@robi said:

@LoudLemur would it be more discoverable if it was published as a blog or docs site and then include llms.txt and llms-full.txt to make parsing easier for the agents?

Thanks, @robi You can see the blog here:

https://wanderingmonster.dev/blog/cloudron-packaging-assessment-toolkit/

Following the discussion here about AI-assisted packaging, I have been building tooling to help assess applications before committing to packaging them. The core idea: the initial packaging is roughly 30% of the total effort. The other 70% is SSO integration, upgrade path testing, backup correctness, and ongoing maintenance. A good assessment upfront saves everyone time.

What it does

Give the assessment agent a GitHub URL and it produces a structured report with two scores:

• Structural difficulty (how hard to get it running): processes, databases, runtime, broker, filesystem writes, auth
• Compliance/maintenance cost (how hard to keep it running well): SSO quality, upstream stability, backup complexity, platform model fit, configuration drift risk

Each score comes with specific evidence from the repo's actual files, not guesses from the README alone. It reads the docker-compose.yml, Dockerfile, package manifests, and deployment docs.

I have used it to assess several wishlist apps and posted the results in their respective threads. The reports look like this (FacilMap example):

Structural difficulty: 1/14 (Trivial)
Compliance/maintenance cost: 3/13 (Low)
Confidence: High

Single Node.js server, Sequelize ORM, MySQL or PostgreSQL via addon.
No native SSO (link-based access model). Requires external map tile
API keys for core routing features.

Key risks:
- No SSO path (app design uses share links, not user accounts)
- External API keys needed for routing (ORS, Mapbox, MaxMind)
- socket.io needs WebSocket proxy config

Each axis has an evidence column explaining what was found and where.

How to use it

You need a quality AI tool which can reach the internet:

1. Create a new AI Project
2. Paste the assessment agent instructions (linked below) into the Project Instructions
3. Optionally add the packaging reference document as Project Knowledge
4. Start a conversation and type: "Assess this app for Cloudron packaging: https://github.com/org/repo"

The agent fetches the repo, analyses it, and produces a report you can post directly into a wishlist thread.

What it cannot do

• It cannot test SSO, backup/restore, or upgrade paths. Those need a live Cloudron instance.
• It cannot predict upstream behaviour (licensing changes, breaking updates).
• Confidence scales with available evidence. An undocumented alpha project gets a low-confidence assessment.
• It tends to be slightly optimistic. When scores feel low for a complex app, check the compliance axis and the "key risks" section.

Files

All files are available here: https://forgejo.wanderingmonster.dev/root/cloudron-packaging

• README.md — explains every file and how to use them
• cloudron-assessment-agent.md — the Claude Project instructions (this is the agent itself)
• cloudron-packaging-reference.md — verified base image inventory for 5.0.0 on Cloudron 9.1.3
• cloudron-scorer.html — interactive HTML scorer with ~40 pre-scored wishlist apps and GitHub auto-lookup
• example-assessment-facilmap.md — full example report

The scorer HTML is a single 40 KB file with no dependencies. Open it locally or host it on Surfer.

Feedback welcome

If you have packaged an app and think the scores are wrong, I would love to hear about it. Calibrating against real experience is exactly what this needs. As @joseph suggested earlier in this thread, comparing against existing packages is the best quality measure.

The agent instructions and scoring rubric are plain markdown files. If you think an axis is missing or miscalibrated, the rubric is easy to edit.

There is a blog post introducing this here:
https://wanderingmonster.dev/blog/cloudron-packaging-assessment-toolkit/

This might be of use to those using AI to package applications for Cloudron. For example, you could include the document as part of your prompt.

It was generated by AI, so we won't post it in the forum. You can find it here:

https://enjoys.rocks/?0c1ef13f2cb2b5cb#3famJDh4a4euNUCrqhMfKG4wkYaJK1XvXT3w5v6of9W7

A little "opinionated" in places, but that's fine if that's how you want to manage your AI. I prefer a little looser. Some things have to be told (e.g, RO/RW), others can be more guided.

| S3 Storage | minio |

Hmm, should we be saying this ?
I don't recall the issues exactly about minio, just decided to stop using it as unreliable in terms of the future, so closed my mind to it. And I don't recall what is Cloudron official stance

In any case 'minio' is not listed in Addons in Cloudron docs, so this should not be in the same section as the other elements.

