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Data-Analysis-MultiAgent

This is an automated Agentic system that collects, processes, and analyzes data to extract meaningful insights, identify patterns, and support data-driven decision making.

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Why this rank:Release freshnessHealthy release cadenceStrong adoption

Description

This is an automated Agentic system that collects, processes, and analyzes data to extract meaningful insights, identify patterns, and support data-driven decision making.

README

DataPulse โ€” AI Data Analysis Platform

Multi-agent AI pipeline that takes any CSV/XLSX dataset and returns charts, statistics, and insights automatically.

Prerequisites

Install these once on your machine before running anything:

Tool Version Download
Python 3.11 or later https://www.python.org/downloads/ (check "Add Python to PATH")
Node.js 18 or later https://nodejs.org/

Setup (First Time)

1. Clone the repo

git clone https://github.com/YOUR_USERNAME/YOUR_REPO.git
cd YOUR_REPO

2. Get the .env files

Ask the project owner to send you two files securely:

  • .env โ†’ place it in the project root (same folder as the .bat files)
  • frontend\.env โ†’ place it in the frontend folder

3. Run the servers

Open two separate terminal windows (or double-click the .bat files):

Terminal 1 โ€” Backend:

start-backend.bat

Terminal 2 โ€” Frontend:

start-frontend.bat

The bat files handle everything automatically: virtual environment creation, Python dependencies, and Node modules. First run takes ~2 minutes to download packages.

4. Open the app

Go to โ†’ http://localhost:5173

Project Structure

DD PROJECT/
โ”œโ”€โ”€ backend/                  # FastAPI Python backend
โ”‚   โ”œโ”€โ”€ agents/               # AI pipeline agents
โ”‚   โ”‚   โ”œโ”€โ”€ architect.py      # Dataset profiling
โ”‚   โ”‚   โ”œโ”€โ”€ statistician.py   # Statistical analysis
โ”‚   โ”‚   โ”œโ”€โ”€ visualizer.py     # Chart generation
โ”‚   โ”‚   โ””โ”€โ”€ insights.py       # LLM insights
โ”‚   โ”œโ”€โ”€ core/                 # Shared state, constants, utils
โ”‚   โ”œโ”€โ”€ api.py                # API endpoints
โ”‚   โ”œโ”€โ”€ analysis_history.py   # History DB operations
โ”‚   โ””โ”€โ”€ requirements.txt      # Python dependencies
โ”œโ”€โ”€ frontend/                 # React + Vite frontend
โ”‚   โ””โ”€โ”€ src/
โ”‚       โ”œโ”€โ”€ pages/
โ”‚       โ”‚   โ”œโ”€โ”€ DataPulseDashboard.jsx
โ”‚       โ”‚   โ””โ”€โ”€ Login.jsx
โ”‚       โ”œโ”€โ”€ components/
โ”‚       โ”‚   โ”œโ”€โ”€ ErrorBoundary.jsx
โ”‚       โ”‚   โ”œโ”€โ”€ GlobeCanvas.jsx
โ”‚       โ”‚   โ””โ”€โ”€ ParticleBackground.jsx
โ”‚       โ”œโ”€โ”€ api.js
โ”‚       โ”œโ”€โ”€ App.jsx
โ”‚       โ””โ”€โ”€ main.jsx
โ”œโ”€โ”€ start-backend.bat         # One-click backend start
โ”œโ”€โ”€ start-frontend.bat        # One-click frontend start
โ””โ”€โ”€ .env                      # Secrets (NOT on GitHub โ€” get from project owner)

Troubleshooting

Problem Fix
Python not found Reinstall Python and check "Add Python to PATH"
npm not found Install Node.js from nodejs.org
.env file is missing Ask the project owner for the .env file
Backend crashes on start Check the terminal output โ€” usually a missing dependency
Charts not showing Wait a few more seconds, the AI pipeline takes 5โ€“15s
Port already in use Close other terminals and try again

Release History

VersionChangesUrgencyDate
v1.0### Summary Initial production release of **DataPulse**, an enterprise multi-agent AI data intelligence platform that automates statistical profiling, interactive visualizations, conversational natural language querying, and executive insights from raw tabular datasets (`CSV` / `XLSX`). --- ### Key Capabilities & Features - **Multi-Agent Analysis Pipeline:** - **Architect Agent:** Schema inference, type detection, and dataset cleanliness assessment. - **Statistician Agent:** SummHigh9/16/2026
main@2026-07-11Latest activity on main branchMedium7/11/2026
0.0.0No release found โ€” using repo HEADHigh4/9/2026

Dependencies & License Audit

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