Interactive AI Demos

See AI in Action

Experience how Claude + MCP tools diagnose and fix real-world system issues. Each demo showcases AI-powered troubleshooting in different domains.

Data Pipeline Monitor

Watch AI diagnose and fix ETL pipeline failures in real-time using MCP tools.

Failure Scenarios

Schema DriftVolume SpikeStale Data

Features

  • Real-time transaction monitoring
  • AI-powered root cause analysis
  • Code fix proposals with diff view
  • MCP tool call visualization
Launch Demo

Kubernetes Cluster Monitor

See AI troubleshoot Kubernetes pod failures, from OOMKilled to CrashLoopBackOff.

Failure Scenarios

OOMKilledCrashLoopBackOffImagePullBackOff

Features

  • Live cluster status dashboard
  • Pod logs and kubectl describe
  • YAML manifest analysis
  • Deployment fix proposals
Launch Demo

CISO Security Response

Experience AI-driven incident response for security threats in your SOC.

Failure Scenarios

Brute Force AttackData ExfiltrationMalware Detection

Features

  • SIEM alert visualization
  • Threat intelligence lookup
  • Network log analysis
  • Automated remediation plans
Launch Demo

ML Model Monitor

See AI diagnose and fix model performance issues from data drift to latency spikes.

Failure Scenarios

Data DriftAccuracy DropLatency Spike

Features

  • Model health monitoring
  • Drift detection and analysis
  • Performance metrics tracking
  • AI-powered fix proposals
Launch Demo

About These Demos

Each demo showcases AI-powered troubleshooting using Claude and the Model Context Protocol (MCP). Watch as Claude analyzes system issues, calls domain-specific tools, and proposes fixes—all in real-time.

Real AI Integration
Uses Claude API with MCP tool calls
Interactive Scenarios
Trigger failures and watch AI respond
Code Diff Review
See proposed fixes before applying