An open-source MCP server that turns any LLM into an Intelligent Tutoring System. 50 years of cognitive science, MIT licensed.

Automated identification of students at risk of evasion and with the need to reinforce learning using classification algorithm and knowledge modeling.

Adaptive problem selection interface for EdX courses

Explaining Bayesian Knowledge Tracing using American Sign Language

Visualizing the Knowledge Components and Areas of Bayesian Knowledge Tracing

BKT Explainable Game Made in Unity

BKT parameter visualization with hot air balloons

Implements a grid-search method to find BKT parameters using a shared c library in Python. The shared c library implements the grid search to speed up the nested for loops. Functions to estimate BKT parameters, predictions, collapsed & non-collapsed rmse, auc_roc, accuracy and implement student-stratified k-fold cross-validation.

Recovering the latent cognitive structure of standardized examinations like JEE and NEET, and using it to generate personalized study plans

ML/AI workers for Innova EdTech. Python 3.11 + Anthropic Claude + Gemini Vision. Implements BKT calibration, IRT fitting, LLM error classification, and OCR vision pipeline. AWS Lambda container images.

Serverless backend for Innova EdTech. NestJS + TypeScript + Prisma. Orchestrates procedural math error detection (3°–6° Chilean primary school), BKT mastery tracking, and LLM-assisted classification via AWS Lambda, API Gateway, SQS FIFO.

A real-time edtech agent with screen OCR, pluggable LLMs , Bayesian Knowledge Tracing (BKT) for adaptive quizzes, spaced repetition, concept graphs, and collaborative classrooms. Built with FastAPI, React, and Supabase.

EduPath AI is an intelligent learning platform that analyzes student quiz performance using Bayesian Knowledge Tracing (BKT) to estimate mastery levels and generate personalized skill recommendations. The system uses a React frontend, Node.js backend, FastAPI AI services, and MongoDB to deliver adaptive learning insights and real-time dashboard.