Building the pipes between infrastructure, automation, and observability.

I specialize in network infrastructure automation and AI-assisted operations. My repositories focus on bridging enterprise networking gear with modern monitoring, automation workflows, and AI tooling through MCP (Model Context Protocol) servers.

Network Infrastructure & Automation

• Building solutions for UniFi network ecosystems
• Starlink Enterprise integration and management
• Dynamic DNS automation with Cloudflare
• Real-time event streaming to observability platforms

MCP Server Development

• Creating MCP servers that enable AI assistants to interact with infrastructure
• Supporting platforms like UniFi, Proxmox, n8n, K3s, and Starlink Enterprise
• Making network operations AI-accessible and conversational

Observability & Monitoring

• Real-time event streaming from network devices to Grafana
• Infrastructure metrics collection and alerting
• CI/CD-friendly monitoring deployments

🌟 Flagship Projects

🚜 Git-Steer TypeScript - Self-hosting GitHub autonomy engine. Full control over repos, branches, security, and Actions through natural language via MCP. Zero local footprint—your PC or Mac is just the steering wheel.

🧠 Cortex Python - Multi-agent AI system for autonomous GitHub repository management. Self-improving with RLHF feedback loops, self-evaluation gates, and adaptive task routing.

🔌 MCP Servers

🌐 UniFi MCP Python - Comprehensive UniFi infrastructure monitoring and management with A2A support.	🖥️ Proxmox MCP Python - Manage Proxmox VMs, containers, storage, and cluster resources via AI.	☸️ K3s MCP Python - K3s cluster management with kubectl operations for Claude.
☁️ Cloudflare MCP Python - Manage DNS, workers, and infrastructure through natural language.	🤖 n8n MCP Python - Integrate AI with n8n workflow automation.	🛰️ Starlink MCP Python - Monitor Starlink Enterprise connectivity and status.

🛠️ Tools & Utilities

🚗 DriveIQ Python - Vehicle management with maintenance tracking and AI-powered manual consultation.

📄 ATSFlow JavaScript - AI-powered resume optimization for ATS/LPS compatibility.

🌐 UniFi DDNS TypeScript - Dynamic DNS for UniFi devices using Cloudflare Workers.

Modern infrastructure deserves modern tooling. My projects aim to:

• Automate the boring stuff → DDNS updates, event forwarding, metrics collection
• Bridge AI and Ops → Make infrastructure queryable and manageable through conversation
• Embrace GitOps → Version-controlled configs, repeatable deployments, CI/CD integration
• Open source everything → Community-driven improvements and shared knowledge

Languages:       Python, TypeScript, JavaScript, Go
Infrastructure:  UniFi, Proxmox, Cloudflare, Starlink, Talos Linux, K3s
Platforms:       Kubernetes, Docker, GitHub Actions
Observability:   Grafana, Prometheus, Netdata, CheckMK
Automation:      n8n, MCP Servers, GitHub Actions
Web:             Astro, Cloudflare Pages
AI/ML:           Claude AI, MCP Protocol, LLM Integration

I believe in:

• Infrastructure as Code → Everything version-controlled
• Observability First → If you can't measure it, you can't improve it
• Automation Over Manual → Humans are expensive and error-prone
• AI-Augmented Ops → Let AI help with routine tasks and troubleshooting

Check out ry-ops.dev for tutorials, project deep-dives, and infrastructure guides:

• Git-Steer: A Self-Hosting GitHub Autonomy Engine
• Building Your First MCP Server
• Deploying Your First Kubernetes Cluster

If you find these projects useful, consider:

• ⭐ Starring the repositories
• 🐛 Opening issues for bugs or feature requests
• 🔀 Submitting pull requests
• ☕ Supporting via Patreon

• 🌐 Blog: ry-ops.dev
• 💻 GitHub: @ry-ops
• 💖 Patreon: ry_ops
• 📍 Location: Duluth, Minnesota