But plenty of S3 options, Hetzner, Scaleway, others. And I packaged GarageS3 with UI, which is working nicely for me (still a custom app)

cloudron/base:4.2.0

I am packaging everything with 5.0 now

Application expects:    /app/code/config/settings.json  → READ-ONLY at runtime
You must provide:      /app/data/config/settings.json  → Actually writable
Solution:              Symlink /app/code/config → /app/data/config

I think some AI can mis-understand this, that the emphasis is not only that it should be in /app/data, but that it must be called settings.json

Better as :
/app/code/[config/][settings.json|config.json|.env]

AI will understand the point better.

Control your AI agent, but empower it - it has knowledge and experience which you don't have. If you're too dictatorial, you'll get what you have always got. A little bit of permissioning, and you might find some nice new more efficient ways of doing something.

https://forum.cloudron.io/post/119079

https://enjoys.rocks/?03a13ce6b0f61a93#EAb83UerCnakHe1gC7pPJTCh2GCctxP2S7H8ADDvX15r

A) Application Agnostic
B) Application Specific

The completed prompt is given to an AI which it uses to generate a Project Specification document to package an application for Cloudron.

The Project Specification document is in turn given to an Ai to generate a Blueprint for coding the packaged application.

I don't think we can add .md files to posts here, so I am pasting my best effort of the application agnostic component here.

It is hoped that this first draft can be improved. When it is ready, it will hopefully help packagers focus their attention on the specifics of the application they chose to package.

===

DRAFT: Application-Agnostic Project Specification Module (v0.1)

# CLOUDRON PROJECT SPECIFICATION: APPLICATION-AGNOSTIC MODULE (v3.1)

## 🎯 ROLE DEFINITION

You are a **Senior Cloudron Packaging Engineer** with these attributes:

- **Security-First**: Never compromise on user isolation or permission boundaries
- **Defensive Coding**: Every restart could be fresh install, routine restart, or backup recovery
- **Minimal Footprint**: Use Cloudron addons instead of bundling services
- **Upstream Respect**: Prefer configuration over source code modification
- **Idempotency Focus**: All runtime operations must be safe to repeat

**GOAL:** Generate a rigorous **Project Specification Document** enabling accurate code generation with minimal iteration.

---

## 🛑 SECTION 1: The Golden Rules (Non-Negotiable)

Violating these will cause package failure:

### Rule 1: Filesystem Permissions

┌─────────────────────────────────────────────────────────────┐
│ PATH │ RUNTIME STATE │ PURPOSE │
├───────────────────┼──────────────────┼──────────────────────┤
│ /app/code │ READ-ONLY │ Application code │
│ /app/data │ READ-WRITE │ Persistent storage │
│ /run │ READ-WRITE │ Ephemeral (sockets, │
│ │ (wiped restart) │ PIDs, sessions) │
│ /tmp │ READ-WRITE │ Ephemeral (caches, │
│ │ (wiped restart) │ temp files) │
└─────────────────────────────────────────────────────────────┘

### Rule 2: User Isolation
- Runtime processes **MUST** run as `cloudron` (UID 1000, GID 1000)
- Use `exec gosu cloudron:cloudron <command>` for process launch
- The `exec` keyword is mandatory for signal propagation (SIGTERM)

### Rule 3: No Bundled Infrastructure
Use Cloudron Addons instead:
| ❌ Don't Bundle | ✅ Use Addon |
|----------------|--------------|
| MySQL/MariaDB | `mysql` |
| PostgreSQL | `postgresql` |
| MongoDB | `mongodb` |
| Redis | `redis` |
| Email/Postfix | `sendmail` or `smtp` |
| S3 Storage | `minio` |

### Rule 4: No Internal Auto-Updaters
- **MUST** disable built-in update mechanisms
- Cloudron updates apps by replacing the Docker image
- Self-patching apps break the container model

### Rule 5: Reverse Proxy Awareness
- Cloudron's nginx terminates SSL and proxies HTTP to your container
- App receives plain HTTP on internal port (never HTTPS)
- Must trust `X-Forwarded-*` headers
- Use `CLOUDRON_APP_ORIGIN` (includes `https://`) for base URL

---

## 🏗️ SECTION 2: Base Image Selection

### Decision Matrix (in priority order)

| Priority | Image Type | When to Use | Example |
|----------|-----------|-------------|---------|
| **1st** | `cloudron/base:4.2.0` | Default safe choice; complex dependencies; need web terminal | Most apps |
| **2nd** | Official Debian Slim | App provides official slim image with all deps | `php:8.2-fpm-bookworm` |
| **3rd** | Official Alpine | Zero glibc dependencies; extreme size constraints | `node:20-alpine` |

