ENGINEERING
Loom Walkthrough to Structured PR Review Notes
When a reviewer records a Loom code walkthrough and links it on a GitHub PR, this transcribes the video and posts a structured review summary as a PR comment so the notes are…
How it runs
The automated pipeline, trigger to output.
- TriggerLoom recording completed (webhook)Loom
- ActionFetch Loom video transcriptLoom
- ActionSummarize transcript into structured review notesOpenAI
- OutputPost review notes as PR commentGitHub
What it does
Turns an informal Loom screen recording into durable, written review notes attached directly to the pull request. The spoken walkthrough is transcribed, summarized into actionable points, and posted as a GitHub PR comment so future readers do not have to rewatch a video.
When to use it
Use it when your team prefers async code review by video but you still need the substance captured in writing for the PR record, onboarding, or audit. Ideal for teams where senior reviewers explain context faster by talking than by typing.
How it works
- 1A Loom recording finishes processing and fires its webhook, carrying the video URL and the PR link from the recording title or description.
- 2The flow fetches the Loom transcript text via the Loom API.
- 3OpenAI condenses the transcript into structured notes: a summary, a bulleted list of concerns, and explicit requested changes.
- 4A GitHub action posts the formatted notes as a review comment on the target PR, with a link back to the original Loom for full context.
Set it up
What you configure once, before turning it on.
- 1Connect LoomVideo transcripts, libraries.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect GitHubRepos, issues, pull requests, actions.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.

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