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🌍 ClimateX.ai - PRAKRITI

ClimateX Logo

Planetary Risk Assessment & Knowledge-driven Real-time Intelligence for Threat Monitoring & Impact Analysis

The Operating System for Planetary Intelligence

Powered by Qdrant • Built with FastAPI, LangChain & React • 12 Specialized Agents


🎯 Vision

ClimateX.ai is not just a dashboard—it's an autonomous swarm of AI agents working 24/7 to decode the complex feedback loops between Earth's Climate Systems and Global Financial Markets.


🏗️ System Architecture

System Architecture

🚀 Core Capabilities

By integrating satellite data (NASA FIRMS, ESA Copernicus) with financial feeds (Yahoo Finance) and regulatory databases, ClimateX.ai delivers:

Capability Description
🔥 Disaster Intelligence Unified monitoring of wildfires, floods, earthquakes from NASA, GDACS, NOAA
🤖 Ambient Agents Autonomous agents detect threats and alert without human queries
📊 Climate-Finance Nexus Real-time correlation of climate events to stock movements
📚 Deep Research AI synthesizes papers, filings, reports into actionable briefs
🗺️ Evacuation Routing Auto-generated safe routes avoiding hazards with shelter mapping
🔮 Climate Time Machine Scenario simulations (+2°C, +3°C) with economic projections

🤖 Agent Architecture

Base Agent Framework

Base Agent Architecture

🌐 Specialized Agents

1. Climate Disaster Management Agent

Disaster Management
  • Role: Crisis Commander
  • Monitors real-time alerts from GDACS, NASA FIRMS, USGS
  • Calculates distance and spread speed of hazards
  • Locates nearest hospitals and shelters
  • Generates safe evacuation routes avoiding the danger zone

2. Climate Finance Orchestrator

Climate Finance Orchestrator
  • Role: Financial Analyst
  • Tracks stock tickers and correlates volatility with climate events
  • ESG scoring with regulatory citations
  • Carbon price tracking (EU ETS, California Cap-and-Trade)
  • Portfolio climate exposure analysis

3. ClimateX Audit Agent

Audit Agent
  • Role: Compliance Officer
  • Supply chain climate resilience verification
  • TCFD/CSRD compliance monitoring
  • Audit trail generation with source citations

4. News Intelligence Agent

News Intelligence
  • Role: Information Synthesizer
  • Real-time ingestion of climate and market news
  • Multi-source data fusion and deduplication
  • Sentiment analysis and impact scoring

5. Retail Analytics Agent

Retail Analytics
  • Role: Supply Chain Optimizer
  • Weather-driven demand forecasting
  • Inventory optimization based on climate predictions
  • Supply chain risk assessment

6. Adversarial Event Generation (Climate Time Machine)

Adversarial Event Generation
  • Role: Futurist Simulator
  • Generates detailed scenarios for +2°C, +3°C warming
  • Economic collapse projections and crop failure analysis
  • Visual scenario generation with AI imagery

7. STRIDE Security Framework

STRIDE Framework
  • Role: Security Analyst
  • Threat modeling for climate infrastructure
  • Vulnerability assessment and mitigation strategies

📊 Key Statistics

Metric Value Source
ESA satellite data operationalized < 1% ESA, 2023
Climate Tech market (2025) $32B BloombergNEF
Climate Tech market (2034) $80B+ BloombergNEF
Companies under CSRD/TCFD by 2030 50,000+ EU Commission
Institutional investors prioritizing climate data 83% PwC, 2024

⚡ Quick Start Guide

Clone the Repository

git clone https://github.com/SRINJOY59/Convolve_MAS.git
cd Convolve_MAS

Backend (Brain)

# 1. Setup Environment
python -m venv venv
source venv/bin/activate  # Windows: venv\Scripts\activate

# 2. Install Requirements
pip install -r requirements.txt

# 3. Launch Nerve Center
uvicorn main:app --reload
# API validates at http://localhost:8000/docs

Frontend (Dashboard)

cd frontend

# 1. Install Dependencies
npm install

# 2. Launch Interface
npm run dev
# Access Mission Control at http://localhost:5173

🛠️ Technology Stack

Layer Technologies
LLM Orchestration LangChain, LangGraph
Models Gemini 2.0 Flash, Gemini 2.5 Flash
RAG Infrastructure Qdrant Vector DB, 5-stage pipeline
Frontend React, Vite, Framer Motion, TailwindCSS, Recharts
Backend FastAPI, Pydantic
Geospatial Mapbox, Leaflet, NASA GIBS
Data Sources NASA FIRMS, ESA Copernicus, NOAA, Climate TRACE, GDACS

🔬 Data Sources Integration

  • NASA FIRMS - Active fire detection
  • ESA Copernicus - Climate data services
  • NOAA - Weather and ocean monitoring
  • Climate TRACE - Emissions tracking
  • GDACS - Global disaster alerts
  • OpenAQ - Air quality monitoring
  • Yahoo Finance - Market data feeds
  • USGS - Earthquake detection

📝 Conclusion

Climate change is no longer a distant threat—it is a present-day operational risk affecting supply chains, portfolios, and communities. ClimateX.ai was built to meet this moment. By deploying autonomous agents that never sleep, RAG pipelines that cite every source, and a Climate Time Machine that simulates futures, the platform empowers researchers, investors, and crisis responders to act with confidence.

As mandatory climate disclosures reshape corporate accountability and 83% of institutional investors demand better risk data, the need for intelligent, explainable climate infrastructure has never been greater. ClimateX.ai operationalizes what others only visualize—turning the less than 1% of satellite data that reaches decision-makers into actionable intelligence.

The question is no longer whether AI can help solve climate challenges—it's how fast we can deploy it.

ClimateX.ai: Planetary Intelligence, Real-Time.


Convolve Hackathon 2026 • Making the invisible visible.

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