The MSO AI Operator Method — Cowork Playbook
Main Street Operator · Cowork Playbook

The MSO AI Operator Method

Four steps to turn a folder of context into a Cowork workflow that runs itself — gathering, drafting with you, then building and sending the finished thing on a schedule.

01

Gather

Drop the templates, data, constraints, and inspiration into a Cowork project or a desktop folder it can read.

02

Map

Cowork lays the pieces against your constraints so the plan fits real life before committing.

03

Draft

It posts a plain-text plan and you riff on it together until you approve.

04 Auto

Build

On a schedule, Cowork builds the plan and list, then delivers it your way — emailed or saved to Drive.

01 · Gather a folder

Put the context somewhere Cowork can reach it, two ways work: spin up a new Cowork project, or point Cowork at a plain folder on your desktop you've granted it access to. Use a project when you want a persistent workspace; use a desktop folder when the files already live on your machine. Either way, a few strong files beat a dump of everything. For a weekly meal planner, it might hold:

Inspiration and reality, side by side — the first three teach taste, the last one checks what's actually on hand.

  • Inspiration sources. Recipes you actually want to cook from — Ottolenghi pages, your Instant Pot go-tos, the pasta you screenshotted off a friend.
  • Past shopping lists. A few weeks' worth, so Cowork learns your real staples and the quantities you actually buy.
  • Favorite meals. The dishes that always land, so the plan leans on proven hits instead of a week of experiments.
  • A photo of your fridge or pantry.show, don't type Snap the shelves and let Cowork read what you already have, so the plan uses it up before the list buys more.

02 · 03 · Teach it the workflow

Now define how the work should run. Paste the prompt below as the first message in your Cowork project. It looks around the folder, interviews you with smart questions, and writes the standing instructions — your Map → Draft → Build sequence — so every run behaves the same way.

This example is wired for the weekly meal planner. Swap the inputs and it fits any recurring deliverable.

first-message.txt
You're helping me set up a repeatable Cowork workflow. The goal is to produce my weekly meal plan accurately and on budget, the same way every time. Start by looking around this project. I've gathered the inputs you'll need: - Last week's plan (the template to match) - A cheat sheet on my household's dietary needs and tastes - Inspiration sources I want to cook from (Ottolenghi, Instant Pot, favorites) - A few past shopping lists, plus a photo of my fridge and pantry Before you write a single instruction, interview me with a series of smart multiple choice questions so we land on the same page about what this workflow needs to cover. Then write the standing instructions as a four phase workflow: GATHER Start by asking whether I've refreshed my pantry status this week — a new photo of the fridge and shelves, or a quick note of what changed. If I haven't, ask me to add one before planning, so you're working from current stock, not last week's. Then confirm every input is present: dietary restrictions and allergies, what's already in the fridge and pantry (read it from the photo), the week's schedule and busy nights, the grocery budget, and any requests. Validate before moving on. MAP Lay the week out before committing. Match meals to nights using the cheat sheet and how I've done this before. Balance nutrition and variety, plan leftovers into busy nights, and surface conflicts. Push back if a night won't realistically work. DRAFT Post the plan as plain text in the thread — one meal per day with key ingredients — then stop and wait for me. We'll riff on swaps before anything is final. BUILD Once I approve, build the full plan from the template plus a shopping list grouped by grocery aisle, skipping anything the fridge photo already covers. Then ask me how I want it delivered — emailed to me, or saved as a new Google Doc in my Drive — and deliver it that way. Analyze the template and propose a loose schema to synthesize content into. The finished plan always covers exactly seven dinners. Ask your multiple choice questions now.

Why interview first. The questions force you and Cowork onto the same page before any instructions get written — so the workflow matches how you actually plan, not a generic guess.

04 · Put Build on autopilot

Once the workflow runs cleanly by hand, hand it the clock. In any Cowork session, type /schedule to turn the prompt into a recurring task. Each run opens a fresh session with access to your project folder and connectors, so it can read the latest fridge photo, check your calendar, and hand you the finished list.

