1Panel-dev/maxkb ? reverse-engineered prompt

Build me an open source web app for creating enterprise AI assistants that can answer questions from company knowledge, run workflows, and connect to outside tools.

I want a clean admin interface where I can upload documents or crawl pages, have them automatically processed into a searchable knowledge base, and then use that content for chat answers with fewer made up responses. It should also let me set up agent style workflows, add tools, and plug into MCP so the assistant can do more than just chat.

Make it work with common models like DeepSeek, Llama, Qwen, OpenAI, Claude, and Gemini, and support text, images, audio, and video where possible. Please include a simple way to run it locally or with Docker, plus a polished dashboard for managing bots, data sources, and conversations. If you need current setup details, look up the latest docs online and follow the existing project structure.