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What is gp-wf-005-youtube-transcript-cleaner?

michaelstables/gp-wf-005-youtube-transcript-cleaner — explained in plain English

Analysis updated 2026-05-18

0Audience · writerComplexity · 2/5LicenseSetup · moderate

In one sentence

An n8n workflow that cleans up messy video transcripts into readable Markdown using a locally running AI model.

Mindmap

mindmap
  root((Transcript Cleaner))
    What it does
      Cleans rough transcripts
      Calls local Ollama model
      Writes result to Google Doc
    Tech stack
      n8n
      Ollama
      JavaScript nodes
      Google Docs
    Use cases
      Clean YouTube transcripts
      Extract key takeaways
      Repurpose video content
    Audience
      Content creators
      Podcasters
      Automation learners

Code map

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What do people build with it?

USE CASE 1

Turn a rough YouTube transcript into clean, readable Markdown text.

USE CASE 2

Get key takeaways and repurposing ideas generated from a video transcript.

USE CASE 3

Learn how to wire a local AI model into a real n8n content workflow.

What is it built with?

n8nOllamaJavaScriptGoogle Docs API

How does it compare?

michaelstables/gp-wf-005-youtube-transcript-cleaner00kaku/gallery-slider-block04amanrajj/netwatch
Stars00
LanguageJavaScriptRust
Last pushed2021-05-19
MaintenanceDormant
Setup difficultymoderateeasymoderate
Complexity2/52/53/5
Audiencewritergeneralops devops

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · moderate Time to first run · 30min

Requires n8n, a locally running Ollama model, and a connected Google Docs credential.

So what is it?

This is a small automation workflow for n8n that takes a rough, messy transcript, such as one pulled from a YouTube video, and turns it into a clean, readable piece of Markdown text while keeping the original meaning intact. You feed it details like the source title, what kind of content it is, the raw transcript, your goal for the content, your audience, and how thorough the cleanup should be. The workflow is part of a free library of starter n8n workflows meant to be simple enough to read through, useful enough to actually run, and easy enough to adjust. The author points out that raw transcripts are hard to read, quote, search, or reuse, and this tool exists to fix that without becoming a giant, complicated automation system. Behind the scenes, your inputs are sent to a chat model running locally through Ollama. The AI's response is then reformatted by some JavaScript steps inside the workflow, and the final result is written into a Google Doc containing the cleaned transcript itself, key takeaways, ideas for repurposing the content elsewhere, notes on what was changed during cleanup, and flags for anything that might need a human review. To use it you need n8n installed, Ollama running locally with a chat model such as llama3.1:8b, and a connected Google Docs credential inside n8n. Setup means importing the workflow file, hooking up your Google account, and making sure the model name matches what is actually installed locally. No private credentials are bundled with the workflow, and it is released under the MIT license.

Copy-paste prompts

Prompt 1
Walk me through setting up Ollama and importing this transcript cleaner into n8n.
Prompt 2
Help me choose the right cleanup level setting for a technical interview transcript.
Prompt 3
Explain how I could swap the Google Docs output for a local Markdown file instead.
Prompt 4
Show me how to adapt this workflow's inputs for cleaning a podcast transcript.

Frequently asked questions

What is gp-wf-005-youtube-transcript-cleaner?

An n8n workflow that cleans up messy video transcripts into readable Markdown using a locally running AI model.

How hard is gp-wf-005-youtube-transcript-cleaner to set up?

Setup difficulty is rated moderate, with roughly 30min to a first successful run.

Who is gp-wf-005-youtube-transcript-cleaner for?

Mainly writer.

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