Week 3

Making AI Do The Work

APIs, MCPs, automation platforms, and how to connect AI to everything.

~90 minHands-onConcepts + Demos

Let's see how your Claude setup held up in the real world.

Last week Claude talked to you. This week it talks to everything else.

Community Wins

Who built a Project this week? Who tried Dispatch? What automated task saved you the most time? Share with the group — the best automations come from real workflows, not hypothetical ones.

"If you set up one scheduled task and it ran every day this week without you touching it — congratulations, you've automated your first workflow. That's the foundation everything else builds on."

Quick Recap — Week 2

01Claude Models — Sonnet for speed, Opus for depth, Extended Thinking for complex decisions
02Power Features — Memory, Projects, Artifacts, Styles — the features most people never discover
03Dispatch + Schedule — Send tasks from your phone, set recurring automations, let Claude work while you're away

Tonight we break out of the chatbox. Claude stops being a tool you talk to and starts being a tool that lives inside your other tools.

Before we connect anything, you need to understand the language that apps use to talk to each other.

An API (Application Programming Interface) is how software talks to other software. When you check the weather on your phone, your app sends a request to a weather service's API, which sends back the data. You never see the request — but it's happening behind every app interaction.

The Restaurant Analogy

Think of an API like a waiter at a restaurant. You (the customer) don't walk into the kitchen and start cooking. Instead, you tell the waiter what you want, the waiter takes your order to the kitchen, and the kitchen sends back your food through the waiter. The API is the waiter — it takes your request, delivers it to the system that can fulfill it, and brings back the response. You never need to know how the kitchen works.

"You don't need to understand the kitchen. You just need to know how to talk to the waiter."

❌ Without APIs

You manually copy data from one app, switch to another app, and paste it in. Every. Single. Time.

✅ With APIs

Your apps talk to each other automatically through APIs — no copying, no pasting, no switching tabs.

How It Works — In 30 Seconds

API Request / Response Flow
Your App
(client)
Request →
← Response
Service
(server)
GET /weather?city=NYC
200 { "temp": "72°F" }
JSON structured data

That's it. Request → Response. Every API works this way: you ask for something, you get something back. The format is almost always JSON — structured data that machines read easily.

Why This Matters for You

You'll never need to write API code yourself. But understanding this pattern unlocks everything else in tonight's lesson. When we talk about MCPs, they're using APIs under the hood. When we talk about Zapier, it's connecting APIs for you. The concept is simple — the power comes from what you connect.

Example: Ask Claude to explain any API
I'm looking at [tool/service name] and want to understand what their API can do.

Explain it to me like I'm a non-technical business person:
- What data can I pull from it?
- What actions can I trigger?
- What would a practical automation look like using this API?

Keep it concrete — use my business context: [your role/industry]

Model Context Protocol — the universal adapter that lets Claude plug into your tools directly.

MCP (Model Context Protocol) is an open standard that lets AI models connect directly to external tools and data sources. Instead of copying data into Claude, Claude reaches out and gets it itself — from your Gmail, your calendar, your Notion, your file system, whatever you connect.

Think of it this way: APIs are the language apps speak. MCP is Claude's translator — it lets Claude speak that language fluently, to any app, without you doing the translation manually.

MCP — One Hub, Many Services
🧠 Claude + MCP
📧
Gmail
📅
Calendar
📝
Notion
📁
Drive
💬
Slack

What MCP Changes

❌ Without MCP

Copy your calendar into Claude. Paste your email. Describe what's in your Notion. Repeat every conversation.

✅ With MCP

Claude reads your calendar, checks your email, and pulls from Notion directly — in real time, every conversation.

Setting Up Your First MCP

MCP servers run locally on your computer through Claude Desktop. Here's how to connect one:

01Open Claude Desktop — Make sure you have the latest version installed
02Go to Settings → MCP Servers — This is where you manage your connections
03Add a server — Start with something simple like the filesystem server or a Google integration
04Authorize access — Grant the specific permissions the server needs (read-only first)
Example: Claude Desktop MCP config
{
  "mcpServers": {
    "filesystem": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-filesystem",
        "/Users/yourname/Documents"
      ]
    },
    "google-drive": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-google-drive"]
    }
  }
}

"MCP is the difference between an AI you have to feed information to, and an AI that goes and gets the information itself. Once you connect your tools, you stop being the middleman."

Popular MCP Servers

📁

Filesystem

Read, search, and manage files on your computer. The simplest MCP to start with.

📧

Gmail

Read emails, search your inbox, draft responses — without leaving Claude.

📅

Google Calendar

Check your schedule, find conflicts, prep for meetings automatically.

📝

Notion

Query your workspace, update pages, search across your knowledge base.

Before you reach for external platforms, meet the automation stack that's already built into Claude.

Most people skip straight to Zapier or Make — but Claude ships with a powerful automation suite that handles the majority of what you'd want to automate. No extra accounts, no extra cost, no extra complexity.

"For most people, Claude's built-in stack handles 90% of what you'd want to automate."

