Case Studies

Real projects running in production. Each case study covers the problem, solution, architecture, key decisions, and results.

Network Engineering AI Automation Dashboard Dev Data Engineering
Network Engineering

CiscoTools.dev — Free Network Engineering Toolkit

Free web-based Cisco network engineering toolkit with 4 tools, an embedded AI chatbot, and a blog — config diff with auto-migration scripts, bidirectional IOS↔NX-OS translator, config sanitizer, config template manager, and contextual AI assistance. No signup required.

Svelte 5FastAPIPythonciscoconfparse2
Network Engineering

Multi-Site Config Drift Detection & Remediation Tracking

Peer-consensus configuration auditing across a large multi-site switch fleet — finds drift by comparing each device against its role-peers (no golden config required), then tracks every finding to closure in a live dashboard with per-round diffs and email alerts.

PythonSecureCRTGoogle Apps ScriptGoogle Sheets
AI Automation

Autonomous AI Agent Orchestration

AI orchestrator managing 28 projects across 6 categories — SMS control from anywhere, daily morning digests, automated forex P&L reports, child session delegation, Upwork job scanning, weekly research agents, and an auto-blog pipeline from research to publish.

Node.jsClaude CLISQLitePython
Network Engineering

Automated Network Topology Documentation

Python CLI tool that parses Cisco IOS/IOS-XE running configs and auto-generates multi-layer draw.io topology diagrams with L1/L2/L3 views, VRF isolation, and HSRP pair visualization.

PythonCisco IOSNetworkXdraw.io
Dashboard Dev

Self-Hosted Uptime Monitoring Tool

Lightweight website monitoring tool with real-time dashboard, SSL certificate tracking, configurable alerts, and 11 REST API endpoints — self-hosted on a single machine with zero external dependencies.

PythonFastAPISQLiteChart.js
Network Engineering

Multi-Site BGP & Routing Audit Automation

Automated BGP and route-policy auditing across dozens of sites — collects routing state with a handful of commands per device, reconstructs VRF context, and compares equivalent sites to flag inconsistencies like a route filter present at one site and missing at its peer.

PythonSecureCRTBGPVRF
Network Engineering

IPAM at Scale — Source-of-Truth & Live Validation

IP address management across a large multi-site network: an auto-generated Google Sheets IPAM workbook per site, plus an intent-vs-reality validator that reconciles the source-of-truth against what's actually live on the devices and flags every gap — running entirely from captures, with no live access to the secured network.

PythonGoogle Apps ScriptGoogle SheetsNetBox
Network Engineering

Enterprise Network Diagnostic Dashboard

Enterprise-grade network diagnostic platform with ping, traceroute, DNS, port scan, SNMP polling, CDP/LLDP discovery, ARP table collection, and integrated SSH terminal — supporting batch testing of 500+ targets with real-time WebSocket updates.

FastAPISveltePythonasyncio
AI Automation

NetBox MCP Server — AI Access to Live Infrastructure Data

Open-source Model Context Protocol server that gives AI assistants read-only access to NetBox infrastructure data — sites, devices, IPs, VLANs, circuits, and cable traces — without copy-pasting from the NetBox UI.

PythonMCP ProtocolNetBox APIDocker
Network Engineering

Modular IOS-XE Configuration Generator

Modular IOS-XE configuration generator with toggleable feature modules, live preview, IPAM integration via Google Sheets, and SQLite profile storage for consistent multi-site deployments.

FastAPISvelteJinja2SQLite
Network Engineering

Zero Touch Provisioning Server

Docker Compose stack for automated Cisco Catalyst 9200/9300/9500 provisioning — DHCP, HTTP config delivery, FastAPI config generator with Jinja2 templates, and a Next.js dashboard. Factory-reset to fully configured in under 10 minutes, no engineer on-site.

DockerFastAPIJinja2Next.js
AI Automation

Cisco Networking AI Assistant

AI chatbot specialized for Cisco IOS/IOS-XE/NX-OS — embeddable widget for any website, contextual 'Ask AI' buttons integrated into ciscotools.dev, Claude Haiku backend via FastAPI with rate-limited free tier.

FastAPIClaude APIJavaScriptShadow DOM
Data Engineering

Real Estate Development Signal Aggregator

H3 hexagonal spatial scoring system that aggregates permits, rezoning, subdivisions, and property transfers to identify land development signals — with velocity tracking, spike alerts, and spatial adjacency scoring.

PythonPostgreSQLH3Docker
Network Engineering

Cloud-Managed Network Monitoring & Reporting

Automated health reporting for a cloud-managed (Meraki) out-of-band network — cellular signal and failover status plus site-to-site VPN tunnel reachability pulled from the Dashboard API into a Google Sheet on a schedule, with email-on-down alerting so failures surface before they're needed in an outage.

Google Apps ScriptMeraki Dashboard APIGoogle SheetsREST APIs

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