Stemly
Stemly 是一个基于人工智能的 STEM 学习平台,可将扫描的图表转换为交互式物理模拟和全面的学习笔记。采用 Flutter CustomPainter 实现实时渲染,后端使用 FastAPI,通过 LangChain 进行编排,集成 Google Gemini AI,使用 MongoDB 数据库,并通过 Firebase 认证实现 Google 登录。
- 星标
- 7
- 复刻
- 3
- 最近推送(UTC)
- 2026年2月21日
- 项目状态
- 未归档
原始 README
以下为英文项目原文快照,最新内容请访问 GitHub。
Stemly
Scan. Analyze. Visualize. Study.
An AI-powered STEM learning platform that transforms diagrams and problems into interactive simulations, study notes, and smart quizzes.
The Problem
Students struggle to visualize abstract STEM concepts from textbooks and static diagrams. Traditional tools offer either theory OR visuals, rarely both in an interactive, personalized way.
Our Solution
Scan any physics problem with your phone, and Stemly instantly generates:
- AI Visualiser — Real-time, parameter-driven physics simulations with interactive sliders
- AI Notes — Comprehensive study notes with formulas, examples, and resources
- Smart Quizzes — Auto-generated MCQs to test understanding immediately
- AI Tutor — Chat with Gemini, GPT-4o, Grok, or Llama 3 for personalized help
Demo
| Welcome | Scan & Loading | Main Interface |
|---|---|---|
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| AI Visualiser | AI Notes | Settings |
|---|---|---|
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Features
AI Visualiser — Not Just a Video
A real-time physics engine with:
- Interactive control via sliders (velocity, angle, gravity, resistance)
- Natural language control — ask "What if gravity was 0?" and watch it update
- Live graphs (velocity-time, position-time, acceleration-time)
- 9+ simulations: Projectile Motion, SHM, Optics, Kinematics, Free Fall, and more
AI Notes — Study Smarter
Generated specifically for each scanned problem:
- Concept breakdowns with simple explanations
- Key formulas with physical meanings
- Step-by-step worked examples
- Curated resources from across the web
Smart Quizzes
- Instantly generated from your scanned content
- Multiple-choice with detailed explanations
- Score tracking and feedback
Multi-Provider AI Tutor
Choose your preferred AI model:
- Google Gemini (default)
- xAI Grok
- OpenAI GPT-4o
- Groq Llama 3
Architecture
graph TD
User[Flutter App] -->|REST API| API[FastAPI Backend]
API -->|Auth| Firebase[Firebase Auth]
API -->|Data| DB[(MongoDB)]
API -->|Vision + Text| Gemini[Google Gemini 2.5 Flash]
subgraph Client
User
OCR[Google ML Kit OCR]
VIS[Physics Engine]
end
subgraph AI
Gemini
end
| Layer | Technology |
|---|---|
| Frontend | Flutter 3.x, Dart, Provider, CustomPaint (60 FPS rendering) |
| Backend | FastAPI, Python 3.10+, Uvicorn, Pydantic |
| AI | Google Gemini 2.5 Flash (vision + text + JSON mode) |
| Database | MongoDB Atlas (async via Motor) |
| Auth | Firebase Authentication (Google Sign-In, email/password) |
| Deployment | Vercel (backend), APK/IPA (frontend) |
See ARCHITECTURE.md for detailed component diagrams, data flows, and the scan-to-simulation pipeline.
Quick Start
Prerequisites
- Flutter 3.x+ and Dart SDK 3.10.1+
- Python 3.10+
- API keys: Google Gemini + Firebase + MongoDB Atlas
Setup
git clone https://github.com/SH-Nihil-Mukkesh-25/Stemly.git
cd Stemly
# Backend
cd backend
python -m venv .venv && source .venv/bin/activate # Windows: .venv\Scripts\activate
pip install -r requirements.txt
cp .env.example .env # Fill in your API keys
uvicorn main:app --reload
# Flutter (in a new terminal)
cd stemly_app
flutter pub get
flutter run
For detailed instructions (platform-specific, Docker, etc.), see the Setup Guide.
Documentation
| Document | Description |
|---|---|
| Architecture | System design, component diagrams, data flows |
| API Reference | Complete REST API documentation with examples |
| Setup Guide | Getting API keys, platform setup, Docker |
| Development Guide | Git workflow, testing, debugging, adding simulations |
| Contributing | How to contribute, code style, PR process |
| FAQ | Common questions answered |
| Roadmap | Where Stemly is headed |
Roadmap
See docs/ROADMAP.md for the full roadmap.
- Next: Wave simulations, circuit builder, chemistry support, offline mode
- Later: Web deployment, multi-language support, classroom mode, AR features
- Vote: React on issues to prioritize features
Contributing
We welcome contributions from everyone — especially students and first-time open-source contributors!
- Read the Contributing Guide
- Look for
good first issuelabels - Set up your environment with the Setup Guide
- Pick an issue and submit a PR
Team
Stemly was built by Team Mugiwara Coders — CS students from Amrita Vishwa Vidyapeetham, Coimbatore.
| Name | Role | GitHub |
|---|---|---|
| P Dakshin Raj | Frontend & Flutter Lead | @Dakshin10 |
| SH Nihil Mukkesh | Backend & AI Lead | @SH-Nihil-Mukkesh-25 |
| SHRE RAAM P J | Content & Ideation | @SHRE-RAAM-P-J |
| Vibin Ragav S | Testing | @VibinR-code |
Contributors
Community
- Questions? Open a discussion or ask an issue
- Found a bug? Report it
- Have an idea? Request a feature
- Security issue? See
SECURITY.md
License
Stemly is open-source under the MIT License.
分类
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- 使用前在 GitHub 核对 README、许可证与 Issues。
来源与维护
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GitHub Docs — About repositories ↗





