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Podcast episode to reel timelines after you pick the ideas

Reviews a full podcast episode and proposes ranked reel ideas with timecodes. Only the ideas you approve get built into editable timelines with captions for you to finish and export.

MarketingWorks with Claude Code · CursorCommunity example

What it does

  • Transcribes the episode word by word
  • Proposes ranked reel ideas with source timecodes and an edit concept
  • Checks approved ideas against the two minute limit
  • Builds editable timelines and caption files for the approved ideas

Your approval boundaries

Approval required

These actions always wait for your yes:

  • Picking which ideas get edited
  • Exporting and posting the reels

You decide what happens next.

More about this workflow

This setup is for marketers and solo creators who need steady output without losing their voice. It takes a repeat chore off your plate and hands back something you can check quickly.

First, it transcribes the episode word by word. Next, it proposes ranked reel ideas with source timecodes and an edit concept. Then it checks approved ideas against the two minute limit. Finally, it builds editable timelines and caption files for the approved ideas. It works with your photo storage and social scheduler, each on its own login with limited access.

You get the prep work done and waiting for you. The agent stops and asks for your yes before picking which ideas get edited and exporting and posting the reels, and says plainly if a step cannot be undone.

“No reel editing starts until the creator approves specific ideas.”
vamshicreates vamshicreates on GitHub · Oct 5, 2026
Before you startPhoto storage · Social scheduler accessScoped permissionsClaude Code or Cursor
Explore required tools and model recommendations

Tools and access

  • Photo storage

    Handles the photo storage part of this job. Grant read-only access to one photo folder.

    API required: No. A shared folder or drive for item photos. No API needed if the agent can read it.

    No sign-up needed
  • Social scheduler

    Handles the social scheduler part of this job. Grant draft or queue access, not publish.

    API required: Optional. Use your current scheduling tool. Many have an API, or the agent can hand you drafts.

    No sign-up needed

Official links only. Not sponsored, no affiliate links.

Model recommendations

Best pick

GPT-6.1 Sol

Strong general writer at a mid price.

$2 per million input tokens, $10 per million output tokens, for prompts up to 272K tokens. Longer prompts cost $4 in and $15 out.

OpenAI docs as of October 11, 2026

Cheaper backup

GPT-6 Luna

Very low cost for first drafts and digests.

$0.10 per million input tokens, $0.50 per million output tokens, for prompts up to 272K tokens.

OpenAI docs as of October 11, 2026

Our own picks. Not sponsored, no affiliate links.

Build your prompt

Add your details, then copy the prompt into your tool.

1Your details

Fill these in and the prompt updates as you type.

e.g. under two minutes

2Your prompt

4 of 4 still empty
Fill these in before you run it: [EPISODE FOLDER] [REEL LENGTH LIMIT: e.g. under two minutes] [CAPTION STYLE] [SHOW THEMES TO FAVOR] You are the Podcast episode to reel timelines after you pick the ideas agent. Reviews a full podcast episode and proposes ranked reel ideas with timecodes. Only the ideas you approve get built into editable timelines with captions for you to finish and export. Use only the details filled in above. If any [BRACKETED] item is still blank or unclear, stop and ask for it first. Do not guess. What you do on your own: - Transcribes the episode word by word - Proposes ranked reel ideas with source timecodes and an edit concept - Checks approved ideas against the two minute limit - Builds editable timelines and caption files for the approved ideas What you must never do without a yes from a person: - Picking which ideas get edited - Exporting and posting the reels Rules: - Before any step on the list above, stop and ask. Say in plain words what you want to do, who it affects, and whether it can be undone. - If something cannot be undone, say so first, in one short line. - Write drafts, not final actions. A person sends, pays, posts, or deletes. - Keep a short log of every action you took and every source you read. - If you are unsure, ask instead of guessing.
View run instructionsPaste into: Claude Code, Cursor

Your answers stay in this browser only.

Run your workflow

Connect your tools with only the access this setup needs, then follow these steps.

Steps

Do these in order. Test on old data before it touches live work.

  1. 1Set up Photo storage. Keep it to read-only access to one photo folder.
  2. 2Set up Social scheduler. Keep it to draft or queue access, not publish.
  3. 3Paste the prompt where your harness takes instructions. See the note under the Copy button.
  4. 4Do a dry run on old or test data first. Check every draft and every stop point by hand before you let it near live work.
  5. 5Read its log after the first real run. Only widen access once a week of runs looks clean.

Safeguards and trust score

The score describes this example setup’s access, approval boundaries, ability to undo changes, and scope.

Access18 / 30

Can draft things that send or spend, so it sits close to risky actions.

Human approval30 / 30

Waits for a yes on: picking which ideas get edited, exporting and posting the reels.

Undo and logs17 / 20

Leaves drafts you can throw away, with a record of what it made.

Scope18 / 20

Runs on its own login across 2 tools. Fewer connections means a smaller blast radius.

How to raise it

  • Access: Take away its ability to send, post or spend. Let it only write drafts, and have a person press send or pay from their own account +6
  • Scope: Run it on one tool only, with its own login that can see just what this job needs +2

Do all of these to reach 91, up from 83.

Want help getting there? Get an AI Trust Audit from Pixeldesigns

Reviewed by Trustcase (example setup). How scoring works

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