🔄

Cowork

Multi-step worker

Hand Claude a complex, multi-step task and let it work through each stage autonomously. Research, draft, analyze, refine — all in one session. Think of it as a capable colleague who takes a brief and comes back with finished work.

Schedule

Always-on timer

Set tasks to run on a recurring schedule — daily briefings, weekly reports, monthly audits. Claude executes them automatically and delivers the results to you. Set it once, it runs forever.

📡

Dispatch

Remote control

Fire off tasks to Claude from anywhere — your phone, a quick text, another app. Dispatch turns Claude into an always-available assistant you can command remotely without opening the full interface.

🖥️

Computer Use

Universal connector

Claude can see and interact with your screen — clicking buttons, filling forms, navigating apps that don't have APIs. If a human can do it in a browser, Computer Use can automate it.

Why Start Here

01Zero setup — No accounts to create, no API keys to manage, no workflows to build. It's already in your Claude subscription.
02Reasoning built in — Unlike platforms that just move data, Claude thinks about what it's doing. It adapts, catches edge cases, and makes judgment calls.
03Natural language — No visual workflow builder to learn. Just describe what you want in plain English.
Example: Set up a daily Cowork task
Every morning at 8am, I want you to:

1. Check my Gmail for any emails from clients received overnight
2. Summarize each email in 2-3 bullet points
3. Flag any that need a response today (and draft a response for each)
4. Check my Google Calendar for today's meetings
5. Prepare a brief for each meeting based on recent email threads with that person

Deliver everything as a clean morning briefing I can review in 5 minutes.

Claude's stack is powerful — but it has limits. Here are the five walls you'll hit, and when to reach for external platforms.

Claude's built-in automation handles most workflows. But there are five specific scenarios where you'll need to escalate to a dedicated platform like Zapier, Make, or n8n. We call these the five gaps.

The 5 Escalation Triggers

Real-Time

Instant triggers needed — webhook fires, action happens in milliseconds

🔁

24/7 Uptime

Must run continuously without sessions timing out or needing re-prompts

📊

High Volume

Thousands of events per hour — bulk processing that would overwhelm a conversation

⚙️

Pure Mechanical

Simple data moves with no reasoning required — move file A to folder B, done

🛡️

Error Handling at Scale

Automatic retries, fallbacks, and alerting across hundreds of workflow runs

"If your task doesn't hit one of these five walls, you probably don't need Zapier. Start with Claude's built-in tools and only escalate when you have a specific reason."

The Decision Is Simple

No gaps? Stay with Claude. Cowork, Schedule, Dispatch, and Computer Use cover it.
Hit a gap? Add the right platform for that specific gap — don't migrate everything.
Multiple gaps? Build a hybrid workflow: Claude handles the thinking, platforms handle the plumbing.

When Claude's built-in tools aren't enough, n8n is the platform where Claude can generate complete workflows as importable JSON.

When you hit one of the five gaps, you need an automation platform. But here's what makes n8n different from the rest: Claude can generate complete n8n workflows as JSON that you import directly. No clicking through menus. No manual configuration. Just describe what you want, and Claude builds it.

🔓
Open Source

Fully open-source with a transparent codebase you can inspect and modify.

🏠
Free Self-Host

Run it on your own server for free — or use n8n Cloud's free tier to get started instantly.

🤖
Claude Generates JSON Workflows

Describe a workflow to Claude, get importable JSON. No manual building required.

🎨
Visual Builder

Drag-and-drop interface to see, tweak, and debug your workflows visually.

🧠
AI-Native

Built-in AI nodes that connect directly to Claude and other LLMs.

🔌
400+ Integrations

Connect to Slack, Gmail, Sheets, CRMs, databases, and hundreds more out of the box.

How Claude Builds n8n Workflows For You
👤 You
Describe what you need
🧠 Claude
Generates JSON workflow
📥 Import into n8n
Paste JSON, done
⚡ Workflow Runs
Automated & reliable
Prompt: Ask Claude to generate an n8n workflow
I need an n8n workflow that does the following:
- Trigger: [what starts the workflow — e.g., "new row in Google Sheets"]
- Steps: [what should happen — e.g., "send the data to Claude for analysis, then post results to Slack"]
- Output: [what the end result should be]

Generate the complete n8n workflow as importable JSON.
Include all node configurations and connections.
I'll paste this directly into n8n's import feature.

What about Zapier and Make.com? They're solid alternatives — Zapier has the most integrations (6,000+) and the easiest learning curve, while Make.com has stronger visual branching. But neither lets Claude generate complete importable workflows. For AI-native automation, n8n is the clear choice.

Get started with n8n
Free cloud tier available — or self-host for full control.
Open n8n.io →

n8n handles triggers and actions. Claude handles reasoning and decisions. Together, they're unstoppable.

