What they built

OrbitGuard: Autonomous Satellite Fault Isolation & Anomaly Detection MCP

What does it do? OrbitGuard is an onboard Model Context Protocol (MCP) server designed for autonomous satellite constellation telemetry classification and fault isolation. Using a multi-stage evaluation pipeline, it: 1. Validates real-time telemetry against critical hardware safety envelopes (voltage, thermal, and tumble rates). 2. Filters out temporary radiation-induced sensor glitches (e.g., Single Event Upsets in the South Atlantic Anomaly). 3. Isolates persistent hardware faults (such as gyroscope drifts) using density-based novelty detection. 4. Generates structured diagnostic reports for ground flight controllers and triggers spacecraft emergency safing modes when necessary. Who is it for? It is built for aerospace operators, flight operations controllers, and satellite constellation managers who want to integrate AI copilots (such as ChatGPT, Claude, or custom LLM-based ground control agents) directly into their mission operations for real-time telemetry monitoring and automated troubleshooting. What makes it special? - Native MCP Integration: Exposes real-time spacecraft state vectors and safety limits as live MCP resources. - Space Weather Intelligent Filtering: Distinguishes between transient radiation noise and genuine hardware failures to prevent unnecessary safe-mode entries. - Copilot-Guided Triage: Bundles structured prompt templates (triage_fault, generate_pass_summary) to give AI agents the exact troubleshooting steps needed to assist human flight controllers during anomaly resolution passes.