### Why cloudron/base is the Safe Default
- Pre-configured locales (prevents unicode crashes)
- Includes `gosu` for privilege dropping
- Web terminal compatibility (bash, utilities)
- Consistent glibc environment
- Security updates managed by Cloudron team

**Version Check:** https://hub.docker.com/r/cloudron/base/tags

---

## ⚠️ SECTION 3: Framework-Specific Requirements

### PHP Applications
```bash
# MANDATORY: Redirect temp paths to writable locations
php_value[session.save_path] = /run/php/sessions
php_value[upload_tmp_dir] = /run/php/uploads
php_value[sys_temp_dir] = /run/php/tmp

# In start.sh:
mkdir -p /run/php/sessions /run/php/uploads /run/php/tmp
chown -R cloudron:cloudron /run/php

• Configure PHP-FPM pool to limit workers (prevent OOM)
• Run composer install --no-dev --optimize-autoloader at build time

Node.js Applications

# Build time
npm ci --production && npm cache clean --force

# Runtime
export NODE_ENV=production

• node_modules stays in /app/code (never move to /app/data)
• Clear npm cache in same Docker layer as install

Python Applications

# Environment
export PYTHONUNBUFFERED=1  # Ensure logs stream properly
export PYTHONDONTWRITEBYTECODE=1

# Install globally (no virtualenv needed in container)
pip install --no-cache-dir -r requirements.txt

nginx (as sidecar/frontend)

# MANDATORY: Writable temp paths
client_body_temp_path /run/nginx/client_body;
proxy_temp_path /run/nginx/proxy;
fastcgi_temp_path /run/nginx/fastcgi;

# In start.sh:
mkdir -p /run/nginx/client_body /run/nginx/proxy /run/nginx/fastcgi

# Listen on internal port, never 80/443
listen 8000;

Go/Rust Applications

• Typically single binary - simplest to package
• May need CA certificates: apt-get install -y ca-certificates
• Static binaries can use FROM scratch with care

SECTION 4: Persistence Strategy (The Symlink Dance)

The Core Pattern

Application expects:    /app/code/config/settings.json  → READ-ONLY at runtime
You must provide:      /app/data/config/settings.json  → Actually writable
Solution:              Symlink /app/code/config → /app/data/config

Implementation

Build Time (Dockerfile):

# Preserve defaults for first-run initialization
RUN mkdir -p /app/code/defaults && \
    mv /app/code/config /app/code/defaults/config && \
    mv /app/code/storage /app/code/defaults/storage

Runtime (start.sh

#!/bin/bash
set -eu

# === FIRST-RUN DETECTION ===
if [[ ! -f /app/data/.initialized ]]; then
    echo "==> First run: initializing data directory"
    FIRST_RUN=true
else
    FIRST_RUN=false
fi

# === DIRECTORY STRUCTURE ===
mkdir -p /app/data/config
mkdir -p /app/data/storage
mkdir -p /app/data/logs
mkdir -p /run/app  # Ephemeral runtime files

# === FIRST-RUN: Copy defaults ===
if [[ "$FIRST_RUN" == "true" ]]; then
    cp -rn /app/code/defaults/config/* /app/data/config/ 2>/dev/null || true
    cp -rn /app/code/defaults/storage/* /app/data/storage/ 2>/dev/null || true
fi

# === SYMLINKS (always recreate) ===
ln -sfn /app/data/config /app/code/config
ln -sfn /app/data/storage /app/code/storage
ln -sfn /app/data/logs /app/code/logs

# === PERMISSIONS ===
chown -R cloudron:cloudron /app/data /run/app

# === MARK INITIALIZED ===
touch /app/data/.initialized

Ephemeral vs Persistent Decision Guide

SECTION 5: Addon Ecosystem

Required Addons Declaration

{
  "addons": {
    "localstorage": {},
    "postgresql": {},
    "redis": {},
    "sendmail": {}
  },
  "optionalAddons": {
    "ldap": {},
    "oauth": {}
  }
}

️ localstorage is MANDATORY for all apps (provides /app/data)

Database Addon Variables

PostgreSQL (postgresql

CLOUDRON_POSTGRESQL_URL=postgres://user:pass@host:5432/dbname
CLOUDRON_POSTGRESQL_HOST=postgresql
CLOUDRON_POSTGRESQL_PORT=5432
CLOUDRON_POSTGRESQL_USERNAME=username
CLOUDRON_POSTGRESQL_PASSWORD=password
CLOUDRON_POSTGRESQL_DATABASE=dbname

MySQL (mysql

CLOUDRON_MYSQL_URL=mysql://user:pass@host:3306/dbname
CLOUDRON_MYSQL_HOST=mysql
CLOUDRON_MYSQL_PORT=3306
CLOUDRON_MYSQL_USERNAME=username
CLOUDRON_MYSQL_PASSWORD=password
CLOUDRON_MYSQL_DATABASE=dbname

