_CRATES` | `RUST_CRATES="monolith" setup_rust`                  |
+| `setup_ruby`   | `RUBY_VERSION`                | `RUBY_VERSION="3.3" setup_ruby`                      |
+| `setup_java`   | `JAVA_VERSION`                | `JAVA_VERSION="21" setup_java`                       |
+| `setup_php`    | `PHP_VERSION`, `PHP_MODULES`  | `PHP_VERSION="8.3" PHP_MODULES="redis,gd" setup_php` |
+
+### Database Setup
+
+| Function              | Variable(s)                          | Example                                                     |
+| --------------------- | ------------------------------------ | ----------------------------------------------------------- |
+| `setup_postgresql`    | `PG_VERSION`, `PG_MODULES`           | `PG_VERSION="16" setup_postgresql`                          |
+| `setup_postgresql_db` | `PG_DB_NAME`, `PG_DB_USER`           | `PG_DB_NAME="mydb" PG_DB_USER="myuser" setup_postgresql_db` |
+| `setup_mariadb_db`    | `MARIADB_DB_NAME`, `MARIADB_DB_USER` | `MARIADB_DB_NAME="mydb" setup_mariadb_db`                   |
+| `setup_mysql`         | `MYSQL_VERSION`                      | `setup_mysql`                                               |
+| `setup_mongodb`       | `MONGO_VERSION`                      | `setup_mongodb`                                             |
+| `setup_clickhouse`    | -                                    | `setup_clickhouse`                                          |
+
+### Tools & Utilities
+
+| Function            | Description                        |
+| ------------------- | ---------------------------------- |
+| `setup_adminer`     | Installs Adminer for DB management |
+| `setup_composer`    | Install PHP Composer               |
+| `setup_ffmpeg`      | Install FFmpeg                     |
+| `setup_imagemagick` | Install ImageMagick                |
+| `setup_gs`          | Install Ghostscript                |
+| `setup_hwaccel`     | Configure hardware acceleration    |
+
+### Helper Utilities
+
+| Function                      | Description                  | Example                                   |
+| ----------------------------- | ---------------------------- | ----------------------------------------- |
+| `import_local_ip`             | Sets `$LOCAL_IP` variable    | `import_local_ip`                         |
+| `ensure_dependencies`         | Checks/installs dependencies | `ensure_dependencies curl jq`             |
+| `install_packages_with_retry` | APT install with retry       | `install_packages_with_retry nginx redis` |
+
+---
+
+## ❌ Anti-Patterns (NEVER use!)
+
+### 1. Pointless Variables
+
+```bash
+# ❌ WRONG - unnecessary variables
+APP_NAME="myapp"
+APP_DIR="/opt/${APP_NAME}"
+APP_USER="root"
+APP_PORT="3000"
+cd $APP_DIR
+
+# ✅ CORRECT - use directly
+cd /opt/myapp
+```
+
+### 2. Custom Download Logic
+
+```bash
+# ❌ WRONG - custom wget/curl logic
+RELEASE=$(curl -s https://api.github.com/repos/owner/repo/releases/latest | jq -r '.tag_name')
+wget https://github.com/owner/repo/archive/${RELEASE}.tar.gz
+tar -xzf ${RELEASE}.tar.gz
+mv repo-${RELEASE} /opt/myapp
+
+# ✅ CORRECT - use our function
+fetch_and_deploy_gh_release "myapp" "owner/repo"
+```
+
+### 3. Custom Version-Check Logic
+
+```bash
+# ❌ WRONG - custom version check
+CURRENT=$(cat /opt/myapp/version.txt)
+LATEST=$(curl -s https://api.github.com/repos/owner/repo/releases/latest | jq -r '.tag_name')
+if [[ "$CURRENT" != "$LATEST" ]]; then
+  # update...
+fi
+
+# ✅ CORRECT - use our function
+if check_for_gh_release "myapp" "owner/repo"; then
+  # update...
