Developer Onboarding: Getting Started with AICO¶
This guide is for developers and contributors. For general usage, installation, or user onboarding, see the User Guide (file does not exist).
Here you'll find everything you need to set up your development environment, understand the project structure, and start contributing.
Project Overview¶
AICO is an open-source, local-first AI companion designed to be emotionally present, embodied, and proactive. The project is modular, privacy-first, and extensible, with contributions welcome from developers, designers, researchers, and more.
Quick Install (End Users)¶
For end users who just want to use the CLI:
This installs the AICO CLI with all necessary dependencies. For development setup, continue reading below.
Contributing¶
See contributing.md
for ways to get involved, contribution etiquette, and project values.
Highlights: - All skillsets welcome (development, design, research, writing, testing, etc.) - Small, atomic commits and clear PRs - Respectful, constructive code reviews
Repository Structure¶
The AICO repository is organized as a polyglot monorepo, with each major component in its own directory:
aico/
│
├── backend/ # Python FastAPI backend (TBD)
│
├── frontend/ # Flutter UI app (TBD)
│
├── studio/ # React-based "Studio" for devs, power users, admins (TBD)
│
├── cli/ # Python Typer/Rich CLI (TBD)
│
├── proto/ # Protocol Buffers and shared API schemas
│
├── docs/ # Documentation (architecture, guidelines, etc.)
│
├── site/ # Built documentation/static site output (generated)
│
├── .github/ # GitHub workflows, issue templates, etc.
├── .git/ # Git repo metadata
├── .nojekyll # Prevents GitHub Pages processing
├── LICENSE
├── README.md
├── mkdocs.yml # MkDocs config for docs
└── ... (future: scripts/, Makefile, etc.)
Key Points:
- Each main component (backend, frontend, studio, cli) is isolated with its own dependencies and tooling.
- proto/
contains Protocol Buffer definitions for cross-component communication.
- docs/
holds all documentation, including architecture and development guides.
- site/
is generated from docs/
for static site hosting.
Development Principles¶
AICO follows strict guidelines for code quality, modularity, privacy, and extensibility. See guidelines.md
for details.
Highlights: - Simplicity and readability first - Modular, message-driven architecture - Privacy & security by design - Local-first, file-based databases - Extensible via plugins and clear interfaces
Setting Up Your Environment¶
Follow these steps to get started with AICO development:
1. Clone or Fork the Repository¶
Core team:
Contributors:- Fork the repository on GitHub.
- Clone your fork
2. Install Python 3.13.5¶
AICO requires Python 3.13.5 for all Python-based components. Download and install it from the official Python website:
After installation, verify with:
You should seePython 3.13.5
.
ℹ️ Data Encryption Approach
AICO uses application-level encryption with libSQL (SQLite with encryption). Additional databases (DuckDB, ChromaDB, RocksDB) are planned but not yet implemented. This approach provides better cross-platform compatibility and performance without requiring additional system dependencies.
3. UV Workspace Setup (Single Virtual Environment)¶
AICO uses UV workspace management with a unified pyproject.toml
at the root and a single shared virtual environment for all Python components.
Install UV globally (required):
Initial Setup:
# Clone and navigate to project root
cd aico
# Initialize UV workspace with all optional dependencies
uv sync --extra cli --extra backend --extra test
# Verify installation
uv run aico --help
uv run python -c "import fastapi; print('Backend deps ready')"
Key Changes from Previous Setup:
- Single .venv
at project root instead of per-component environments
- Unified pyproject.toml
with optional dependency groups (cli
, backend
, test
)
- UV workspace commands replace manual venv activation
- Shared dependencies automatically resolved across all components
Working with the Workspace:
# Run CLI commands
uv run aico gateway status
uv run aico db init
# Run backend server
uv run python backend/main.py
# or with uvicorn
uv run uvicorn backend.main:app --reload --port 8700
# Install additional dependencies
uv add requests # adds to core dependencies
uv add --group cli typer-cli # adds to CLI group
uv add --group backend fastapi-users # adds to backend group
# Sync after pyproject.toml changes
uv sync
Benefits of UV Workspace: - Single environment eliminates activation/deactivation complexity - Consistent dependency resolution across all components - Cache: LMDB for high-performance session caching - Simplified IDE configuration (one Python interpreter) - Automatic shared library integration
IDE Setup: Point your IDE to the
.venv/Scripts/python.exe
(Windows) or.venv/bin/python
(Unix) in the project root.
6. Setting Up the Flutter Frontend¶
The flutter project scaffolding is present in /frontend
.
Install Flutter:
- Download and install Flutter from the official site for your platform (Windows, macOS, Linux).
- After installation, check your version (we recommend Flutter 3.19+):
Set up platform dependencies:
- For Android: Install Android Studio and set up the Android SDK.
- For iOS (macOS only): Install Xcode and set up the iOS toolchain.
- For web/desktop: Follow Flutter platform setup instructions as needed.
Install dependencies:
Run the app:
.gitignore: is already configured to exclude build artifacts.Tip
Use VS Code, Android Studio, or Windsurf with the Flutter/Dart plugins for the best development experience.
7. Setting Up the React Admin Studio¶
All React/React-Admin code and dependencies found in /studio
.
Install Node.js & npm:
- Download and install the latest LTS version of Node.js from nodejs.org. npm is included.
- After installation, check your versions (we recommend Node.js 22.x+ and npm 11.x+):
Install Coverage Tools:
For generating HTML coverage reports across all subsystems:
Install dependencies:
Run the app:
.gitignore: Already configured to exclude build artifacts and node_modules
.
Tip: Use VS Code with React/TypeScript extensions for the best development experience.
