🪞 Reflecta

An emotion-aware productivity system powered by an intelligent LLM pipeline

Transforming raw thoughts into structured self-insight

This is not a todo app.
This is a cognitive system.

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🧠 Why Reflecta Exists

Most productivity tools optimize output.

Reflecta optimizes awareness.

People don’t think in clean bullet points —
they think in fragments, emotions, pressure, uncertainty.

Reflecta is built to understand that mess, not ignore it.

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✨ What Reflecta Does

Users write naturally.
Reflecta listens carefully.
Insight emerges quietly.

• 📝 Accepts raw, unstructured human thoughts
• 🧠 Detects emotional tone from language
• 📊 Tracks emotional patterns over time
• 🪞 Generates reflective summaries (weekly / monthly)
• 🧱 Built as a scalable backend-first system

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🧬 System Architecture

Reflecta follows a clean, intentional layered architecture
to keep cognition separate from infrastructure.

This structure allows Reflecta to evolve into a full cognitive platform without architectural rewrites.

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🧬 Layered Architecture

┌──────────────┐
│  Controller  │  ← API Layer (FastAPI)
└──────┬───────┘
       │
       ▼
┌──────────────┐
│   Service    │  ← Cognitive & Business Logic
└──────┬───────┘
       │
       ▼
┌──────────────┐
│ Repository   │  ← Data Access Layer
└──────┬───────┘
       │
       ▼
┌──────────────┐
│    Model     │  ← Domain & Persistence
└──────────────┘

🛠 Tech Stack

Layer	Technology
Language	Python 3.11
API	FastAPI
Server	Uvicorn
ORM	SQLAlchemy
Database	SQLite (Postgres-ready)
Architecture	Layered (Controller → Service → Repository → Model)

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📂 Project Structure

Reflecta/
├─ app/
│  ├─ controller/     # API routes
│  ├─ service/        # Cognitive logic
│  ├─ repository/     # DB interactions
│  ├─ model/          # Schemas & entities
│  ├─ database/       # DB setup
│  └─ main.py         # Entry point
├─ requirements.txt
└─ README.md

🚀 Running Locally

git clone https://github.com/AmanSoni1-apex/Reflecta.git
cd Reflecta
python -m venv venv

venv\Scripts\activate   # Windows
# source venv/bin/activate  # Linux / macOS

pip install -r requirements.txt

📍 Server → http://127.0.0.1:8000
📘 Docs → /docs

🔮 Vision

Reflecta is intentionally quiet software.

Planned evolution:

Emotion-aware summaries via LLMs

Long-term cognitive trend analysis

Personal reflection reports

Minimal, calming frontend

No social feeds. No dopamine loops.

⚠️ Disclaimer

Reflecta does not provide medical or psychological advice. All emotional insights are reflective, not diagnostic Report .

🤝 Contributing

Reflecta welcomes contributors who care about:

thoughtful backend systems

human-centered AI

clean, maintainable architecture

Fork → Reflect → Improve → PR.

👤 Author

Aman Soni Backend Engineer

🔗 GitHub: https://github.com/AmanSoni1-apex