The Friday loop
Friday · 4:00 pm

It triggers on its own

No reminder, no opening the app to kick it off. The scheduled task wakes up and starts the run.

Gather + Map

Reads the folder and your week

Pulls the template, taste cheat sheet, and latest fridge photo, checks next week's calendar, and maps seven dinners around the busy nights and what's on hand.

Draft

Posts ideas and waits

The week's draft is sitting in the thread when you sit down — meals per night, key ingredients, nothing built yet.

Riff

You go back and forth

Swap Tuesday's salmon, ask for something faster Wednesday, double a recipe for leftovers. It adjusts until you say go.

Build + Deliver

Builds it, then asks how to deliver

On your go, it fills the template and writes the aisle-grouped list, then asks whether to email it or drop it in a new Google Doc — and delivers it before you've left for the store.

First, give the task the connectors it reaches through:

Add them once in Claude Desktop → Customize → Connectors (click the +, choose Google Workspace, authorize in the browser), then make sure they're toggled on for this task. The first is always needed; turn on whichever delivery you'll use.

  • Google Calendar. Lets the Map step read next week and flag your busy nights. Read access is all it needs.
  • Gmail. For the email route — delivers the list to your inbox.
  • Google Drive. For the doc route — saves the week's plan and list as a new Google Doc.
One catch on the email route. The built-in Gmail connector drafts an email but won't send it on its own — so the list arrives as a ready-to-send draft you tap once. The Drive route creates the doc outright, no extra step. Want email fully hands-free? Add a send-capable connector like Zapier and point delivery at that.
/schedule · friday-meal-plan
/schedule Run this every Friday at 4:00 pm. Plan next week's dinners. 1. First, ask me whether I've added a current fridge/pantry photo this week. If I haven't, ask me to upload one before planning. Then read this project — the template, my taste cheat sheet, inspiration sources, past shopping lists, and the latest fridge/pantry photo. 2. Check my calendar for next week and flag the busy nights. 3. Draft seven dinner ideas, balanced for variety and built around what's already on hand. Post them in this thread, then stop and wait for me to riff on swaps. 4. When I approve, fill the template for the full week and write a shopping list grouped by grocery aisle — skip anything the fridge photo shows I already have. 5. Ask me how I want it delivered — emailed to me@email.com, or saved as a new Google Doc in my Drive titled "Meal Plan — week of {next Monday}" — then deliver it that way. Cadence: weekly · Fridays · 4:00 pm.

The one hard requirement. Scheduled tasks only run while your computer is awake and Claude Desktop is open — so point the cadence at a time you're usually around, or set your machine to wake a few minutes before it fires.

The four kinds of context

Behind that meal-planning example, every strong Gather folder pulls from the same four buckets. Here's how to think about it for any recurring deliverable you want Cowork to run, not just dinner.

The Shape

Templates

The exact file and format you want filled in, so output matches structure on the first try.

e.g. last week's plan, a shopping-list skeleton
The Shape

Reference examples

One or two finished pieces that landed well. Cowork pattern-matches quality from these.

e.g. a week everyone actually loved
The Voice

Prep and style guide

How things should come together so the output fits your kitchen, not a generic recipe blog.

e.g. cook time limits, batch-prep habits
The Voice

Decision cheat sheet

What your household cares about and how you prioritize. Fuels the map phase.

e.g. allergies, dislikes, who's picky
The Substance

Source data

The raw inputs that change each cycle — and the connectors Cowork reads them from at run time.

e.g. pantry stock, calendar, budget, fridge photo
The Substance

Standing requests

Specific asks from the people you feed so nothing requested last time gets dropped.

e.g. the kids' meal requests this week
The Guardrails

Hard constraints

Non-negotiable rules on count, time, or ingredients that the output must always honor.

e.g. exactly seven dinners, no nuts
The Guardrails

Delivery + cadence

Where the finished thing goes and how often Cowork should run the whole loop.

e.g. email it or save to Drive, every Friday at 4
The MSO AI Operator Method
Fortune 500 rigor. Main Street reality.
Gather → Map → Draft → Build, on repeat