---
title: "build ai agent workflow mcp, autogen, langchain"
url: https://zinnhub.com/zinns/build-ai-agent-workflow-mcp-autogen-langchain/
description: "RAG system with custom prompt engineering chatbot | Fullstack Generative AI developer"
published: 2025-11-26T04:42:27+00:00
modified: 2026-06-30T22:52:13+00:00
language: en-GB
---

# build ai agent workflow mcp, autogen, langchain

Hello,

I am Zinn Digital®,

We’ve saved £160k annually by automating tasks with AI agents (MCP servers). Based in London, England, we believe in innovation and technology that make life easier and more productive. We’re passionate AI developers creating agentic orchestration projects for startups. We’re experts in Generative AI and boost applications with LLMs content creation for text, images, or video.

**Chatbots We Develop:**

- Hybrid Chatbots
- AI-Powered Chatbots
- Rule-Based Chatbots
- Keyword-Based Chatbots
- Contextual Chatbots
- Voice-Activated Chatbots
- Social Messaging Chatbots
- Transactional Chatbots
- Support/Service Chatbots

We’ll create web applications and agents using CLAUDE, ChatGPT schema, or any LLMs (Gemini or LLAMA). We autonomously orchestrate agentic models for business implementation with LangChain using Python and integrate them into web applications, WhatsApp, Facebook, Telegram, Instagram, and Discord for users.

An end-to-end Generative AI application workflow for automating complex tasks leveraging MCP servers!

**Integrations**

- LangGraph
- CrewAI
- MCP Servers

**Scalable AI Agent Cloud Deployment:**

- AWS
- Microsoft Azure
- Google Cloud

---

### This Zinn Will Include (SILVER)

RAG system with custom prompt engineering chatbot

**Delivery:** 1 day

**Revisions:** 1

---

### Upgrade Options

Choose an upgrade addon to get more features:

| Feature | Basic | Boost Upgrade | Premium Upgrade |
| --- | --- | --- | --- |
| **Delivery** | 1 day | 7 days | 10 days |
| **Revisions** | 1 | 2 | 3 |
| Additional Revision | ✗ | ✗ | ✗ |