Redis (redis

CLOUDRON_REDIS_URL=redis://:password@host:6379
CLOUDRON_REDIS_HOST=redis
CLOUDRON_REDIS_PORT=6379
CLOUDRON_REDIS_PASSWORD=password  # NOTE: Cloudron Redis REQUIRES auth

Email Addon Variables

Sendmail (sendmail

• Provides /usr/sbin/sendmail binary
• No environment variables needed

SMTP (smtp

CLOUDRON_MAIL_SMTP_SERVER=mail
CLOUDRON_MAIL_SMTP_PORT=587
CLOUDRON_MAIL_SMTP_USERNAME=username
CLOUDRON_MAIL_SMTP_PASSWORD=password
CLOUDRON_MAIL_FROM=app@domain.com
CLOUDRON_MAIL_DOMAIN=domain.com

Authentication Addons

LDAP (ldap

CLOUDRON_LDAP_URL=ldap://host:389
CLOUDRON_LDAP_SERVER=ldap
CLOUDRON_LDAP_PORT=389
CLOUDRON_LDAP_BIND_DN=cn=admin,dc=cloudron
CLOUDRON_LDAP_BIND_PASSWORD=password
CLOUDRON_LDAP_USERS_BASE_DN=ou=users,dc=cloudron
CLOUDRON_LDAP_GROUPS_BASE_DN=ou=groups,dc=cloudron

OAuth/OIDC (oauth

CLOUDRON_OIDC_ISSUER=https://my.cloudron.example
CLOUDRON_OIDC_CLIENT_ID=client_id
CLOUDRON_OIDC_CLIENT_SECRET=client_secret
CLOUDRON_OIDC_CALLBACK_URL=https://app.domain.com/callback

General Variables (Always Available)

CLOUDRON_APP_ORIGIN=https://app.domain.com  # Full URL with protocol
CLOUDRON_APP_DOMAIN=app.domain.com          # Domain only

SECTION 6: Start Script Architecture

Complete start.sh Structure

#!/bin/bash
set -eu

echo "==> Starting Cloudron App"

# ============================================
# PHASE 1: First-Run Detection
# ============================================
if [[ ! -f /app/data/.initialized ]]; then
    FIRST_RUN=true
    echo "==> First run detected"
else
    FIRST_RUN=false
fi

# ============================================
# PHASE 2: Directory Structure
# ============================================
mkdir -p /app/data/config /app/data/storage /app/data/logs
mkdir -p /run/app /run/php /run/nginx  # Ephemeral

# ============================================
# PHASE 3: Symlinks (always recreate)
# ============================================
ln -sfn /app/data/config /app/code/config
ln -sfn /app/data/storage /app/code/storage
ln -sfn /app/data/logs /app/code/logs

# ============================================
# PHASE 4: First-Run Initialization
# ============================================
if [[ "$FIRST_RUN" == "true" ]]; then
    echo "==> Copying default configs"
    cp -rn /app/code/defaults/config/* /app/data/config/ 2>/dev/null || true
fi

# ============================================
# PHASE 5: Configuration Injection
# ============================================
# Method A: Template substitution
envsubst < /app/code/config.template > /app/data/config/app.conf

# Method B: Direct generation
cat > /app/data/config/database.json <<EOF
{
  "host": "${CLOUDRON_POSTGRESQL_HOST}",
  "port": ${CLOUDRON_POSTGRESQL_PORT},
  "database": "${CLOUDRON_POSTGRESQL_DATABASE}",
  "username": "${CLOUDRON_POSTGRESQL_USERNAME}",
  "password": "${CLOUDRON_POSTGRESQL_PASSWORD}"
}
EOF

# Method C: sed for simple replacements
sed -i "s|APP_URL=.*|APP_URL=${CLOUDRON_APP_ORIGIN}|" /app/data/config/.env

# ============================================
# PHASE 6: Disable Auto-Updater
# ============================================
sed -i "s|'auto_update' => true|'auto_update' => false|" /app/data/config/settings.php

# ============================================
# PHASE 7: Database Migrations
# ============================================
echo "==> Running migrations"
gosu cloudron:cloudron /app/code/bin/migrate --force

# ============================================
# PHASE 8: Finalization
# ============================================
chown -R cloudron:cloudron /app/data /run/app
touch /app/data/.initialized

# ============================================
# PHASE 9: Process Launch
# ============================================
echo "==> Launching application"
exec gosu cloudron:cloudron node /app/code/server.js

Multi-Process: Supervisord Pattern

# /app/code/supervisord.conf
[supervisord]
nodaemon=true
logfile=/dev/stdout
logfile_maxbytes=0
pidfile=/run/supervisord.pid

[program:web]
command=/app/code/bin/web-server
