I build the plumbing that lets AI run real infrastructure: MCP servers that give Claude hands on Proxmox, UniFi, Kubernetes, Cloudflare and more; agent frameworks for security and GitHub ops; and ESP32 firmware for the M5Stack gear on my desk. Everything starts in a homelab in Duluth, Minnesota.
Each of these is a Model Context Protocol server: plug it into Claude and the platform becomes something you can just talk to.
ESP32 firmware for M5Stack devices lives in its own org, m5stack-lab.
- cardputer-adv-mirror: mirror a Cardputer ADV display in any browser over WiFi
- tab5-mirror: the same for the Tab5, plus remote control
- Liner: now-playing e-paper display for Volumio
- doomagotchi: self-playing DOOM where live RF becomes demons
m5stack-lab · hardware & firmware | git-fabric · composable fabric apps | cortex-io · the archive
Eight hands-on tutorials, from your first container to your first Claude agent.
- RAG vs Fine-Tuning: A Decision Framework for Production · Aug 7, 2026
- 7 SSH Settings Your Server Has Wrong Right Now · Aug 4, 2026
- AI Code Generators: The Translation Engine Engineers Need to Understand · Aug 2, 2026
- Kubernetes vs Nomad: Stop Using K8s by Default · Jul 29, 2026
- Stop Stuffing Your LLM Context: The Lost in the Middle Problem · Jul 18, 2026
More at ry-ops.dev.
Every public repo, grouped (refreshed weekly)
🔌 MCP servers
| Repo | What it is | ★ |
|---|---|---|
| proxmox-mcp-server | MCP server for managing Proxmox Virtual Environment VMs, containers, storage, and cluster resources | 20 |
| unifi-mcp-server | Model Context Protocol server for comprehensive UniFi infrastructure monitoring and management with A2A support (fork) | 14 |
| k3s-mcp-server | Model Context Protocol server for K3s cluster management - kubectl operations for Claude | 5 |
| starlink-enterprise-mcp-server | MCP server for managing Starlink terminal fleet through the Starlink Enterprise API | 3 |
| cloudflare-mcp-server | Cloudflare MCP Server | 2 |
| microsoft-graph-mcp-server | MCP server integrating Microsoft Graph API for managing Microsoft 365 users, licenses, and groups | 2 |
| qdrant-fabric | Model Context Protocol server for Qdrant - Part of Infrastructure as a Fabric ecosystem. Provides 30+ tools for vector database operations, semantic search, and AI memory management. | 2 |
| aiana | AI conversation attendant for Claude Code - monitors and records conversations in real-time via Claude Code API | 1 |
| eagle-scout | MCP server for Docker Scout - container security scanning | 1 |
| git-steer | Self-hosting GitHub autonomy engine. Rate-limit-hardened MCP server for autonomous repo management, security sweeps, RFC tracking, and CI orchestration. Zero local footprint — steering wheel on your Mac, engine on GitHub. 🚜 | 1 |
| n8n-fabric | Workflow automation fabric layer - n8n MCP server with Qdrant vectors and Redis caching | 1 |
🔬 Hardware · m5stack-lab
| Repo | What it is | ★ |
|---|---|---|
| m5stack-lab/cardputer-adv-mirror | Mirror an M5Stack Cardputer ADV display in a web browser over WiFi (ESP32-S3, GRAM readback via SPI, WebSocket streaming) | 2 |
| m5stack-lab/Liner | Now-playing display for Volumio on the M5Stack PaperColor e-paper board | 1 |
| m5stack-lab/doomagotchi | Self-playing DOOM on an M5Stack Tab5 that turns live 2.4 GHz RF into demons | 0 |
| m5stack-lab/tab5-mirror | Browser display mirror + remote control for the M5Stack Tab5, forked from cardputer-adv-mirror | 0 |
🎓 Tutorials
| Repo | What it is | ★ |
|---|---|---|
| building-rest-api-fastapi | Build blazing-fast REST APIs with FastAPI, automatic docs, and type safety | 1 |
| building-serverless-website-github-cloudflare | Build lightning-fast serverless websites with Astro, GitHub, and Cloudflare Pages | 1 |
| building-your-first-claude-agent | Learn to build intelligent agents with Claude that automate your workflow | 1 |
