I will develop custom ai agents and workflows using mcp and n8n


Level 2
About this gig
Build Action-Oriented AI Agents with MCP & LangGraph
Move beyond static chatbots. I engineer intelligent systems using the Model Context Protocol (MCP) and n8n, giving your AI real-time access to your proprietary data and tools.
My Specialized Services:
Custom MCP Server Development: I build secure bridges connecting LLMs (Claude, GPT-4o, Gemini) directly to your local databases, file systems, and internal APIs using the official MCP standard.
Advanced n8n Automation: I design sophisticated, logic-driven workflows that act as the orchestration layer for your AI, handling complex data routing without messy glue code.
LangGraph Multi-Agent Systems: Development of stateful, cyclic agent workflows. I create agents that can plan, critique, and collaborate to solve complex goals (e.g., Researcher + Writer agents).
️ Production-Grade Reliability: Integration with LangSmith for full tracing, debugging, and monitoring of your AI pipelines.
Tech Stack: Python, FastAPI, LangChain, Docker, AWS/Azure.
Ready to deploy a true AI workforce? Contact me to start!
Get to know Zain Shah
Full Stack AI Engineer
Level 2
- FromPakistan
- Member sinceSep 2020
- Avg. response time1 hour
- Last deliveryabout 10 hours
Languages
Urdu, English
My Portfolio
FAQ
What is an MCP Server and why do I need it?
MCP (Model Context Protocol) is the new standard for connecting AI models to your data. Unlike standard chatbots, an MCP server allows Claude or GPT to securely access your local files, databases, and internal tools to perform real-world tasks, not just answer questions.
Why do you use LangGraph instead of standard LangChain?
Standard chains are linear (step A -> step B). LangGraph allows for "cyclic" workflows, meaning the AI agent can think, plan, check its own work, and retry if it fails. This is essential for building complex, reliable autonomous agents.
Can you automate workflows using n8n for my business?
Yes! I specialize in n8n because it allows for complex, logic-heavy automations that are often too expensive or difficult to build in Zapier. I can set up n8n on your private server to keep your data secure and costs low.
Do I need my own cloud server (VPS) for this?
Yes, for custom MCP servers and n8n instances, I recommend a VPS (like AWS, Azure, or DigitalOcean). This ensures you have full control over your data and infrastructure. I will handle the complete setup and deployment for you.
Which AI models can you integrate?
I can integrate almost any LLM. This includes proprietary models like GPT-4o and Claude 3.5 Sonnet, as well as open-source models like Llama 3 via Ollama or Groq for cost-effective performance.
Is my data secure during the process?
Absolutely. Since we use custom backends (FastAPI/MCP) and self-hosted automation tools (n8n), your data remains within your controlled environment. I design systems where sensitive data does not train public models.

