I will build your multi ai agent system using crewai langgraph autogen or mcp setup


About this gig
Your single chatbot cannot handle a real workflow and one giant prompt keeps failing on complex tasks.
You are not alone, most teams hit this wall once tasks need memory, tools, and handoffs between steps.
I design and build multi agent systems using CrewAI, LangGraph, AutoGen, or MCP so agents work as a team.
Services I offer:
- Design a multi agent architecture for your specific use case.
- Build agents in CrewAI, LangGraph, or AutoGen.
- Connect an MCP server for tool access.
- Set up RAG pipelines with a vector database.
- Build research, sales, or support agent workflows.
- Integrate agents with n8n for automation.
- Add memory so agents recall past context.
- Debug and fix an existing broken agent pipeline.
- Deploy agents to a live server.
- Write full documentation and handoff notes.
Tools I work with:
- CrewAI
- LangGraph
- AutoGen
- MCP
- LangChain
- OpenAI Agentic SDK
- Google ADK
- Python
- n8n
- Claude API
- vector databases
One client cut manual research time by 70 percent using a three agent pipeline. Message me your workflow and I will map out the exact agent architecture before you order.
Get to know Mannaseh Emp
AI Agent Setup Expert Obsidian WhatsApp MCP n8n Automation
- FromUnited States
- Member sinceJul 2026
- Avg. response time1 hour
Languages
English, Spanish, German
Other AI Development Services I Offer
FAQ
What is the real difference between one big chatbot prompt and an actual multi agent system for my business?
A single prompt cannot hold complex multi step context reliably, while separate agents each handle one job and hand off cleanly to the next.
Which framework will you actually use for building out my project, CrewAI, LangGraph, or AutoGen?
It depends entirely on your specific workflow, I will recommend the best fit once I understand your exact use case and constraints.
Do I need my own OpenAI or Claude API key already set up before we begin this project together?
Yes, you will need your own API key since usage costs are billed directly to your account, not included in my delivery price.
Can you fix an existing multi agent pipeline that I already tried to build myself but it keeps failing?
Yes, send me the current code and error logs and I will diagnose exactly where the breakdown is happening in your pipeline
What does RAG actually mean and do I need it for my specific multi agent project or workflow?
Retrieval augmented generation lets agents pull facts from your own documents, useful if agents need to reference your specific data.
How do you handle memory so agents remember earlier conversations across multiple different sessions?
I set up a memory store, often a vector database or Obsidian vault, so agents retain and recall relevant context reliably.
Will you deploy the finished agent system to my own server or do I need to handle that myself later?
I can deploy directly to your VPS or cloud provider as part of the Premium package, fully configured and ready to run.
Can this multi agent system integrate with n8n workflows I already have running in production right now?
Yes, agent outputs can trigger or feed directly into your existing n8n automations without disrupting current flows.