| creating-your-first-mcp-server | Extend Claude with custom tools by building Model Context Protocol servers | 1 |
| deploying-your-first-kubernetes-cluster | Deploy production-ready Kubernetes clusters with K3s | 1 |
| getting-started-docker-containers | Package applications into portable containers with Docker | 1 |
| monitoring-infrastructure-prometheus-grafana | Monitor infrastructure with Prometheus metrics and Grafana dashboards | 1 |
| setting-up-cicd-github-actions | Automate testing and deployment with GitHub Actions CI/CD pipelines | 1 |
🧪 Tools & experiments
| Repo | What it is | ★ |
|---|---|---|
| commit-relay | Autonomous multi-agent AI platform for GitHub repository lifecycle management. MoE routing, self-healing workers, LLM mesh gateway, RAG-enhanced context, enterprise governance. [Archived] | 2 |
| mr-robot | An ADR-driven security framework for Kali — a HackTheBox co-pilot orchestrating Hat-persona Claude agents across a shared arcade and a cross-engagement memory layer. | 2 |
| git-fabric/adr | Global Architecture Decision Records for the git-fabric organization | 1 |
| git-fabric/aiana | Aiana memory fabric app — semantic memory, session context, and cross-project recall as a composable MCP layer | 1 |
| ATSFlow | AI-powered resume optimization tool that matches resumes to job descriptions and ensures ATS/LPS compatibility | 1 |
| azure-help | Notes and playbooks for the non-obvious corners of the Azure portal | 1 |
| bloatkill | Windows storage cleanup reference: a zero-dependency audit dashboard | 1 |
| capture-cadence | Scheduled full-page website screenshot automation. Puppeteer + Express.js with web UI, custom intervals, WebP output, and Docker support. [Archived] | 1 |
| git-fabric/chat | Chat fabric app — AI conversation sessions, semantic history search, and context threading as a composable MCP layer | 1 |
| git-fabric/cloudflare | Cloudflare fabric app — DNS, zones, cache, and KV as a composable MCP layer | 1 |
| git-fabric/cve | CVE detection-to-remediation fabric app. Scan, enrich, triage, and fix vulnerabilities across managed repos. | 1 |
| DriveIQ | Intelligent vehicle management app — maintenance tracking, service reminders, CARFAX integration, and AI-powered manual consultation for any vehicle. | 1 |
| eagle-scout-extension | Docker Desktop extension for Docker Scout security scanning | 1 |
| git-fabric/fabric-forge | Forge the fabric. k3s cluster + Helm charts for the Fabric-SDK runtime. One script, full stack. | 1 |
| git-fabric/fabric-state | CVE queue state and scan history for fabric-ctrl | 1 |
| fortigate-mcp-server | MCP server for managing Fortinet FortiGate firewalls (FortiOS 7.6 REST API) with AI | 1 |
| git-fabric/gateway | Fabric gateway — routes, connects, and orchestrates git-fabric apps. The connective tissue. | 1 |
| git-fabric/git | Git operations fabric app — commit, push, branch, PR, and repo management as a composable MCP layer | 1 |
| git-fabric/k8s | Kubernetes operations fabric app — cluster, pods, deployments, services, and logs as a composable MCP layer | 1 |
| git-fabric/pipelines | Automated fabric pipelines — composing gateway tools into ambient homelab intelligence | 1 |
| git-fabric/proxmox | Proxmox VE fabric app — VMs, containers, nodes, storage, and snapshots as a composable MCP layer | 1 |
| rawk-on | Add songs from The Current's on-air playlist to a daily TIDAL or Spotify playlist — a Chrome (MV3) extension. | 1 |
| git-fabric/sandfly | Sandfly Security fabric app — agentless Linux intrusion detection and incident response as a composable MCP layer | 1 |
| git-fabric/sdk | Fabric-SDK — BGP-style routing layer for autonomous fabric agents. Route locally first, Claude only when nobody else can answer. | 1 |