Here's where it gets powerful: n8n can call Claude as a step in any workflow. That means your automations don't just move data — they think about it. n8n handles the triggers, scheduling, and delivery. Claude handles analysis, writing, and decisions.

n8n + Claude: The Thinking Automation Loop
⚡ n8n Triggers
Webhook, schedule, event
🧠 Claude Thinks
Analyze, decide, write
⚙️ n8n Acts
Send, save, update, notify

Real-World Examples

SEO Rankings Monitor
⚡ n8n
Daily trigger at 6am
📊 SEO API
Pull ranking data
🧠 Claude
Analyze trends & write insights
📧 Email
Send weekly report
Real Estate Lead Qualifier
📋 n8n Webhook
New form submission
🧠 Claude
Score lead, research area
✍️ Claude
Draft personalized response
🏠 CRM + Email
Save & send via n8n

Notice the pattern: n8n handles triggers, data fetching, and delivery. Claude handles analysis, writing, and decisions. Each tool does what it's best at.

Prompt: Ask Claude to design an n8n + Claude workflow
I need an n8n workflow that uses Claude for the thinking parts.

Here's what I want to automate:
- Trigger: [what starts it — e.g., "new email arrives"]
- What needs reasoning: [the parts Claude should handle — e.g., "classify the email, draft a response"]
- What needs reliability: [the parts n8n should handle — e.g., "send the reply, log to spreadsheet"]

Generate the complete n8n workflow as importable JSON.
Use the Claude/AI node for the reasoning steps.
Include all node configs and connections.

"Stop asking 'should I use Claude or n8n?' The answer is both. n8n is the body, Claude is the brain. Together they build automations that actually think."

Let's find the workflows in your week that are begging to be automated.

This is the hands-on exercise. We're going to audit your week and identify the repetitive tasks that are eating your time. Not everything should be automated — but the things that should be? You're leaving hours on the table.

Step 1: List Your Repetitive Tasks

Prompt: Automation audit
Help me run an automation audit on my work week.

I'm a [your role] at [your company/industry].

Here are the tasks I do repeatedly every week:
1. [task 1 - e.g., "Check email every morning and forward important ones to my team"]
2. [task 2 - e.g., "Update a spreadsheet with weekly sales numbers"]
3. [task 3 - e.g., "Send status update emails to clients every Friday"]
4. [task 4 - e.g., "Schedule social media posts"]
5. [task 5 - e.g., "Prepare meeting agendas from notes"]

For each task, tell me:
- Can it be automated? (yes/partial/no)
- Best tool: Claude, Zapier/Make, or both?
- Estimated time saved per week
- Difficulty to set up (easy/medium/hard)

Rank them by ROI — what should I automate first?

The 80/20 Rule of Automation

Where Your Automation Should Live
Claude (80%)
Platforms (20%)
Cowork, Schedule, Dispatch, Computer Use
Zapier, Make, n8n

Step 2: Pick Your First Win

Look at Claude's recommendations. Pick the one that's high time-savings + easy to set up. That's your first automation. Don't try to automate everything at once — start with one win, prove it works, then add more.

Good first automations — Morning email summary, weekly status report, calendar-based meeting prep, file organization
Not good first automations — Anything client-facing without review, financial transactions, legal document processing

Step 3: Build It

Use Claude to help you build the automation. Tell it exactly what you want, what tools you have, and ask it to walk you through step by step. Claude is the best automation consultant you've ever had — and it's available right now.

Prompt: Build my automation
I want to automate this workflow: [describe the task from your audit]

Tools I have access to:
- Claude Pro (with MCP)
- [Zapier / Make.com / n8n — pick one]
- [List the apps involved — e.g., Gmail, Google Sheets, Slack]

Build this for me step by step:
1. What's the trigger?
2. What are the actions?
3. Where does Claude's reasoning fit in?
4. What should I test before going live?

Assume I'm non-technical. Be specific about where to click and what to configure.

"The best automation is the one you actually set up. Don't overthink it. Pick the most annoying repetitive task you did this week and automate it tonight."

Questions? Anything about APIs, MCPs, or automation platforms that you want to go deeper on? Let's discuss.

Homework

01Run the automation audit — Use the prompt above to identify your top 5 repetitive tasks and rank them by ROI.
02Set up a daily Cowork task — Pick one recurring task from your audit (morning briefing, email summary, meeting prep) and set it up as a daily Cowork task in Claude. Run it for at least 3 days this week.
03Sign up for n8n — Create a free account at n8n.io (cloud free tier) or explore the self-hosted option. Familiarize yourself with the workflow editor.
04Build one automation — Pick the highest-ROI task from your audit and automate it. Start with Claude's built-in tools; if you hit one of the five gaps, ask Claude to generate an n8n workflow JSON and import it.
05Connect one MCP — If you have Claude Desktop, add at least one MCP server (filesystem is the easiest start).

Week 4 Preview

Next week is about advanced workflows and scaling. We'll take everything you've built so far — your coach, your projects, your automations — and level them up. Multi-step chains, error handling, and building systems that run reliably without you.

We'll also cover how to audit and improve automations that aren't performing well, and how to think about AI automation as a long-term skill, not a one-time setup.

"Week 1 you built the brain. Week 2 you gave it hands. Week 3 you connected it to everything. Week 4 you make it run on its own."

From the Class

Questions Students Asked

Real questions from the live session — the stuff that doesn't fit neatly into the lesson.

Ready to automate?

Run your audit, build your first automation, and connect your first MCP. Come back next week and we'll make it all run on autopilot.