Building and Running Components¶
Below are the build and run commands for each major part of the system. Substitute your platform (Windows, macOS, Linux) as appropriate.
Backend (Python FastAPI)¶
- All platforms (UV workspace):
CLI (Python CLI)¶
Run the CLI in development¶
- All platforms:
Build the CLI executable (PyInstaller)¶
- All platforms:
Run the built executable¶
- Windows:
- Linux/macOS:
Frontend (Flutter)¶
- All platforms:
- For desktop:
flutter run -d windows
(Windows),-d macos
(macOS),-d linux
(Linux) - For web:
flutter run -d chrome
- For mobile: Use
flutter devices
to list and select your target
Studio (React Admin UI)¶
- All platforms:
- Open http://localhost:3000 in your browser if it does not open automatically.
Development Notes¶
Dependency Management¶
AICO uses UV workspace management with a unified pyproject.toml
and shared virtual environment:
- Add dependencies:
uv add <package>
oruv add --group <group> <package>
- Python version:
>=3.13
(PyInstaller compatibility) - Sync dependencies:
uv sync
after changes - Optional groups:
cli
,backend
,test
Project Structure¶
The project follows a monorepo structure with shared libraries and unified tooling across all components.
Database Setup¶
AICO uses encrypted databases for all data storage with security by design. The setup process automatically handles directory creation, security initialization, and database configuration.
Quick Setup (Recommended)¶
# 1. Initialize AICO configuration directories
aico config init
# 2. Initialize encrypted database (auto-setup security if needed)
aico db init
# 3. Verify complete setup
aico config show
aico db show
Step-by-Step Process¶
1. Configuration Directory Setup¶
# Initialize all AICO directories (data, config, cache, logs)
aico config init
# Verify directory structure
aico config show
2. Database Initialization¶
# Create encrypted libSQL database with automatic security setup
aico db init
# Test database connection and encryption
aico db test
# View database configuration and paths
aico db show
Note: The aico db init
command automatically sets up master password security if not already configured, eliminating the need for separate aico security setup
step.
Directory Structure¶
After setup, you'll have cross-platform directories:
# Windows Example: %APPDATA%/aico/
# macOS Example: ~/Library/Application Support/aico/
# Linux Example: ~/.local/share/aico/
aico/
├── data/
│ ├── aico.db # Main libSQL database (encrypted)
│ ├── aico.db.salt # Encryption salt
│ ├── analytics.duckdb # Analytics database (planned)
│ └── chroma/ # Vector database directory (planned)
├── config/
│ ├── defaults/ # Default configuration files
│ └── environments/ # Environment-specific overrides
├── cache/ # Application cache
└── logs/ # Application logs
Configuration Management¶
AICO uses a hierarchical configuration system with externalized settings:
# View all configuration paths and settings
aico config show
# View database-specific configuration
aico db show
# Get specific configuration values
aico config get database.libsql.journal_mode
aico config get system.paths.directory_mode
Troubleshooting¶
Setup issues:
Database connection fails:
Security/encryption issues:
For detailed architecture and configuration options, see Data Layer Documentation.
Protocol Buffer Compilation¶
AICO uses Protocol Buffers for cross-component communication. After making changes to .proto
files, you need to regenerate the language-specific code.
Prerequisites¶
Install the Protocol Buffers compiler:
# macOS
brew install protobuf
# Ubuntu/Debian
sudo apt-get install protobuf-compiler
# Windows (via chocolatey)
choco install protoc
Install language-specific plugins:
# Python
pip install protobuf mypy-protobuf
# Dart (for Flutter frontend)
dart pub global activate protoc_plugin
# JavaScript/TypeScript (for Studio admin interface)
npm install -g protoc-gen-js protoc-gen-grpc-web
Generating Code¶
Note: All commands assume you're starting from the AICO project root directory (d:/dev/aico
).
For Python, you must include both the proto
directory and your venv's site-packages
as -I
(include) paths, so that Google well-known types are found.
Python (Backend & Shared):
From the project root (d:/dev/aico
), run:
protoc -I=proto -I=backend/.venv/Lib/site-packages --python_out=shared/aico/proto proto/aico_core_api_gateway.proto proto/aico_core_common.proto proto/aico_core_envelope.proto proto/aico_core_logging.proto proto/aico_core_plugin_system.proto proto/aico_core_update_system.proto proto/aico_emotion.proto proto/aico_integration.proto proto/aico_personality.proto proto/aico_conversation.proto
-I
path accordingly.
- If you get errors about missing google/protobuf/*.proto
files, make sure your venv's site-packages/google/protobuf/
directory contains the .proto
files. If not, download them from the official repo and copy them in.
Dart (Flutter Frontend):
cd proto
protoc -I=. --dart_out=../frontend/lib/generated ./core/*.proto ./emotion/*.proto ./conversation/*.proto ./personality/*.proto ./integration/*.proto
JavaScript/TypeScript (Studio Admin Interface):
cd proto
protoc -I=. --js_out=import_style=commonjs,binary:../studio/src/generated --grpc-web_out=import_style=commonjs,mode=grpcwebtext:../studio/src/generated ./core/*.proto ./emotion/*.proto ./conversation/*.proto ./personality/*.proto ./integration/*.proto
For detailed protobuf development guidelines, see Protocol Buffers & API Contracts.
Further Reading¶
- Contributing
- Architecture Overview
- Modules & Components (file does not exist)
- Developer Guidelines & Conventions
- Plugin System Overview
- Data Layer & Storage
- Admin UI Architecture
- Protocol Buffers & API Contracts
- Privacy & Security
This document is a living guide and will be updated as the project grows. If you have suggestions, please open an issue or PR!