Enables MCP clients to query and diagnose machine-learning training runs through read-only tools for listing experiments, reading configurations and final metrics, comparing runs, sampling metric curves, and detecting training failures.

Enables automation of the QingSoft U+ learning platform by patrolling courses, homework and experiments, inspecting objective questions, filling and submitting answers, and handing subjective work back to a human, while also providing a generic browser automation toolset.

Enables AI assistants to connect to a student's university learning platform through Lightpanda, supporting consultation of courses, activities, deadlines, calendar events, downloadable materials, and assignment submissions via natural-language requests.

Design and edit e-learning courses, lessons and bricks from an AI assistant.

Query xAPI and cmi5 learning statements, KPIs and learner progress from an AI assistant.

Agentic Growth OS: idea backlog, experiment pipeline and learnings your team and AI agent share.

Check lessons and courses against their learning objectives, with each fix written.