Examples

The fastest way to explore ToolUniverse is through the Python guide, which includes copy-paste examples for installation, tool loading, running queries, and finding tools:

Python Guide with Examples

For complete research workflow examples using AI agents, see:

Scientific Workflows

For real-world end-to-end examples combining multiple tools, see the AI Agent Skills — each skill entry links to its GitHub source with implementation details.