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, 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

🌐 Cloudflare MCP Server Python - Cloudflare MCP Server for seamless AI integration with Cloudflare's API. Manage DNS, workers, and infrastructure through natural language.	🤖 n8n MCP Server Python - MCP server for n8n workflow automation. Integrate AI with your automation workflows and manage deployments through natural language.
🚗 DriveIQ Python - Vehicle management app for 2018 Toyota 4Runner SR5 Premium. Maintenance tracking, reminders, and AI-powered manual consultation.	📄 ATSFlow JavaScript - AI-powered resume optimization tool that matches resumes to job descriptions and ensures ATS/LPS compatibility.
🌐 UniFi MCP Server Python - MCP server for UniFi network management. Enables AI assistants to query network status, manage devices, and troubleshoot issues conversationally.	🖥️ Proxmox MCP Server Python - MCP server for Proxmox virtualization platform. Query VM status, manage resources, and orchestrate infrastructure via AI assistants.
🌐 UniFi Cloudflare DDNS TypeScript - Dynamic DNS solution for UniFi devices using Cloudflare. Automatically updates DNS records when your public IP changes.	📊 UniFi Grafana Streamer Python - Real-time event streaming from UniFi networks to Grafana. Polls UniFi events and pushes alerts and metrics for comprehensive observability.
⚙️ Talos A2A MCP Server Python - An MCP server that provides AI assistants with the ability to interact with Talos Linux clusters through the Talos API.	🛰️ Starlink Enterprise MCP Python - MCP server for Starlink Enterprise connectivity. Monitor satellite connectivity, manage network configs, and get real-time status updates.

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
Observability:   Grafana, Prometheus, Netdata, CheckMK, MCP
Automation:      n8n, GitHub Actions, Docker
Protocols:       HTTP/REST, WebSocket, MQTT
AI/ML:           Claude AI, MCP Servers, 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

If you find these projects useful, consider:

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

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