DataSage
DataSage Demo

DataSage

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DataSage is a modular FastAPI backend powered by LangChain that analyzes structured data from CSV files or PostgreSQL databases. It uses intelligent agents to run queries, generate visualizations, and return natural language insights. Designed for developers and teams building data-driven AI tools.

Template Details

DataSage is a modular FastAPI backend powered by LangChain that analyzes structured data from CSV files or PostgreSQL databases. It uses intelligent agents to run queries, generate visualizations, and return natural language insights. Designed for developers and teams building data-driven AI tools.

Features

Upload CSV files for analysis
Connect to PostgreSQL databases
Auto-generate SQL queries via LangChain
Run Pandas aggregations and generate plots
Summarize results in plain English
Return source code and visualizations
Agent memory for contextual follow-ups
Confidence-based query reformulation
Modular architecture for easy extension
Frontend-ready API endpoints

Technologies Used

Python 3.10+ FastAPI LangChain OpenAI API Pandas Matplotlib SQLAlchemy PostgreSQL Pydantic Uvicorn

Requirements

Python 3.10 or higher
OpenAI API key
PostgreSQL database (optional)
FastAPI-compatible environment
Uvicorn for local server
Matplotlib and Pandas installed

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