Ry Ops
Building the pipes between infrastructure, automation, and observability.
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👋 Hey, I'm ry-ops
Building the pipes between infrastructure, automation, and observability.
🚀 What I Do
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.
🎯 Core Focus Areas
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, Starlink Enterprise, and Microsoft 365
- 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
🛠️ Featured Projects
🌟 Flagship Projects
🧠 Aiana
Python - Personal AI Operations Memory for Claude Code. Captures conversations, embeds as vectors, and injects relevant context. Features memory feedback system for continuous learning. 
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🚜 Git-Steer
TypeScript - Self-hosting GitHub autonomy engine. Full control over repos, branches, security, and Actions through natural language via MCP. 
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🚗 DriveIQ
Python - Vehicle management with maintenance tracking, reminders, and AI-powered manual consultation using RAG. 
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🔌 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. |
🛰️ Starlink MCP
Python - Manage Starlink Enterprise terminal fleet via AI. |
Ⓜ️ Microsoft 365 MCP
Python - Manage M365 users, licenses, and groups via Graph API. |
📚 Tutorials & Guides
🤖 Building Your First Claude Agent
Learn to build intelligent agents with Claude that automate your workflow. |
🔌 Creating Your First MCP Server
Extend Claude with custom tools by building Model Context Protocol servers. |
💡 Why These Projects?
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
🔧 Tech Stack
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
AI/ML: Claude AI, MCP Protocol, Qdrant, Sentence Transformers
Web: Astro, Cloudflare Pages
📊 DevOps Philosophy
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
📚 Latest from the Blog
Check out ry-ops.dev for tutorials, project deep-dives, and infrastructure guides:
- Personal AI Operations Memory with Aiana
- Git-Steer: A Self-Hosting GitHub Autonomy Engine
- Building Your First MCP Server
- Deploying Your First Kubernetes Cluster
🤝 Support & Contributions
If you find these projects useful, consider:
- ⭐ Starring the repositories
- 🐛 Opening issues for bugs or feature requests
- 🔀 Submitting pull requests
- ☕ Supporting via Patreon