# Fireflies transcripts to meeting summaries & task extractor: n8n workflow

> Started by another system calling it, and works across ClickUp and Slack. It hands the judgement calls to Gemini.

Source: https://millionrounds.com/workflow/fireflies-transcripts-to-meeting-summaries-and-task-extracto (Millionrounds; every figure on the page links to its filing or article)

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

# Fireflies transcripts to meeting summaries & task extractor

Started by another system calling it, and works across ClickUp and Slack. It hands the judgement calls to Gemini. 10 steps: a working afternoon to understand properly.

Medium Calls a model: Gemini

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Ffireflies-transcripts-to-meeting-summaries-and-task-extracto)

**10 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**2** Services it connects to

## The flow

Starts it 1 Model 2 Logic 4 Service 3

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

- 1 **Google Gemini Chat Model** Lm Chat Google Gemini *Model*
- 2 **Firefly Webhook** Webhook *Starts it*
- 3 **Summary Generator** Agent *Model*
- 4 **Get a transcript** Fireflies *Service*
- 5 **Cleans AI response** Code *Logic*
- 6 **Split Out** Split Out *Logic*
- 7 **Send a message** Slack *Service*
- 8 **Extracts action items** Code *Logic*
- 9 **Aggregate** Aggregate *Logic*
- 10 **Create a task** Click Up *Service*

## How it's built

- **Starts on:** Another system calling it
- **Steps:** 10
- **Size:** Medium: a working afternoon
- **Connects to:** ClickUp, Slack
- **Model:** Gemini

## Questions

What does it need to run?

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

What starts it?

It starts on another system calling it.

Does it use AI?

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

How long does it take to set up?

Plan an afternoon. 10 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 10 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%2Ffireflies-transcripts-to-meeting-summaries-and-task-extracto)
- **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.

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

## Workflows like it

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

- [**Automate patient intake and AI risk triage with Azure OpenAI** 10 steps · calls a model · Gmail, Google Calendar](https://millionrounds.com/workflow/automate-patient-intake-and-ai-risk-triage-with-azure-openai)
- [**Create Jira tasks from Slack with OpenAI and Gmail** 10 steps · calls a model · Gmail, Google Calendar](https://millionrounds.com/workflow/create-jira-tasks-from-slack-with-openai-and-gmail)
- [**Automate performance review process with Google Sheets** 10 steps · Email, Google Calendar](https://millionrounds.com/workflow/automate-performance-review-process-with-google-sheets)
- [**Scheduled Walmart product scraping to Google Sheets** 10 steps · Google Sheets, Slack](https://millionrounds.com/workflow/scheduled-walmart-product-scraping-to-google-sheets)
- [**Automated meeting summaries: Google Meet to Slack with Vexa.AI** 9 steps · calls a model · Slack](https://millionrounds.com/workflow/automated-meeting-summaries-google-meet-to-slack-with-vexa-a)
- [**Create Notion tasks from meeting transcripts with OpenAI** 11 steps · calls a model · Google Sheets, Notion](https://millionrounds.com/workflow/create-notion-tasks-from-meeting-transcripts-with-openai)