# Scrape Make.com Job Board with OpenAI and Email Digest: n8n workflow

> Started by a clock, and works across Email. It hands the judgement calls to OpenRouter. 14 steps: a working afternoon to understand properly.

Source: https://millionrounds.com/workflow/scrape-make-com-job-board-with-openai-and-email-digest (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Hiring](https://millionrounds.com/workflows?category=Hiring#library)

# Scrape Make.com Job Board with OpenAI and Email Digest

Started by a clock, and works across Email. It hands the judgement calls to OpenRouter. 14 steps: a working afternoon to understand properly.

Medium Calls a model: OpenRouter

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscrape-make-com-job-board-with-openai-and-email-digest)

**14 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**1** Service it connects to

## The flow

Starts it 1 Model 3 Logic 7 Service 3

The steps in the order they run, from what starts it.

- 1 **Structured Output Parser** Output Parser Structured *Model*
- 2 **OpenRouter Chat Model** Lm Chat Open Router *Model*
- 3 **Run Weekly on Monday Morning** Schedule trigger *Starts it*
- 4 **Extract Job Details with AI** Chain Llm *Model*
- 5 **Fetch Main Job Board** Http Request *Service*
- 6 **Combine AI Data & URL** Merge *Logic*
- 7 **Extract Job Post Links** Html *Logic*
- 8 **Clean AI Response** Code *Logic*
- 9 **Format Job List Items** Code *Logic*
- 10 **Aggregate All Jobs** Code *Logic*
- 11 **Filter New/Valid Jobs** Filter *Logic*
- 12 **Send Weekly Job Digest** Email Send *Service*
- 13 **Get Individual Job Page** Http Request *Service*
- 14 **Get Page HTML for LLM** Html *Logic*

## How it's built

- **Starts on:** A clock
- **Steps:** 14
- **Size:** Medium: a working afternoon
- **Connects to:** Email
- **Model:** OpenRouter

## Questions

What does it need to run?

An n8n account, plus your own Email account, and a key for OpenRouter. You connect your own accounts after importing it; none are included.

What starts it?

It starts on a clock.

Does it use AI?

Yes. It calls OpenRouter. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 14 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

**Before you run it**

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 14 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscrape-make-com-job-board-with-openai-and-email-digest)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Connects to

Each opens the other workflows that use it.

[Email](https://millionrounds.com/workflows?service=Email#library)

## Workflows like it

Also hiring, with the same services where possible, closest in size first.

- [**AI Resume Screener: Auto-Reply, Score & Save – Workflow for HR** 15 steps · Airtable, Email](https://millionrounds.com/workflow/ai-resume-screener-auto-reply-score-and-save-workflow-for-hr)
- [**AI talent screener – CV parser, job fit evaluator & email** 16 steps · calls a model · Email, Google Drive](https://millionrounds.com/workflow/ai-talent-screener-cv-parser-job-fit-evaluator-and-email)
- [**Generate tailored interview questions with OpenAI** 16 steps · calls a model · Email, Google Drive](https://millionrounds.com/workflow/generate-tailored-interview-questions-with-openai)
- [**AI resume screening with Google Sheets and Slack** 12 steps · Email, Google Sheets](https://millionrounds.com/workflow/ai-resume-screening-with-google-sheets-and-slack)
- [**AI-powered Candidate Screening & Interview Scheduling** 11 steps · calls a model · Email, Google Calendar](https://millionrounds.com/workflow/ai-powered-candidate-screening-and-interview-scheduling)
- [**CV pre-screening system with Google Sheets** 17 steps · Email, Google Sheets](https://millionrounds.com/workflow/cv-screening-system-cv-on-eleme-sistemi-with-google-sheets)