Strengths
- Supports all major LLMs and vector databases out-of-the-box
- Combines visual editor with Python source code customization
- Enables quick deployment as API or MCP server
- Includes pre-built templates and components for rapid prototyping
- Offers a desktop app with automatic updates and dependency management
Limitations
- Requires Python 3.10–3.13 and uv for local installation or Docker for Linux
- Docker deployment on servers may require firewall adjustments for security
- Cloud deployments require manual addition of LLM API keys