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GSOC 2025 PROJECT

VCell-AI: AI Analysis & Querying Platform

Contributor
Kacem Mathlouthi
Mentors
MichaelBlinov, Jim Schaff, Mindy Zhang
Organization
National Resource for Network Biology (NRNB)Science and medicine
Program
GSoC 2025In progress

About this project

Description from the program archive

This project aims to build an intelligent chatbot and web interface that allows researchers to query and explore models from the VCell BioModel Database using natural language. Users will be able to search by geometry, solver, or biological context, access both public and private models, generate visual diagrams, and receive contextual explanations. The system will use LLMs, a Retrieval-Augmented Generation (RAG) pipeline, and VCell APIs to support model interpretation and simulation. Deliverables include a modular backend of specialized agents (querying, knowledge, visualization), a responsive frontend (Streamlit or React), and full documentation for deployment and reuse.

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Data: Google Summer of Code public archive. This project in the official archive