Available for new projects

Transforming manual workflows
into intelligent automation.

Mohamed Tamer · AI automation engineer.
I build n8n workflows, Python agents, and self-hosted systems that run so your team doesn't have to.

27+ Workflows built
3+ Years experience
99.9% Avg uptime
Mohamed Tamer
AI Agent Expert
n8n Automation
3lmagary@homelab — bash
LIVE
CPU
22.0%
Workflows
27 active
n8n Workflows · AI Agents · Python Automation · Self-Hosted Infra · RAG Systems · Telegram Bots · API Integrations · Docker & Proxmox · n8n Workflows · AI Agents · Python Automation · Self-Hosted Infra · RAG Systems · Telegram Bots · API Integrations · Docker & Proxmox ·

What I build

Four areas.
One goal: less manual work.

Most requested

n8n Workflow Builds

Custom automations for leads, content, support, reporting, and operations — connected to every tool you use.

  • Webhook & API integrations
  • Error handling & retries
  • Telegram, CRM, Sheets, Notion

AI Agent Systems

Agents that answer, classify, summarize, route tasks, and trigger actions safely.

  • RAG & document Q&A
  • Task routing & decisions
  • Human approval steps

Python Automation

Scripts, API adapters, data processors, scraping utilities, and backend tools.

  • Data cleaning & parsing
  • Custom API connectors
  • Scheduled automation jobs

Self-Hosted Infrastructure

Proxmox, Docker, Cloudflare tunnels, backups, and monitoring for teams who want full control over their stack.

  • Docker service setup
  • Cloudflare tunnels
  • Monitoring & backups

Case Studies

Real systems.
Real results.

AI Agent

Document Research Agent

Problem

Analysis teams spent hours reading 50+ page PDFs manually to synthesize reports.

Solution

Autonomous RAG agent built with n8n, Python, Vector databases, and OpenAI API.

Result
82% time saved (from 4 hours to 45 seconds per document)
Automation

Sales Operations Flow

Problem

Leads were dropped or responded to late due to manual CRM entries and fragmented chat notifications.

Solution

Automated lead routing pipeline built with n8n, Hubspot CRM, Telegram Bot API, and OpenAI.

Result
10x response speed (boosted lead response time and conversion rate by 34%)
Infrastructure

Self-Hosted Control Stack

Problem

High SaaS fees and data privacy concerns for hosting internal services and database backups.

Solution

Secure Proxmox VE & Docker Swarm cluster behind Cloudflare Zero-Trust tunnels.

Result
Saved $450/month (100% data ownership, 99.9% uptime, automated backups)

Testimonials

What people say.
Trusted execution.

"Mohamed rebuilt our lead routing pipeline. Leads are now qualified and in our CRM in under 10 seconds. We've seen a 34% bump in conversions simply by responding faster."

JD
John Davis Sales Operations Lead

"The RAG agent Mohamed built for us extracts data from dense PDF contracts with zero fuss. What used to take hours of manual reading is now done automatically. Clean, fast, and secure."

SK
Sarah Klein Co-Founder, LawTech Group

"Moving our internal services and databases off SaaS to a secure, self-hosted Proxmox cluster has saved us $450/month. Uptime is outstanding and we have full ownership of our data."

AM
Ahmed Mansour Founder, Creative Systems

How it works

Simple. Fast.
Clean delivery.

01

Map the workflow

We define the trigger, inputs, outputs, failure cases, and where AI should help.

02

Build & test

I build the n8n flow, Python logic, integrations, prompts, logs, and alerting.

03

Deploy & hand over

You get the workflow, setup notes, usage guide, and optional ongoing support.

Get in touch

Ready to automate?

Tell me what you repeat every week. I'll suggest the simplest path to automate it.

No spam. Just automation talk.