Files
ProxmoxVEDHelperScripts/AGENTS.md
CanbiZ (MickLesk) 36a4635772 refactor: move config_path from root into install_methods
Migrated all 80 app JSON files to place config_path inside each
install_methods object instead of at the root level. This allows
different install methods (e.g. Debian vs Alpine) to have distinct
config paths.

Also updated AGENTS.md JSON structure example to reflect the change.
2026-04-14 14:51:01 +02:00

26 KiB
Raw Blame History

🤖 AI Contribution Guidelines for ProxmoxVED

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)

#!/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" "tarball"

    # 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)

#!/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 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" "tarball"

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" "tarball"
check_for_gh_release Checks for new version if check_for_gh_release "app" "owner/repo"; then
get_latest_github_release Returns latest release version string VERSION=$(get_latest_github_release "owner/repo")

Modes for fetch_and_deploy_gh_release:

# Tarball/Source (Standard) - always specify "tarball" explicitly
fetch_and_deploy_gh_release "appname" "owner/repo" "tarball"

# 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:

CLEAN_INSTALL=1 fetch_and_deploy_gh_release "appname" "owner/repo" "tarball"

Version file: After fetch_and_deploy_gh_release, the deployed version is stored in ~/.appname. You can read it with cat ~/.appname — useful when you need the version later (e.g. for build-time environment variables).

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/Variable Description Example
$LOCAL_IP Always available - contains the container's IP address echo "Access: http://${LOCAL_IP}:3000"
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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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

# ❌ 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
# ❌ 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

# ❌ 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

18. Hardcoded Versions for External Tools

# ❌ WRONG - hardcoded versions that will become outdated
RESTIC_VERSION="0.18.1"
RCLONE_VERSION="1.73.0"
curl -L -o restic.bz2 "https://github.com/restic/restic/releases/download/v${RESTIC_VERSION}/restic_${RESTIC_VERSION}_linux_amd64.bz2"

# ✅ CORRECT - use fetch_and_deploy_gh_release (always fetches latest)
fetch_and_deploy_gh_release "restic" "restic/restic" "singlefile" "latest" "/usr/local/bin" "restic_*_linux_amd64.bz2"

# If you need the version number later, read from the version file:
RES_VERSION=$(cat ~/.restic)
# Or use get_latest_github_release:
VERSION=$(get_latest_github_release "restic/restic")

19. Backing Up to /tmp in Update Scripts

# ❌ WRONG - /tmp can be cleared by the system
msg_info "Backing up Configuration"
cp /opt/appname/.env /tmp/appname.env.bak
msg_ok "Backed up Configuration"
# ... update ...
cp /tmp/appname.env.bak /opt/appname/.env

# ✅ CORRECT - back up directly into /opt
msg_info "Backing up Configuration"
cp /opt/appname/.env /opt/appname.env.bak
msg_ok "Backed up Configuration"
# ... update ...
cp /opt/appname.env.bak /opt/appname/.env
rm -f /opt/appname.env.bak

20. Using "(Patience)" in msg_info by Default

# ❌ WRONG - "(Patience)" should not be a default label
msg_info "Building Application (Patience)"
$STD npm run build
msg_ok "Built Application"

# ✅ CORRECT - use a plain label; only add (Patience) if the build truly takes 10+ minutes
msg_info "Building Application"
$STD npm run build
msg_ok "Built Application"

21. Writing Files Without Heredocs

# ❌ 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
# ✅ CORRECT - always use a single heredoc
cat <<EOF >/opt/app/config.yml
# Config
port: 3000
EOF

22. Using apt-get Instead of apt

# ❌ WRONG - apt-get is not the project convention
$STD apt-get install -y nginx
$STD apt-get update

# ✅ CORRECT - always use apt (consistent with tools.func)
$STD apt install -y nginx
$STD apt update

23. Listing Core/Pre-installed Packages as Dependencies

# ❌ WRONG - curl is already installed by _bootstrap() in install.func
# sudo is already available in LXC, mc is not a dependency
msg_info "Installing Dependencies"
$STD apt install -y \
  curl \
  sudo \
  mc \
  fuse3
msg_ok "Installed Dependencies"

# ✅ CORRECT - only list packages that are actually needed by the application
msg_info "Installing Dependencies"
$STD apt install -y fuse3
msg_ok "Installed Dependencies"

Packages that must NOT be listed as dependencies (already available):

  • curl — installed by _bootstrap() in install.func
  • sudo — base LXC package (and scripts run as root anyway)
  • wget — base Debian LXC package
  • gnupg / gpg — base Debian package
  • ca-certificates — base Debian package
  • apt-transport-https — obsolete on Debian 12+
  • jq — auto-installed by ensure_dependencies in tools.func when needed
  • mc — not a dependency, personal preference tool

When to omit the dependency block entirely: If the app only needs packages provided by setup_* helpers (e.g., Node.js, PostgreSQL, Go) or is a prebuilt binary with no native deps, skip the "Installing Dependencies" block completely.


📝 Important Rules

Variable Declarations (CT Script)

# 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

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" "tarball"

    # 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

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"
# 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 (with explicit mode like "tarball")
  • 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
  • No hardcoded versions for external tools (use fetch_and_deploy_gh_release or get_latest_github_release)
  • $STD before all apt/npm/build commands
  • apt used (NOT apt-get) — consistent with tools.func
  • No core packages listed as dependencies (curl, sudo, wget, jq, mc are pre-installed)
  • 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 (backups go to /opt, NOT /tmp)
  • motd_ssh, customize, cleanup_lxc at the end
  • No custom download/version-check logic
  • No default (Patience) text in msg_info labels
  • JSON metadata file created in json/<appname>.json

📖 Reference: Good Example (Termix)

CT Script: 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

  • 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

<EFBFBD> JSON Metadata Files

Every application requires a JSON metadata file in json/<appname>.json.

JSON Structure

{
  "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",
  "description": "Short description of the application and its purpose.",
  "install_methods": [
    {
      "type": "default",
      "script": "ct/appname.sh",
      "config_path": "/opt/appname/.env",
      "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)
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

"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

"default_credentials": {
    "username": "admin",
    "password": "admin"
}

Or no credentials:

"default_credentials": {
    "username": null,
    "password": null
}

<EFBFBD>💡 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