Stemly
Stemly は、スキャンされた図をインタラクティブな物理学シミュレーションおよび包括的な学習ノートに変換するAI駆動のSTEM学習プラットフォームです。リアルタイムレンダリングにはFlutter CustomPainterを使用し、バックエンドにはFastAPI、LangChainによるオーケストレーション、Google Gemini AI、MongoDBデータベース、Firebase認証(Googleサインイン)を採用しています。
- スター
- 7
- フォーク
- 3
- 最終プッシュ(UTC)
- 2026/02/21
- プロジェクト状態
- 公開中
元の README
以下は英語原文のスナップショットです。最新版は GitHub をご覧ください。
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.
カテゴリー
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- スター、フォーク、最近のプッシュを比較します。スターは関心の目安であり、品質の保証ではありません。
- 利用前に GitHub で README、ライセンス、Issues を確認します。
情報源と管理
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