+fi
+```
+
+### 4. Docker-based Installation
+
+```bash
+# ❌ WRONG - using Docker
+docker pull myapp/myapp:latest
+docker run -d --name myapp myapp/myapp:latest
+
+# ✅ CORRECT - Bare-Metal Installation
+fetch_and_deploy_gh_release "myapp" "owner/repo"
+npm install && npm run build
+```
+
+### 5. Custom Runtime Installation
+
+```bash
+# ❌ WRONG - custom Node.js installation
+curl -fsSL https://deb.nodesource.com/setup_22.x | bash -
+apt install -y nodejs
+
+# ✅ CORRECT - use our function
+NODE_VERSION="22" setup_nodejs
+```
+
+### 6. Redundant echo Statements
+
+```bash
+# ❌ WRONG - custom logging messages
+echo "Installing dependencies..."
+apt install -y curl
+echo "Done!"
+
+# ✅ CORRECT - use msg_info/msg_ok
+msg_info "Installing Dependencies"
+$STD apt install -y curl
+msg_ok "Installed Dependencies"
+```
+
+### 7. Missing $STD Usage
+
+```bash
+# ❌ WRONG - apt without $STD
+apt install -y nginx
+
+# ✅ CORRECT - with $STD for silent output
+$STD apt install -y nginx
+```
+
+### 8. Wrapping `tools.func` Functions in msg Blocks
+
+```bash
+# ❌ WRONG - tools.func functions have their own msg_info/msg_ok!
+msg_info "Installing Node.js"
+NODE_VERSION="22" setup_nodejs
+msg_ok "Installed Node.js"
+
+msg_info "Updating Application"
+CLEAN_INSTALL=1 fetch_and_deploy_gh_release "appname" "owner/repo"
+msg_ok "Updated Application"
+
+# ✅ CORRECT - call directly without msg wrapper
+NODE_VERSION="22" setup_nodejs
+
+CLEAN_INSTALL=1 fetch_and_deploy_gh_release "appname" "owner/repo"
+```
+
+**Functions with built-in messages (NEVER wrap in msg blocks):**
+
+- `fetch_and_deploy_gh_release`
+- `check_for_gh_release`
+- `setup_nodejs`
+- `setup_postgresql` / `setup_postgresql_db`
+- `setup_mariadb` / `setup_mariadb_db`
+- `setup_mongodb`
+- `setup_mysql`
+- `setup_ruby`
+- `setup_go`
+- `setup_java`
+- `setup_php`
+- `setup_uv`
+- `setup_rust`
+- `setup_composer`
+- `setup_ffmpeg`
+- `setup_imagemagick`
+- `setup_gs`
+- `setup_adminer`
+- `setup_hwaccel`
+
+### 9. Creating Unnecessary System Users
+
+```bash
+# ❌ WRONG - LXC containers run as root, no separate user needed
+useradd -m -s /usr/bin/bash appuser
+chown -R appuser:appuser /opt/appname
+sudo -u appuser npm install
+
+# ✅ CORRECT - run directly as root
+cd /opt/appname
+$STD npm install
+```
+
+### 10. Using `export` in .env Files
+
+```bash
+# ❌ WRONG - export is unnecessary in .env files
+cat <<EOF >/opt/appname/.env
+export DATABASE_URL=postgres://...
+export SECRET_KEY=abc123
+export NODE_ENV=production
+EOF
+
+# ✅ CORRECT - simple KEY=VALUE format (files are sourced with set -a)
+cat <<EOF >/opt/appname/.env
+DATABASE_URL=postgres://...
+SECRET_KEY=abc123
+NODE_ENV=production
+EOF
+```
+
+### 11. Using External Shell Scripts
+
+```bash
+# ❌ WRONG - external script that gets executed
+cat <<'EOF' >/opt/appname/install_script.sh
+#!/bin/bash
+cd /opt/appname
+npm install
+npm run build
+EOF
+chmod +x /opt/appname/install_script.sh
+$STD bash /opt/appname/install_script.sh
+rm -f /opt/appname/install_script.sh
+
+# ✅ CORRECT - run commands directly
+cd /opt/appname
+$STD npm install
+$STD npm run build
+```
+
+### 12. Using `sudo` in LXC Containers
+
+```bash
+# ❌ WRONG - sudo is unnecessary in LXC (already root)
+sudo -u postgres psql -c "CREATE DATABASE mydb;"
+sudo -u appuser npm install
+
+# ✅ CORRECT - use functions or run directly as root
+PG_DB_NAME="mydb" PG_DB_USER="myuser" setup_postgresql_db
+
+cd /opt/appname
+$STD npm install
+```
+
+### 13. Unnecessary `systemctl daemon-reload`
+
+```bash
+# ❌ WRONG - daemon-reload is only needed when MODIFYING existing services
+cat <<EOF >/etc/systemd/system/appname.service
+# ... service config ...
