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ai-agent

Awesome RAG Production: Scalable AI Systems

Get battle-tested tools for building production-grade Retrieval-Augmented Generation systems. For founders building scalable AI solutions with Python.
163 stars42 forksPythonQuality 9/10Updated 7/20/2026100% free ยท open source
What it does

Provides a curated list of battle-tested tools and frameworks for building scalable, production-grade Retrieval-Augmented Generation (RAG) systems with Python

Install / run
git clone https://github.com/Yigtwxx/awesome-rag-production.git
When to use it
  • โ€ขWhen building a scalable AI solution that requires efficient information retrieval and generation
  • โ€ขWhen needing a list of reliable tools and frameworks for RAG systems
  • โ€ขWhen looking for best practices to implement production-grade RAG systems
Quick start
  1. 1Explore the README.md file for an overview of the tools and frameworks listed
  2. 2Check the 'Frameworks' section for popular libraries like Haystack and Dense Passage Retriever
  3. 3Review the 'Tools' section for utilities like dataset management and model training
  4. 4Visit the linked GitHub repositories for each tool to learn more about their usage and implementation
  5. 5Start with the 'Getting Started' guides for each framework to begin building your RAG system
Ready-to-paste prompt
Clone the repository and open the README.md file to start exploring the curated list of tools and frameworks: git clone https://github.com/Yigtwxx/awesome-rag-production.git && cd awesome-rag-production && cat README.md
Heads up: Ensure you have Python and Git installed on your system before attempting to clone and explore the repository, as the tools and frameworks listed are Python-based and the repository is hosted on GitHub
Saves to your device

Topics

ai
ai-engineering
artificial-intelligence
awesome
awesome-list
curated-list
embeddings
generative-ai
langchain
large-language-models
list
llm
llmops
machine-learning
mlops
production
python
rag
retrieval-augmented-generation
vector-database
What's inside โ€” free to inspect
No purchase needed

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

21
top-level files
5
folders
750K
repo size
CC0-1.0
license
Key files
README.md
File tree
.github/
assets/
docs-site/
scripts/
tests/
.gitignore
.markdownlint-cli2.jsonc
benchmarks.md
blogs.md
books.md
CHANGELOG.md
chunking-strategies.md
CODE_OF_CONDUCT.md
CONTRIBUTING.md
datasets.md
embedding-model-selection.md
FAQ.md
LICENSE
lychee.toml
pyproject.toml
rag-pitfalls.md
README.md
ROADMAP.md
SECURITY.md
Quick Actions
Details
Creator
Yigtwxx
Language
Python
Category
ai-agent
Published
12/19/2025

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