Rose

AI agent framework, written from scratch (not based on openclaw), focused on stripping it down to the bare necessities, optimizing token count, reducing security risks. modular so you can enable only exactly what you need.

Run GGUF models easily with a KoboldAI UI. One File. Zero Install.

connects to an openAI API endpoint and just runs tools endlessly. you can custom code tools inside tools.py by just creating normal python classes with methods like any other python code

a very flexible and capable cross-platform MCP server intended to be run on your own device. it's inspired by classic AI assistants like Apple Siri, Amazon Alexa and Google Assistant, except with the power of an LLM!