Real Agent Cases

Import every saved Instagram food reel into a self-hosted recipe app with a pipeline Codex wrote

Posted
by Karan Sharma (@mrkaran_)
Last checked
Method:
How we verify

Evidence: Screenshots or logsThe source shows screenshots, a transcript or the agent's output.

Outcome

Karan Sharma gave Codex access to all their saved Instagram food reels and asked it to import them into their self-hosted Mealie recipe instance. Codex wrote a pipeline on the fly and ran each reel through it: yt-dlp pulls the audio, Whisper transcribes it, Gemini 3.8 Flash formats it as a recipe and it's sent to Mealie. Sharma calls it very useful.

Agent

Codex

Prompt Recreated prompt

The source didn't share its exact prompt, so we wrote this from what it describes.

Run this task now, exactly as written below. Everything you need is here, so start straight away and only stop if something required is missing or a rule below tells you to.

Goal: Turn my saved cooking videos into written recipes in my recipe app.

Fill in before running:
- Where the saved videos are (list of links or export): [DETAILS]
- My recipe app and how to add recipes to it: [APP]
- Any format I want (metric, servings): [DETAILS]

Rules:
- Only process videos I've saved, for my personal use.
- For each video, transcribe the audio and turn it into a recipe with ingredients, amounts and steps.
- Mark any amount you had to guess, and keep a link to the original video.
- Do a test run on three videos and show me before doing the rest.
- Check facts that can change (prices, opening hours, dates, availability, rules) against the official source, and tell me anything you couldn't verify.

Output: Recipes added to my app, and a list of any videos that failed.

You'll know it worked when: every saved video is a searchable recipe I can cook from.

Try this in:

This prompt has blanks to fill in, like [DETAILS]. We'll copy it instead of filling it in, so you can edit it before you send.

Opens in a new tab. We don't see what you send.

These links are only a shortcut. We're not affiliated with OpenAI, Google or xAI, and your results may not match the source.

Optional stronger version

Our rewrite with extra checks. The poster didn't test it.

Run this task now, exactly as written below. Everything you need is here, so start straight away and only stop if something required is missing or a rule below tells you to.

Goal: Turn my saved cooking videos into written recipes in my recipe app.

Fill in before running:
- Where the saved videos are (list of links or export): [DETAILS]
- My recipe app and how to add recipes to it: [APP]
- Any format I want (metric, servings): [DETAILS]

Rules:
- Only process videos I've saved, for my personal use.
- For each video, transcribe the audio and turn it into a recipe with ingredients, amounts and steps.
- Mark any amount you had to guess, and keep a link to the original video.
- Do a test run on three videos and show me before doing the rest.
- Check facts that can change (prices, opening hours, dates, availability, rules) against the official source, and tell me anything you couldn't verify.
- Skip duplicates and tell me which videos had no usable recipe.

Output: Recipes added to my app, and a list of any videos that failed.

You'll know it worked when: every saved video is a searchable recipe I can cook from.

Before you finish: re-read my goal and constraints, check your answer against each one, and list anything you assumed or couldn't confirm.

Source

https://x.com/mrkaran_/status/2111523597349249308

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