+EOF
+systemctl daemon-reload  # Unnecessary for new services!
+systemctl enable -q --now appname
+
+# ✅ CORRECT - new services don't need daemon-reload
+cat <<EOF >/etc/systemd/system/appname.service
+# ... service config ...
+EOF
+systemctl enable -q --now appname
+```
+
+### 14. Creating Custom Credentials Files
+
+```bash
+# ❌ WRONG - custom credentials file is not part of the standard template
+msg_info "Saving Credentials"
+cat <<EOF >~/appname.creds
+Database User: ${DB_USER}
+Database Pass: ${DB_PASS}
+EOF
+msg_ok "Saved Credentials"
+
+# ✅ CORRECT - credentials are stored in .env or shown in final message only
+# The .env file contains credentials, no need for separate file
+```
+
+### 15. Wrong Footer Pattern
+
+```bash
+# ❌ WRONG - old cleanup pattern with msg blocks
+motd_ssh
+customize
+
+msg_info "Cleaning up"
+$STD apt-get -y autoremove
+$STD apt-get -y autoclean
+msg_ok "Cleaned"
+
+# ✅ CORRECT - use cleanup_lxc function
+motd_ssh
+customize
+cleanup_lxc
+```
+
+### 16. Manual Database Creation Instead of Functions
+
+```bash
+# ❌ WRONG - manual database creation
+DB_USER="myuser"
+DB_PASS=$(openssl rand -base64 18 | tr -dc 'a-zA-Z0-9' | cut -c1-13)
+$STD sudo -u postgres psql -c "CREATE ROLE $DB_USER WITH LOGIN PASSWORD '$DB_PASS';"
+$STD sudo -u postgres psql -c "CREATE DATABASE mydb WITH OWNER $DB_USER;"
+$STD sudo -u postgres psql -d mydb -c "CREATE EXTENSION IF NOT EXISTS postgis;"
+
+# ✅ CORRECT - use setup_postgresql_db function
+# This sets PG_DB_USER, PG_DB_PASS, PG_DB_NAME automatically
+PG_DB_NAME="mydb" PG_DB_USER="myuser" PG_DB_EXTENSIONS="postgis" setup_postgresql_db
+```
+
+### 17. Writing Files Without Heredocs
+
+```bash
+# ❌ WRONG - echo / printf / tee
+echo "# Config" > /opt/app/config.yml
+echo "port: 3000" >> /opt/app/config.yml
+
+printf "# Config\nport: 3000\n" > /opt/app/config.yml
+cat config.yml | tee /opt/app/config.yml
+```
+
+```bash
+# ✅ CORRECT - always use a single heredoc
+cat <<EOF >/opt/app/config.yml
+# Config
+port: 3000
+EOF
+```
+
+---
+
+## 📝 Important Rules
+
+### Variable Declarations (CT Script)
+
+```bash
+# Standard declarations (ALWAYS present)
+APP="AppName"
+var_tags="${var_tags:-tag1;tag2}"
+var_cpu="${var_cpu:-2}"
+var_ram="${var_ram:-2048}"
+var_disk="${var_disk:-8}"
+var_os="${var_os:-debian}"
+var_version="${var_version:-13}"
+var_unprivileged="${var_unprivileged:-1}"
+```
+
+### Update-Script Pattern
+
+```bash
+function update_script() {
+  header_info
+  check_container_storage
+  check_container_resources
+
+  # 1. Check if installation exists
+  if [[ ! -d /opt/appname ]]; then
+    msg_error "No ${APP} Installation Found!"
