TUTOR-MCP
> An adaptive learning engine exposed as an MCP server. It turns any LLM into a personalised tutor with real-time cognitive state tracking, spaced-repetition scheduling, misconception diagnosis, and a metacognitive loop that helps learners become autonomous.
learning
What to learn, when. Five cognitive algorithms update the learner model in real time.
BKT · FSRS · IRT · PFA · KST
metacognitive
How the learner learns. Calibration tracking, autonomy score, mirror mechanism.
affect · calibration · autonomy · mirror
motivation
Why this matters. Signal-driven briefs, interest phases, no canned pep talk.
milestone · growth · reframe · utility
30
5
9
90
0-1
Go 1.25 · SQLite · MCP Go SDK · OAuth 2.1 · JWT · cron · Discord webhooks