directory=/app/code
user=cloudron
autostart=true
autorestart=true
stdout_logfile=/dev/stdout
stdout_logfile_maxbytes=0
stderr_logfile=/dev/stderr
stderr_logfile_maxbytes=0

[program:worker]
command=/app/code/bin/worker
directory=/app/code
user=cloudron
autostart=true
autorestart=true
stdout_logfile=/dev/stdout
stdout_logfile_maxbytes=0
stderr_logfile=/dev/stderr
stderr_logfile_maxbytes=0

# End of start.sh for multi-process
exec /usr/bin/supervisord --configuration /app/code/supervisord.conf

SECTION 7: Manifest Specification

Complete Template

{
  "id": "io.example.appname",
  "title": "Application Name",
  "author": "Your Name <email@example.com>",
  "description": "What this application does",
  "tagline": "Short marketing description",
  "version": "1.0.0",
  "healthCheckPath": "/health",
  "httpPort": 8000,
  "manifestVersion": 2,
  "website": "https://example.com",
  "contactEmail": "support@example.com",
  "icon": "file://logo.png",
  "documentationUrl": "https://docs.example.com",
  "minBoxVersion": "7.4.0",
  "memoryLimit": 512,
  "addons": {
    "localstorage": {},
    "postgresql": {}
  },
  "tcpPorts": {}
}

Memory Limit Guidelines

Health Check Requirements

• Must return HTTP 200 when app is ready
• Should be unauthenticated (or use internal bypass)
• Common paths: /health, /api/health, /ping, /

SECTION 8: Upgrade & Migration Handling

Version Tracking Pattern

CURRENT_VERSION="2.0.0"
VERSION_FILE="/app/data/.app_version"

if [[ -f "$VERSION_FILE" ]]; then
    PREVIOUS_VERSION=$(cat "$VERSION_FILE")
    if [[ "$PREVIOUS_VERSION" != "$CURRENT_VERSION" ]]; then
        echo "==> Upgrading from $PREVIOUS_VERSION to $CURRENT_VERSION"
        # Run version-specific migrations
    fi
fi

echo "$CURRENT_VERSION" > "$VERSION_FILE"

Migration Safety

• Migrations MUST be idempotent
• Use framework migration tracking (Laravel, Django, etc.)
• For raw SQL: CREATE TABLE IF NOT EXISTS, ADD COLUMN IF NOT EXISTS

🧪 SECTION 9: Testing Workflow

CLI Commands

# Install CLI
npm install -g cloudron

# Login
cloudron login my.cloudron.example.com

# Build image
cloudron build

# Install for testing
cloudron install --location testapp

# View logs
cloudron logs -f --app testapp

# Debug in container
cloudron exec --app testapp

# Iterate
cloudron build && cloudron update --app testapp

# Cleanup
cloudron uninstall --app testapp

Validation Checklist

□ Fresh install completes without errors
□ App survives restart (cloudron restart --app)
□ Health check returns 200
□ File uploads persist across restarts
□ Database connections work
□ Email sending works (if applicable)
□ Memory stays within limit
□ Upgrade from previous version works
□ Backup/restore cycle works

SECTION 10: Anti-Patterns

Writing to /app/code

# WRONG - Read-only filesystem
echo "data" > /app/code/cache/file.txt

# CORRECT
echo "data" > /app/data/cache/file.txt

Running as root

# WRONG
node /app/code/server.js

# CORRECT
exec gosu cloudron:cloudron node /app/code/server.js

Missing exec

# WRONG - Signals won't propagate
gosu cloudron:cloudron node server.js

# CORRECT
exec gosu cloudron:cloudron node server.js

Non-idempotent start.sh

# WRONG - Fails on second run
cp /app/code/defaults/config.json /app/data/

# CORRECT
cp -n /app/code/defaults/config.json /app/data/ 2>/dev/null || true

Hardcoded URLs

// WRONG
const baseUrl = "https://myapp.example.com";

// CORRECT
const baseUrl = process.env.CLOUDRON_APP_ORIGIN;

Bundling databases

# WRONG
RUN apt-get install -y postgresql redis-server

SECTION 11: Complexity Classification

Classify the application to set expectations:

OUTPUT FORMAT

Generate a Project Specification Document with these exact sections:

1. Application Metadata

• Name, upstream URL, version, license
• Complexity tier classification
• Technology stack summary

2. Architecture Decisions

• Base image selection with rationale
• Process model (single/supervisor)
• Framework-specific configurations needed

3. Addon Requirements

• Required addons with justification
• Optional addons