+    exit
+  fi
+
+  # 2. Check for update
+  if check_for_gh_release "appname" "owner/repo"; then
+    # 3. Stop service
+    msg_info "Stopping Service"
+    systemctl stop appname
+    msg_ok "Stopped Service"
+
+    # 4. Backup data (if present)
+    msg_info "Backing up Data"
+    cp -r /opt/appname/data /opt/appname_data_backup
+    msg_ok "Backed up Data"
+
+    # 5. Perform clean install
+    CLEAN_INSTALL=1 fetch_and_deploy_gh_release "appname" "owner/repo"
+
+    # 6. Rebuild (if needed)
+    cd /opt/appname
+    $STD npm install
+    $STD npm run build
+
+    # 7. Restore data
+    msg_info "Restoring Data"
+    cp -r /opt/appname_data_backup/. /opt/appname/data
+    rm -rf /opt/appname_data_backup
+    msg_ok "Restored Data"
+
+    # 8. Start service
+    msg_info "Starting Service"
+    systemctl start appname
+    msg_ok "Started Service"
+    msg_ok "Updated successfully!"
+  fi
+  exit  # IMPORTANT: Always end with exit!
+}
+```
+
+### Systemd Service Pattern
+
+```bash
+msg_info "Creating Service"
+cat <<EOF >/etc/systemd/system/appname.service
+[Unit]
+Description=AppName Service
+After=network.target
+
+[Service]
+Type=simple
+User=root
+WorkingDirectory=/opt/appname
+Environment=NODE_ENV=production
+ExecStart=/usr/bin/node /opt/appname/server.js
+Restart=on-failure
+RestartSec=5
+
+[Install]
+WantedBy=multi-user.target
+EOF
+systemctl enable -q --now appname
+msg_ok "Created Service"
+```
+
+### Installation Script Footer
+
+```bash
+# ALWAYS at the end of the install script:
+motd_ssh
+customize
+cleanup_lxc
+```
+
+---
+
+## 🔍 Checklist Before PR Creation
+
+- [ ] No Docker installation used
+- [ ] `fetch_and_deploy_gh_release` used for GitHub releases
+- [ ] `check_for_gh_release` used for update checks
+- [ ] `setup_*` functions used for runtimes (nodejs, postgresql, etc.)
+- [ ] **`tools.func` functions NOT wrapped in msg_info/msg_ok blocks**
+- [ ] No redundant variables
+- [ ] `$STD` before all apt/npm/build commands
+- [ ] `msg_info`/`msg_ok`/`msg_error` for logging (only for custom code)
+- [ ] Correct script structure followed
+- [ ] Update function present and functional
+- [ ] Data backup implemented in update function
+- [ ] `motd_ssh`, `customize`, `cleanup_lxc` at the end
+- [ ] No custom download/version-check logic
+- [ ] JSON metadata file created in `frontend/public/json/<appname>.json`
+
+---
+
+## 📖 Reference: Good Example (Termix)
+
+### CT Script: [ct/termix.sh](../ct/termix.sh)
+
+- Uses `check_for_gh_release` for version checking
+- Uses `CLEAN_INSTALL=1 fetch_and_deploy_gh_release` for clean updates
+- Backup/restore of `/opt/termix/data`
+- Correct structure with all required variables
+
+### Install Script: [install/termix-install.sh](../install/termix-install.sh)
+
+- `NODE_VERSION="22" setup_nodejs` instead of manual installation
+- `fetch_and_deploy_gh_release "termix" "Termix-SSH/Termix"` instead of wget/curl
+- Clean service configuration
+- Correct footer with `motd_ssh`, `customize`, `cleanup_lxc`
+
+---
+
+## � JSON Metadata Files
+
+Every application requires a JSON metadata file in `frontend/public/json/<appname>.json`.
