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n8n: Module 2 – Multi-Agent Systems & MCPs Intensive Training
Advanced · 5 half days or flexible as in-house training · Remote · Open Training or In-House
According to participants, one of the most popular trainings on workshops.de
5.0
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95%
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60% Hands-on Practice
Exercises with real projects from everyday development
Certified Trainers
Google Developer Experts & Community Experts
Bonus: Lifetime Access
Materials stay up to date — even after the workshop
Bonus: n8n Environment & API Keys
Personal n8n access plus test API keys for OpenAI, Claude and other AI providers to experiment with
This module is the step from a working agent to a production-ready system. You'll learn how to equip AI agents with persistent memory, orchestrate multiple specialized agents with a clear division of labor, and develop your own MCP servers as a stable tool layer. By the end of the course, you'll also know how to secure your systems with input, output, and retrieval guardrails – so that they don't just work, but can also be operated responsibly.
As a joint final project, you'll build a complete content creation pipeline that brings all of these concepts together: memory, orchestration, MCP integration, and security mechanisms in a workflow ready for real-world use.
Agenda
Introduction, Recap and Course Goals
- Recap of Module 1: N8N, Prompt Engineering, RAG
Persistent Agent Memory
- Long-term memory: user context, preferences, conversation history
- Integrating an SQL database into N8N – chat memories
- Short-term vs. long-term storage, memory retrieval strategies
- Exercise: agent with user context memory across multiple sessions
Multi-Agent Systems
- Five architecture patterns: parallel, sequential, loop, router, network
- State management, error recovery, resilience
- Implementation with the AI Agent Tool / Sub Workflow Tool
- Build your own multi-agent system
Model Context Protocol (MCP)
- MCP: a standardized channel between AI and tools
- MCP server architecture, your own server, integration in N8N
- Authentication, authorization, security
- Maintainable integrations for the future
Guardrails
- Input, output and retrieval guardrails in N8N
- Sanitize text, validation pipelines
- Guardrails as a compliance requirement
- Final project: content pipeline with memory, orchestration, MCP, guardrails
What you should know
Prerequisites
- Completed N8N Module 1 (Automation with AI Agents) or comparable hands-on experience with N8N and basic agent workflows
- Familiarity with API integration and webhooks in N8N
- Basic understanding of prompt engineering and RAG concepts
- Knowledge of TypeScript or Python is an advantage for the MCP server day, but not mandatory – we will guide you through the most important concepts
- Basic knowledge of SQL databases is helpful for the memory integration
To refresh your knowledge, we recommend briefly skimming the materials from Module 1 before the course – we start day 1 directly with persistence concepts.
Target Audience
The course “n8n: Module 2 – Multi-Agent Systems & MCPs” is aimed at Advanced.
What's Included
Select dates & book
1 dates available
Group discount
€100 discount per person
for 3+ participants
for 3+ participants
16 Nov - 20 Nov
Remote
German
1.499 €
1.679 €
Early Bird until 05 Oct 2026
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Request in-house/corporate training
Interested in an in-house n8n: Module 2 – Multi-Agent Systems & MCPs training for your team or company?
Submit a request and book a preliminary meeting with our advisor.
Submit a request and book a preliminary meeting with our advisor.
Tailored training to your needs
On-site or remote for multiple employees
German and English available
Robin Böhm
CEO of workshops.de
What our participants say
5.0 /5
Anonymized on request
Participant
n8n für Fortgeschrittene – ohne Entwicklerhintergrund! Dank des klaren Aufbaus habe ich überraschend viel mitgenommen und fühle mich fit genug, um n8n selbstständig einzusetzen.
Attended n8n: Module 2 – Multi-Agent Systems & MCPs Intensive Training
Anonymized on request
Participant
Guter Workshop, ich habe das erhalten was ich mir wünschte. Vielen Dank!
Attended n8n: Module 2 – Multi-Agent Systems & MCPs Intensive Training
Anonymized on request
Participant
Besonders wertvoll: Die ehrliche Einschätzung, was KI kann und was (noch) nicht.
Attended KI für Einsteiger Crashkurs Fundamentals Training
Anonymized on request
Participant
Die Mischung aus Überblick und praktischer Anwendung war perfekt. Jetzt weiß unser Team, wo wir ansetzen müssen.
Attended KI für Einsteiger Crashkurs Fundamentals Training
Anonymized on request
Participant
Endlich verstehe ich, was hinter dem ganzen KI-Hype steckt und wie wir das konkret nutzen können!
Attended KI für Einsteiger Crashkurs Fundamentals Training
Anonymized on request
Participant
Dankbar, für die unfassbar umfangreichen Anwendungsmöglichkeiten, die gezeigt wurden!
Attended n8n: Module 1 – Automation with AI Agents Intensive Training
Questions and answers
Our public n8n: Module 2 – Multi-Agent Systems & MCPs remote courses take place from 9:00 AM to 1:00 PM, on-site n8n: Module 2 – Multi-Agent Systems & MCPs trainings from 9:00 AM to 4:30 PM.
For in-house seminars, individual adjustments are possible.
Yes. At the end of each of our n8n: Module 2 – Multi-Agent Systems & MCPs seminars, participants receive a signed certificate of attendance.
The certificate includes a verification URL and can be shared on your LinkedIn profile. Learn more about managing certificates on LinkedIn.
Yes, we offer our n8n: Module 2 – Multi-Agent Systems & MCPs seminars in German and English.
Public dates are held in German, unless explicitly stated otherwise.
In-house seminars can be conducted in the desired language.
All materials and exercises are fully available in English.
Yes. We offer our n8n: Module 2 – Multi-Agent Systems & MCPs seminars both remotely and on-site. Thanks to our virtual classroom, you can conveniently participate in our workshops from anywhere. Our online presentations are regularly updated, and you have permanent access after the training. Exercises can be accessed and unlocked through an online interface, and we have added additional tasks to prepare you for remote workshops.
We also offer in-house seminars and public trainings on-site. In our schedule overview, you can see the respective venue of the trainings. For in-house trainings, we are happy to discuss the venue details individually with you.
For public n8n: Module 2 – Multi-Agent Systems & MCPs seminars, we use the online meeting tool Zoom alongside our classroom.
A test link is also included in the preparation to let you try out the technology. The remote workshop is designed so that everyone works from different locations with their own computer.
For in-house seminars, we can conduct the meeting via Zoom or Microsoft Teams.
Other meeting software may be used by arrangement.
In-house n8n: Module 2 – Multi-Agent Systems & MCPs trainings: Individual consulting with code mentoring
For our in-house seminars, we additionally offer code mentoring.
What is code mentoring?
- Ask-Me-Anything sessions: Clarify questions and uncertainties from the course directly with an expert.
- Code review: Submit your own code snippets and have them analyzed and evaluated by experts.
- Advanced topics: Ask in-depth questions about the course topic to expand your knowledge.
Public n8n: Module 2 – Multi-Agent Systems & MCPs trainings: Exchange on our community Discord
For participants of public trainings, we recommend joining our community Discord server.
Your benefits on Discord:
- Diverse channels for questions and discussions – beyond the course topic.
- An engaged community that supports you in learning.
Our trainers are experienced experts from the industry:
- Experienced software developers
- Book and article authors
- Active members of the web community
- Organizers of meetups and conferences
Yes. You can enter your routing ID directly in our order form. Our invoices are sent as ZUGFeRD PDFs right after booking.
If you have provided a routing ID, our team will be notified and we will handle the upload to the portal. If we need additional information, we will contact you after booking.
Still have questions?
Just send us an email. If you prefer a more personal contact, Britta is also happy to receive a call from you!
