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gitreverse

> 编程语言
Open source

Reverse engineer any repo into it's original prompt

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Reverse engineer any repo into it's original prompt

GitReverse

https://github.com/user-attachments/assets/f0cdb7b2-c6f0-4483-8a01-153170479f2e

Turn a public GitHub repository into a single synthetic user prompt that someone might paste into Cursor, Claude Code, Codex, etc. to vibe code the project from scratch.

The app pulls repo metadata, a root file tree (depth 1), and the README, then uses an LLM to produce one short, conversational prompt grounded in that context.

Paste a GitHub URL or owner/repo on the home page. You can also open /owner/repo (e.g. /vercel/next.js) for a shareable link that runs the same flow.

GitHub-style /owner/repo/tree/... URLs on this site redirect to /owner/repo so they do not 404. The reverse flow still uses the whole repo for now; subfolder-aware context (scoped to that path) is planned for a later change.

Stack

Next.js 16 (App Router), React 19, TypeScript, Tailwind CSS 4, GitHub API, Supabase (optional), Stripe (optional).

Configuration

Copy .env.example to .env.local and fill in at least one LLM API key.

Quick LLM (required)

The quick reverse endpoint supports five providers. Set GITREVERSE_QUICK_LLM to pin one, or leave it unset (auto) to let the app use whichever key it finds first:

Provider Key env var Model env var Default model
Grok (xAI) XAI_API_KEY XAI_MODEL grok-3
OpenRouter OPENROUTER_API_KEY OPENROUTER_MODEL google/gemini-2.5-pro
Azure OpenAI AZURE_OPENAI_API_KEY + AZURE_OPENAI_BASE_URL AZURE_OPENAI_MODEL gpt-5.4
Google AI Studio GOOGLE_GENERATIVE_AI_API_KEY GOOGLE_AI_STUDIO_MODEL gemini-2.5-pro
ApiSmart APISMART_API_KEY APISMART_MODEL DEEPSEEK_V4_FLASH

In auto mode the order of preference is: Grok → OpenRouter → Azure → Google → ApiSmart.

ApiSmart (sponsored) is an OpenAI-compatible gateway. Copy the exact Model ID from the ApiSmart models page (IDs differ from display names). Pin it with GITREVERSE_QUICK_LLM=apismart.

Azure quick reverse uses gpt-5.4 by default with AZURE_OPENAI_REASONING_EFFORT=medium. Title generation also uses Azure and defaults to gpt-5.4-mini with reasoning disabled.

Embeddings / library search

Prompt-cache embeddings and /library hybrid search now use Azure embeddings first:

  • AZURE_OPENAI_EMBEDDING_MODEL — defaults to text-embedding-3-small
  • AZURE_OPENAI_EMBEDDING_DIMENSIONS — defaults to 512
  • AZURE_OPENAI_EMBEDDING_DEPLOYMENT — optional explicit deployment name
  • AZURE_OPENAI_DEPLOYMENT_NAME_MAP — optional model=deployment mapping when deployment names differ from model ids

If your Azure resource does not yet have an embedding deployment, you can temporarily set OPENAI_API_KEY as an embedding-only fallback while quick reverse and title generation stay on Azure.

Other env vars

  • GITHUB_TOKEN — optional; increases GitHub API rate limits.
  • SUPABASE_URL + SUPABASE_PUBLISHABLE_KEY — optional; enables server-side caching of quick prompts in prompt_cache and exposes the /library page.
  • VIEWS_IP_SALT — required in production. Generate one with openssl rand -hex 32. The app will refuse to start in production without a non-default value.

Routes

Path Description
/ Home — quick reverse (codebase or website)
/library Browse cached quick prompts (requires Supabase)
/history Your prompt history (profile menu when signed in; syncs to Supabase)
/[owner]/[repo] Shareable quick-reverse link
/[owner]/[repo]/tree/... Redirects to /[owner]/[repo]

Development

bash
pnpm install
pnpm dev

Open http://localhost:3000.

bash
pnpm build
pnpm start
pnpm lint

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> Tags

TypeScriptprompt-engineeringreverse-engineeringvibe-coding

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> Details

PublishedAug 1, 2026
UpdatedSep 17, 2026
Category编程语言
PricingOpen source

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