Open Innovation AumSubmitted July 18, 2026

EdgeSentinel - an mcp which troubleshoots linux systems.

An MCP app on the Model Context Protocol built by Aum at the Amrita University Amritapuri campus NitroStack × MCP To The Moon hackathon and deployed on NitroStack.

About this project

The Problem: The Edge is a Black Box Managing remote edge devices—IoT gateways and digital kiosks—is a logistical nightmare. When nodes drop offline, engineers must manually SSH in and grep through cryptic kernel logs to guess the failure. This archaic process is unscalable, and feeding raw OS errors to standard AI agents often causes hallucinations, rendering them useless for low-level infrastructure management. The Solution: EdgeSentinel EdgeSentinel is a secure, autonomous, bare-metal Linux Site Reliability Engineering (SRE) Copilot. It fundamentally shifts edge diagnostics from reactive "guess and check" to intelligent, verifiable incident response, powered entirely by local AI. EdgeSentinel in Action Unlike naive scripts that crash upon hitting missing dependencies (like nmcli), EdgeSentinel is a capability-aware platform. It dynamically maps host capabilities at startup, seamlessly falling back to portable alternatives like ip link or reading /sys/class/net directly from the kernel if needed. It never dumps raw bash errors; instead, it intercepts failures and normalizes data through strict Zod-validated contracts. Operators instantly see deterministic states (e.g., "Degraded") on a custom Cyberpunk-styled React telemetry HUD, complete with exact hardware observations and safe remediation steps. Enterprise-Grade Security & Zero-Trust Powered by the Model Context Protocol (MCP) and local LLMs via Ollama, EdgeSentinel ensures zero sensitive system telemetry ever leaves the physical device. It operates on a strict human-in-the-loop safety model: it is read-only by default, and mutating actions (like restarting a service) require explicit human approval after a read-only preflight check. Conclusion: EdgeSentinel is an "SRE in a box". It neutralizes command injection risks, eliminates hallucination-inducing OS errors, and bridges the gap between low-level kernel diagnostics and agentic AI to build unbreakable edge infrastructure.

Open Innovation track

Solve any real-world problem with AI, regardless of industry or domain.

Team Aum

  • Pratyush NayakLead

  • Abinav

  • Shreyas Jayan

  • Sreerag s u

Frequently asked questions

What does EdgeSentinel - an mcp which troubleshoots linux systems. do?
The Problem: The Edge is a Black Box Managing remote edge devices—IoT gateways and digital kiosks—is a logistical nightmare. When nodes drop offline, engineers must manually SSH in and grep through cryptic kernel logs to guess the failure. This archaic process is unscalable, and feeding raw OS errors to standard AI agents often causes hallucinations, rendering them useless for low-level infrastructure management. The Solution: EdgeSentinel EdgeSentinel is a secure, autonomous, bare-metal Linux Site Reliability Engineering (SRE) Copilot. It fundamentally shifts edge diagnostics from reactive "guess and check" to intelligent, verifiable incident response, powered entirely by local AI. EdgeSentinel in Action Unlike naive scripts that crash upon hitting missing dependencies (like nmcli), EdgeSentinel is a capability-aware platform. It dynamically maps host capabilities at startup, seamlessly falling back to portable alternatives like ip link or reading /sys/class/net directly from the kernel if needed. It never dumps raw bash errors; instead, it intercepts failures and normalizes data through strict Zod-validated contracts. Operators instantly see deterministic states (e.g., "Degraded") on a custom Cyberpunk-styled React telemetry HUD, complete with exact hardware observations and safe remediation steps. Enterprise-Grade Security & Zero-Trust Powered by the Model Context Protocol (MCP) and local LLMs via Ollama, EdgeSentinel ensures zero sensitive system telemetry ever leaves the physical device. It operates on a strict human-in-the-loop safety model: it is read-only by default, and mutating actions (like restarting a service) require explicit human approval after a read-only preflight check. Conclusion: EdgeSentinel is an "SRE in a box". It neutralizes command injection risks, eliminates hallucination-inducing OS errors, and bridges the gap between low-level kernel diagnostics and agentic AI to build unbreakable edge infrastructure.
Who built EdgeSentinel - an mcp which troubleshoots linux systems.?
EdgeSentinel - an mcp which troubleshoots linux systems. was built by team Aum at the Amrita University Amritapuri campus NitroStack × MCP To The Moon hackathon, in the Open Innovation track.
What is an MCP app and how is it built?
An MCP app is an application built on the Model Context Protocol — an open standard that lets AI agents connect to tools, data, and APIs. This project exposes MCP tools and resources that agentic AI systems can call. It was built and deployed on NitroStack, the full-stack platform for shipping MCP apps and servers.