| stackforge | A guided homelab infrastructure bootstrapper. k3s on bare-metal, k3d on Docker Desktop. One script, choose your adventure. | 1 |
| git-fabric/tailscale | Tailscale fabric app — devices, DNS, ACL, and auth keys as a composable MCP layer | 1 |
| git-fabric/terminal | Claude Code + tmux + kubectl in a persistent container. Accessible via Tailscale or kubectl exec. | 1 |
| git-fabric/unifi | UniFi fabric app — hosts, sites, and devices via the UI.com Cloud API as a composable MCP layer | 1 |
| unifi-cloudflare-ddns | Cloudflare Worker enabling UniFi devices to dynamically update DNS A/AAAA records | 1 |
| git-fabric/yt-adr-feed | YouTube transcript monitor — Qdrant vector storage + GitHub ADR pipeline. Deterministic, no generative AI at runtime. | 1 |
| git-fabric/aiana-vllm | AIANA-Ops — Ollama Modelfile for AIANA semantic memory layer (fabric-llm L5 memory primitive) | 0 |
| git-fabric/cloudflare-vllm | Cloudflare-Ops — API-specialized Ollama Modelfile for Cloudflare v4 API (fabric-llm L3+L7 edge) | 0 |
| git-fabric/cve-vllm | CVE-Ops — API-specialized Ollama Modelfile for NVD/GHSA/CISA KEV CVE pipeline (fabric-llm L3+L7 vuln intel) | 0 |
| git-fabric/fabric-ctrl | Zero-trust control plane for the git-fabric org. GitHub App identity, security automation, and MCP org tooling. | 0 |
| git-fabric/fabric-invoke-vllm | fabric-invoke — Ollama Modelfile for orchestration runtime intelligence (L4+L6 interceptor) | 0 |
| git-fabric/fabric-review | Automated PR review engine for the git-fabric ecosystem | 0 |
| git-fabric/fabric-router-vllm | fabric-router — Ollama Modelfile for fabric-sdk meta-routing intelligence (L3+L4 gateway) | 0 |
| git-fabric/git-steer-vllm | git-steer-Ops — Ollama Modelfile for git-steer internal architecture (fabric-llm meta-layer) | 0 |
| git-fabric/github-vllm | GitHub-Ops — API-specialized Ollama Modelfile for GitHub REST API (fabric-llm L3+L5+L6+L7 substrate) | 0 |
| git-fabric/k3s-vllm | k3s/Kubernetes API intelligence model — fabric-llm | 0 |
| git-fabric/n8n-vllm | n8n-Ops — API-specialized Ollama Modelfile for n8n REST API v1 (fabric-llm L5+L6+L7 orchestration) | 0 |
| git-fabric/proxmox-vllm | Proxmox VE API intelligence model — fabric-llm | 0 |
| git-fabric/qdrant-vllm | qdrant-fabric — Ollama Modelfile for Qdrant vector ops intelligence (L3+L6 foundry) | 0 |
| git-fabric/sandfly-vllm | Sandfly-Ops — API-specialized Ollama Modelfile for Sandfly Security v4 API (fabric-llm L3+L5 security) | 0 |
| git-fabric/tailscale-vllm | Tailscale-Ops — API-specialized Ollama Modelfile for Tailscale v2 API (fabric-llm L1 transport) | 0 |
| git-fabric/unifi-vllm | UniFi API intelligence model — fabric-llm | 0 |
🗄️ Archive · cortex-io
| Repo | What it is | ★ |
|---|---|---|
| cortex-io/cortex | Archived — AI-powered autonomous DevOps platform with multi-agent orchestration, neural routing, and self-healing infrastructure. | 1 |
| cortex-io/cortex-platform | Archived — Cortex platform monorepo: microservices, MCP servers, shared libraries, and agent coordination. | 1 |
| cortex-io/cortex-construction-hq | Archived — Cortex Holdings project management: roadmap, phase tracking, build session logs. | 0 |
| cortex-io/cortex-docs | Archived — Cortex knowledge base: Obsidian vault with architecture decisions, runbooks, and component docs. | 0 |
| cortex-io/cortex-gitops | Archived — GitOps manifests for Cortex K3s deployments. ArgoCD-managed, self-healing Kubernetes infrastructure. | 0 |
| cortex-io/cortex-k3s | Archived — K3s cluster documentation: Wazuh security, KEDA autoscaling, and monitoring stack. | 0 |
| cortex-io/cortex-layer-stack | Archived — Helm chart for scale-to-zero AI service stacks with telemetry-driven model distillation. | 0 |
| cortex-io/infrastructure-docs | Archived — Homelab infrastructure documentation: Proxmox, K3s, networking, and service configs. | 0 |
