prompt

gitreverse: Get Original Prompts

Name: gitreverse: Get Original Prompts
Author: filiksyos

Reverse engineer repos for original prompts. For founders needing insight into code origins with 1.0k+ GitHub stars.

intermediate⏱ 30 minutes💵 Free (self-hosted)

1,851 stars314 forksTypeScriptHealth Score 8/10Updated 8/26/2026100% 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.

What it does

Gitreverse reverse engineers a GitHub repository with 1,000+ stars to reconstruct its original prompt or code creation parameters.

Install / run

git clone https://github.com/filiksyos/gitreverse.git && cd gitreverse

When to use it

•When you need to understand the original intent or parameters behind a popular open-source project on GitHub
•To gain insight into how a successful GitHub repository was initially designed or configured
•For founders seeking to learn from or build upon existing open-source projects with significant community support

Quick start

1Run npm install to set up the required TypeScript environment
2Modify the src/config.ts file to specify the target GitHub repository URL or owner/repository
3Execute npm run build to compile the TypeScript code into JavaScript
4Use npm run start or node dist/index.js to initiate the reverse engineering process
5Review the generated output or prompt file as indicated by the tool's console messages or documentation

Ready-to-paste prompt

node dist/index.js https://github.com/microsoft/TypeScript to reverse engineer the TypeScript repository

Heads up: Ensure you have Node.js version 16 or higher installed, as gitreverse may not be compatible with older Node.js versions due to its TypeScript dependencies

Saves to your device

Topics

prompt-engineering

reverse-engineering

vibe-coding

How gitreverse: Get Original Prompts works

Codeflow

Free to inspect

Gitreverse: Get Original Prompts is a medium TypeScript project (~12k lines across 121 code files). Expect some technical setup — comfortable with a terminal, or ask a developer. Last commit this month, no license file, no tests found.

Size

Medium codebase

~12k lines · 121 code files · ~2 h to skim

Setup

Some technical setup

Comfortable with a terminal? 20–40 min. Otherwise ask a dev.

Runs on

Node.js

Needs API keys (.env)