# Classify sentiment of incoming text with Hugging Face: n8n workflow

> Started by another system calling it, and works across Google Sheets and Jira. 12 steps, 1 branch, 1 loop or waits: a working afternoon to understand properly.

Source: https://millionrounds.com/workflow/classify-sentiment-of-incoming-text-with-hugging-face (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Research and reporting](https://millionrounds.com/workflows?category=Research+and+reporting#library)

# Classify sentiment of incoming text with Hugging Face

Started by another system calling it, and works across Google Sheets and Jira. 12 steps, 1 branch, 1 loop or waits: a working afternoon to understand properly.

Medium

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fclassify-sentiment-of-incoming-text-with-hugging-face)

**12 steps** Medium: a working afternoon

**1** Branch: places the flow splits

**1** Loop or waits

**2** Services it connects to

## The flow

Starts it 1 Logic 6 Service 5

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

- 1 **Receive Feedback** Webhook *Starts it*
- 2 **Split Text Items** Split Out *Logic*
- 3 **Rate Limit Control** Wait *Logic*
- 4 **Preserve Input Text** Set *Logic*
- 5 **Get Sentiment Scores** Http Request *Service*
- 6 **Merge Text & Scores** Merge *Logic*
- 7 **Compute Sentiment** Set *Logic*
- 8 **Route by Sentiment** Switch *Logic*
- 9 **Store Positive Feedback** Google Sheets *Service*
- 10 **Store Neutral Feedback** Google Sheets *Service*
- 11 **Store Negative Feedback** Google Sheets *Service*
- 12 **Create Jira Ticket** Jira *Service*

## How it's built

- **Starts on:** Another system calling it
- **Steps:** 12, with 1 branch, 1 loop or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Google Sheets, Jira
- **Model:** None. This is plumbing, not judgement

## Questions

What does it need to run?

An n8n account, plus your own Google Sheets and Jira accounts. 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?

No. Every step is fixed logic or a call to a service, so it does the same thing every time.

How long does it take to set up?

Plan an afternoon. 12 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 12 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%2Fclassify-sentiment-of-incoming-text-with-hugging-face)
- **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.

[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)[Jira](https://millionrounds.com/workflows?service=Jira#library)

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Also research and reporting, with the same services where possible, closest in size first.

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- [**Automated stock sentiment analysis with Gemini** 12 steps · calls a model · Google Sheets](https://millionrounds.com/workflow/automated-stock-sentiment-analysis-with-gemini)