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prompt

gitreverse: Get Original Prompts

Reverse engineer repos for original prompts. For founders needing insight into code origins with 1.0k+ GitHub stars.
intermediate⏱ 30 minutes💵 Free (self-hosted)
1,020 stars193 forksTypeScriptQuality 8/10Updated 6/5/2026100% free · open source
What it is

Take a Git repository and guess the original prompt used to create it.

What you can make with it

Automated prompts to help recreate a repo's data from scratch.

How it helps

By generating the original prompt, you can reproduce a repo's functionality without needing the entire codebase, saving time and effort.

Real use case example

"A founder wanting to build a similar app to a popular open-source project, can use gitreverse to generate the original prompt and learn from it."

If you're new

Start with this if you want to learn how to prompt-engineering, but don't have much experience with AI or programming.

If you're senior

Reach for this if you're an experienced programmer or AI engineer looking to optimize your workflow by deconstructing open-source code.

Common confusion cleared up

Note that the accuracy of reversed prompts depends on the complexity of the original code and the quality of the repository.

Best inside these AI tools
Claude Desktop
Pairs with
Stripe webhook
Why we list it on WorkflowStacks: This skill is included to provide an alternative way to learn from open-source code, by deconstructing it back into its starting point.

About this skill

Reverse engineer any repo into it's original prompt

Topics

prompt-engineering
reverse-engineering
vibe-coding
What's inside — free to inspect
No purchase needed

Read the entire source before you build — unlike paid marketplaces that hide it behind a buy button.

12
top-level files
8
folders
607K
repo size
—
license
Key files
AGENTS.md
eslint.config.mjs
next.config.ts
package.json
postcss.config.mjs
README.md
File tree
.cursor/
app/
components/
contexts/
lib/
public/
scripts/
supabase/
.env.example
.gitignore
AGENTS.md
CLAUDE.md
eslint.config.mjs
next.config.ts
package.json
pnpm-lock.yaml
postcss.config.mjs
README.md
title-test.json
tsconfig.json
Quick Actions
Details
Creator
filiksyos
Language
TypeScript
Category
prompt
Published
3/31/2026

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