+
+### JSON Structure
+
+```json
+{
+  "name": "AppName",
+  "slug": "appname",
+  "categories": [1],
+  "date_created": "2026-01-16",
+  "type": "ct",
+  "updateable": true,
+  "privileged": false,
+  "interface_port": 3000,
+  "documentation": "https://docs.appname.com/",
+  "website": "https://appname.com/",
+  "logo": "https://cdn.jsdelivr.net/gh/selfhst/icons@main/webp/appname.webp",
+  "config_path": "/opt/appname/.env",
+  "description": "Short description of the application and its purpose.",
+  "install_methods": [
+    {
+      "type": "default",
+      "script": "ct/appname.sh",
+      "resources": {
+        "cpu": 2,
+        "ram": 2048,
+        "hdd": 8,
+        "os": "Debian",
+        "version": "13"
+      }
+    }
+  ],
+  "default_credentials": {
+    "username": null,
+    "password": null
+  },
+  "notes": []
+}
+```
+
+### Required Fields
+
+| Field                 | Type    | Description                                        |
+| --------------------- | ------- | -------------------------------------------------- |
+| `name`                | string  | Display name of the application                    |
+| `slug`                | string  | Lowercase, no spaces, used for filenames           |
+| `categories`          | array   | Category ID(s) - see category list below           |
+| `date_created`        | string  | Creation date (YYYY-MM-DD)                         |
+| `type`                | string  | `ct` for container, `vm` for virtual machine       |
+| `updateable`          | boolean | Whether update_script is implemented               |
+| `privileged`          | boolean | Whether container needs privileged mode            |
+| `interface_port`      | number  | Primary web interface port (or `null`)             |
+| `documentation`       | string  | Link to official docs                              |
+| `website`             | string  | Link to official website                           |
+| `logo`                | string  | URL to application logo (preferably selfhst icons) |
+| `config_path`         | string  | Path to main config file (or empty string)         |
+| `description`         | string  | Brief description of the application               |
+| `install_methods`     | array   | Installation configurations                        |
+| `default_credentials` | object  | Default username/password (or null)                |
+| `notes`               | array   | Additional notes/warnings                          |
+
+### Categories
+
+| ID  | Category                  |
+| --- | ------------------------- |
+| 0   | Miscellaneous             |
+| 1   | Proxmox & Virtualization  |
+| 2   | Operating Systems         |
+| 3   | Containers & Docker       |
+| 4   | Network & Firewall        |
+| 5   | Adblock & DNS             |
+| 6   | Authentication & Security |
+| 7   | Backup & Recovery         |
+| 8   | Databases                 |
+| 9   | Monitoring & Analytics    |
+| 10  | Dashboards & Frontends    |
+| 11  | Files & Downloads         |
+| 12  | Documents & Notes         |
+| 13  | Media & Streaming         |
+| 14  | \*Arr Suite               |
+| 15  | NVR & Cameras             |
+| 16  | IoT & Smart Home          |
+| 17  | ZigBee, Z-Wave & Matter   |
+| 18  | MQTT & Messaging          |
+| 19  | Automation & Scheduling   |
+| 20  | AI / Coding & Dev-Tools   |
+| 21  | Webservers & Proxies      |
+| 22  | Bots & ChatOps            |
+| 23  | Finance & Budgeting       |
+| 24  | Gaming & Leisure          |
+| 25  | Business & ERP            |
+
+### Notes Format
+
+```json
+"notes": [
+    {
+        "text": "Change the default password after first login!",
+        "type": "warning"
+    },
+    {
+        "text": "Requires at least 4GB RAM for optimal performance.",
+        "type": "info"
+    }
+]
+```
+
+**Note types:** `info`, `warning`, `error`
+
+### Examples with Credentials
+
+```json
+"default_credentials": {
+    "username": "admin",
+    "password": "admin"
+}
+```
+
+Or no credentials:
+
+```json
+"default_credentials": {
+    "username": null,
+    "password": null
+}
+```
+
+---
+
+## �💡 Tips for AI Assistants
+
+1. **Search `tools.func` first** before implementing custom solutions
+2. **Use existing scripts as reference** (e.g., `linkwarden-install.sh`, `homarr-install.sh`)
+3. **Ask when uncertain** instead of introducing wrong patterns
+4. **Consistency > Creativity** - follow established patterns
+5. **Test local variables** - use `${VAR:-default}` pattern for optional values
+
+---
+
+## 📚 Further Documentation
+
+- [CONTRIBUTING.md](contribution/CONTRIBUTING.md) - General contribution guidelines
+- [GUIDE.md](contribution/GUIDE.md) - Detailed developer documentation
+- [TECHNICAL_REFERENCE.md](TECHNICAL_REFERENCE.md) - Technical details
+- [EXIT_CODES.md](EXIT_CODES.md) - Exit code reference