Talking Drupal #529 - MCP, Automators, and Agents

Nov 17, 2025

Marcus Johansson, tech lead of the AI initiative at Freely Give, dives into the world of AI in Drupal. He unveils the Model Context Protocol (MCP) and its implications for integrating AI tools. Listeners learn about automators that streamline editorial workflows, from summarizing content to generating alt text. Marcus discusses the challenges of building AI agents and how these innovations reshape Drupal development. With insights into real-world applications and future tools, this conversation is a must for anyone curious about AI's role in content management.

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INSIGHT

Sandbox Recipe Accelerates AI Exploration

The AI Ecosystem Recipe gives Drupal developers a sandbox to explore many AI providers and features quickly.
Marcus built it to centralize options so developers can test integrations like ingestion, translation, and SEO tools.

INSIGHT

MCP Enables Standard Tool Calling

MCP standardizes how models call external tools so LLMs can use real computational or API functions reliably.
Drupal already supports MCP servers and clients to let sites expose or consume tools across languages and providers.

ANECDOTE

Voice Agent Fills Web Forms Over Calls

Marcus demoed agent-to-agent workflows using a voice agent (VAPI) that called people to fill web forms via Twilio.
The VAPI agent retrieved web form questions via MCP tools and returned completed submissions automatically.

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Today we are talking about MCPs, AI Automators, and AI Agents with guest Marcus Johansson. We'll also cover AI Ecosystem Recipe as our module of the week.

For show notes visit: https://www.talkingDrupal.com/529

Topics

Understanding Model Context Protocol (MCP)
AI Automators in Drupal
Creating Complex Workflows with Automators
Simple and Effective Automator Use Cases
AI Image Alt Text and Contextual Understanding
AI Tagging and Content Management
Introduction to AI Agents in Drupal
Challenges and Future of AI Agents
Real-World Applications and Future of AI in Drupal
Proliferation of Orchestration Tools

Resources

Guests

Marcus Johansson - workflows-of-ai.com marcus_johansson

Hosts

Nic Laflin - nLighteneddevelopment.com nicxvan John Picozzi - epam.com johnpicozzi Martin Anderson-Clutz - mandclu.com mandclu

MOTW Correspondent

Martin Anderson-Clutz - mandclu.com mandclu

Brief description:
- Have you ever wanted to explore the AI capabilities of Drupal, but didn't know where to start? There's a Drupal recipe for that.
Module name/project name:
- AI Ecosystem Recipe
Brief history
- How old: created in Oct 2024 by Marcus Johansson (marcus_johansson of FreelyGive.io
Versions available: 1.0.0-alpha2, which requires Drupal 10.3 or newer
Maintainership
- Actively maintained
- Number of open issues: 2 open issues, both of which are bugs
Module features and usage
- When you require and apply this recipe to your Drupal site, you'll be able to start working with a variety of LLMs and specialized AI-based services
- You'll be able to ingest unstructured content and map it to structured fields automatically. Or generate a detailed SEO analysis of your nodes. There are multiple translation tools, crawlers to help work across entire sites, and more.
- This recipe is likely something you would apply to a sandbox site, to understand the various ways to achieve something specific with AI and Drupal, and then apply whatever is best for your use case to your actual site build.
- But it's a useful resource for a Drupalist wanting to start exploring some of the growing list of options for working with AI, or someone familiar with AI tools who wants to start using them with Drupal.