🚀 VIYAN - AI-Powered Space Traffic Management MCP Server

VIYAN is an AI-powered Space Traffic Management platform that helps detect potential satellite collisions, assess collision risk, predict collision probability using Machine Learning, and recommend autonomous collision avoidance maneuvers.

This project was built using the NitroStack MCP Framework for the MCP Hackathon.

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Features

• 🛰️ Track active satellites
• ☄️ Detect future satellite conjunctions
• ⚠️ Assess collision risk
• 🤖 Predict collision probability using Machine Learning
• 🛡️ Generate autonomous collision avoidance recommendations
• 🔌 Expose all capabilities through a Model Context Protocol (MCP) server

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Tech Stack

Backend

• Python
• FastAPI
• Skyfield
• NumPy
• Pandas
• Scikit-learn

MCP Server

• NitroStack SDK
• TypeScript
• Node.js

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Architecture

               AI Assistant
                     │
                     ▼
          NitroStack MCP Server
                     │
      ┌──────────────┼──────────────┐
      ▼              ▼              ▼
 Simulation      Risk Analysis   ML Prediction
                     │
                     ▼
             FastAPI Backend
                     │
                     ▼
          Satellite Simulation Engine

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MCP Tools

The MCP server exposes the following tools:

Tool	Description
run_simulation	Execute the complete collision simulation
get_satellites	Retrieve tracked satellites
get_conjunctions	Detect satellite conjunctions
assess_risk	Assess collision risk
predict_collision	Predict collision probability
negotiate	Recommend an avoidance maneuver

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MCP Resources

• Simulation Status
• Tracked Satellites
• Latest Conjunction Report

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MCP Prompts

• Analyze Collision Risk
• Simulation Summary

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API Endpoints

Method	Endpoint
POST	/api/v1/simulation/run
GET	/api/v1/simulation/satellites
GET	/api/v1/simulation/conjunctions
GET	/api/v1/simulation/risk
GET	/api/v1/simulation/prediction
GET	/api/v1/simulation/negotiation

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Running the Backend

cd backend
uvicorn app.main:app --reload

Swagger UI

http://127.0.0.1:8000/docs

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Running the MCP Server

cd backend/mcp
npm install
npm run dev

Production build

npm run build

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Project Structure

backend/
│
├── app/
│   ├── api/
│   └── core/
│
├── simulation/
│   ├── collision.py
│   ├── risk.py
│   ├── negotiation.py
│   ├── features.py
│   ├── trajectory.py
│   └── ml/
│
└── mcp/
    ├── src/
    │   └── modules/
    │       └── viyan/
    │           ├── viyan.tools.ts
    │           ├── viyan.resources.ts
    │           ├── viyan.prompts.ts
    │           └── viyan.module.ts

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Future Improvements

• Multi-satellite negotiation
• Live orbital data streaming
• Real-time conjunction alerts
• Interactive dashboard
• LLM-assisted mission planning

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License

MIT