A command-line tool to generate modern RAG applications with various components.
Project description
🚀 create-rag-app
A CLI tool that lets you generate production-ready RAG (Retrieval-Augmented Generation) applications in seconds.
⚙️ Choose your stack. 📦 Get a complete Dockerized project. 🧠 Power your app with your data + LLMs.
🌟 Why create-rag-app?
Building RAG apps is complex—you need to juggle LLMs, embeddings, chunking, retrieval, APIs, and more. With create-rag-app, all of this becomes plug-and-play:
✅ Standardized architecture
✅ Developer-first CLI
✅ Open-source & extensible
Whether you're building an AI chatbot over your docs or a powerful knowledge assistant, this CLI sets you up with a solid, scalable foundation.
🔧 What It Will Do
You run:
npx create-rag-app
And answer a few questions:
- LLM Provider? (OpenAI, Claude, Local)
- Vector DB? (Qdrant)
- Frontend? (None, Streamlit, Next.js)
- Document Loader? (Local, Web, Notion, YouTube)
- Chunking Strategy? (Fixed, Recursive, Metadata-aware)
- Embedding Model? (OpenAI, HuggingFace, Local)
- RAG Framework? (LangChain, LlamaIndex, None)
- Prompt Type? (Basic, Conversational, Agentic)
- Auth? (None, JWT, Basic)
- Extras? (Monitoring, Eval Setup, Dataset preload)
💥 Boom. Your RAG app scaffold is ready inside a Docker container.
📁 Example Output Structure
my-rag-app/
├── backend/
│ ├── api/
│ ├── loaders/
│ ├── retriever/
│ ├── llm/
│ └── main.py
├── frontend/ (optional)
│ └── pages/
├── data/
├── .env.template
├── docker-compose.yml
└── README.md
🚧 Features To Be Implemented
Here's what's on the roadmap for the first MVP:
✅ Core CLI
- Interactive CLI with
inquirer - Dynamic template scaffolding
- Backend stack choices (FastAPI, Express)
🧠 RAG Configuration
- LLM selection (OpenAI, Anthropic, local models)
- Embedder selection (OpenAI, BGE, Cohere, etc.)
- Vector DB support (Qdrant)
- Data loader types (PDF, YouTube, Notion, Web)
🧱 Frontend (optional)
- Streamlit or Next.js integration
- Basic chat UI with source highlighting
🧪 Extras
- Prompt customization options
- Eval flow scaffold (Precision@K, feedback loop)
- Monitoring/logging (basic + OpenTelemetry)
- Auth layer (JWT / basic auth)
🐳 DevOps
- Dockerized full-stack output
- Git auto-init and install
.envtemplating and secrets handling
🤝 Contributing
Got an idea? Want to add a new integration (e.g., Qdrant or Supabase)? We'd love to have you onboard.
git clone https://github.com/yourname/create-rag-app
cd create-rag-app
npm install
npm link
create-rag-app
🛠 Tech Stack (Planned)
- CLI: Node.js + TypeScript
- CLI UI: Inquirer.js, Chalk
- Templates: EJS-based folders
- Backend: FastAPI (Python) or Express (Node)
- Frontend: Next.js or Streamlit
- DevOps: Docker, Docker Compose
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file create_rag_app-0.1.2.tar.gz.
File metadata
- Download URL: create_rag_app-0.1.2.tar.gz
- Upload date:
- Size: 21.2 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: poetry/2.1.3 CPython/3.13.3 Darwin/24.4.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
64064f8a6158cc1982450c69e2fc1252ba067122946f68fd7ffcefe9c4c4fd67
|
|
| MD5 |
e35d316c0aba0e974045159f66f178c3
|
|
| BLAKE2b-256 |
f13e0013d461df3dcae9e5e31f2d92d8c8dc22920672c0ddd422a802ce8f33f0
|
File details
Details for the file create_rag_app-0.1.2-py3-none-any.whl.
File metadata
- Download URL: create_rag_app-0.1.2-py3-none-any.whl
- Upload date:
- Size: 33.0 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: poetry/2.1.3 CPython/3.13.3 Darwin/24.4.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
17da7f56c341fa1ea45250da5780000603d289b5a42aa7930e257ba6cf4ec55e
|
|
| MD5 |
2b06300f82088bb9d63a00316c5dcbe0
|
|
| BLAKE2b-256 |
34c23eefabad004d62daccdba6adbc3f7233c25951667d9e6dae294b5f8357e8
|