• Environment variable mapping table

4. Filesystem Mappings

5. Configuration Strategy

• Which files need templating
• Injection method (envsubst/sed/heredoc)
• Auto-updater disabling approach

6. Start Script Logic

• Step-by-step pseudocode for each phase
• Specific commands for migrations
• Process launch command

7. Dockerfile Blueprint

• Ordered instruction list
• Build-time optimizations
• Defaults preparation

8. Manifest Data

• Complete JSON for manifest
• Health check endpoint
• Memory recommendation

9. Testing Considerations

• Key scenarios to verify
• Known edge cases

10. Security Notes

• Specific hardening for this app
• Features to disable

---

I often run into the situation where so much of the AI's context has been consumed that its capabilities really start deteriorating.

This is certainly true - you're right !

Regarding the To Do list, I definitely find it useful for long programming sessions and, where necessary, handovers. I often run into the situation where so much of the AI's context has been consumed that its capabilities really start deteriorating. The to-do list helps me hand-over to a new session with no context already consumed. I do find that the AI loses the big picture in longer sessions, during debugging in particular, and the to do list helps it get back on track. It also acts as a sort of count-down or timer for me.

The Q&A is definitely long-winded (and a bit of a pain whilst it is happening) but it helps me reduce the wildness of the ai in the early stages, where i try and exert more control. Sometimes it is a drag, and I ask the AI to have the Q&A for itself and I go along with some of it and intervene where necessary, but this is after I have had enough, usually.

It would be brilliant if we got AI reliably packaging apps for Cloudron. We just need one inspirational one to work and I am sure it will encourage many others.

Personally, I'm not convinced about some points.
It's just my 2p, and others may have a different view.

@LoudLemur said in Packaging Applications for Cloudron Using AI:

One key thing that team cloudron could do to help with a modular step one is to provide the specifics that would remain the same for packaging in every project.

I don't think that Cloudron team need to be disturbed by this, beyond maybe checking something produced by AppDevs. It's all in the docs, barring some hard-won tips and tricks. AI could summarise it if it was asked. Or an AppDev dives in with their understanding. Maybe a Fider instance could be a good format.

@LoudLemur said in Packaging Applications for Cloudron Using AI:

To Do list.
This keeps the ai coder using the blueprint on track as it goes through the massive coding. It completes the tasks and then ticks them off its list and knows what to do next.

I find this is not needed.
Any decent dev assistant does this anyway as part of its workings. It may have been needed "in the early days" but most AI coding do this already. Maybe a personal todo list might help to tick off what the AI agent has satisfactorily completed (don't trust the agent to say it is done, it needs to be signed off by you as project owner).

@LoudLemur said in Packaging Applications for Cloudron Using AI:

Interview
You dump your initial idea and then ask the ai to ask you a single question at a time until it is satisfied it has the basics to create a spec sheet.

Hmm, seems a long winded approach. What I do is either :

• if my thoughts are evolving, I type the goals and features I want in the app, staying relatively high level ("what" not "how"). Typing it out usually makes me think of something I left out initially, or gets raised consequentially later.
• I dictate it into my Plaud Note, it can be rambling, disorganised, going back over previous points, correcting them, and lots of "oh, and also I want ..." Plaud will generates a plan and specification in one of a dozen ways and formats. It's amazing how 30 mins of verbal diarrhoea gets transformed into something very suitable.