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ai-agent

Boost AI with RAG

Get a foundational Retrieval Augmented Generation pipeline with rag, a reference solution for startup founders, built with Python.
intermediateโฑ 1-2 hours๐Ÿ’ต Free + LLM API costs
703 stars300 forksPythonUpdated 7/18/2026100% free ยท open source
What it is

Builds a Retrieval Augmented Generation pipeline using a pre-made blueprint with Python.

What you can make with it

Automations like: extracting product reviews from Amazon and summarizing them for a marketing report.

How it helps

Saves time by providing a pre-made foundation for your AI pipeline, and reduces the barrier to entry for building complex AI models.

Real use case example

"A founder of an e-commerce startup wants to automatically generate sales summaries from customer reviews on Amazon. They create a new instance of the RAG pipeline, connect a dataset of Amazon reviews, and use the model to summarize the reviews. After a day, they have a comprehensive market summary to inform their business decisions."

If you're new

Pick up this skill when you're new to AI development and want a structured approach.

If you're senior

Senior engineers will reach for this when they need to quickly build a complex AI pipeline.

Common confusion cleared up

Don't be confused โ€“ RAG does not replace human evaluation, but instead supports humans in augmenting their work with AI outputs.

Best inside these AI tools
Claude DesktopClaude APISelf-hosted
Pairs with
Amazon Web Service APINotion databaseResend email service
Why we list it on WorkflowStacks: This pre-made code saves time and effort over writing your own pipeline from scratch.
What it does

Rag provides a foundational pipeline for Retrieval Augmented Generation, allowing startup founders to generate text based on relevant information retrieved from a database or knowledge base.

When to use it
  • โ€ขYou need to generate user manuals or guides based on existing documentation
  • โ€ขYou want to create chatbots that provide accurate and up-to-date information
  • โ€ขYou're building a content generation tool that requires contextual understanding
Quick start
  1. 1Clone the NVIDIA RAG repository from GitHub using the command `git clone https://github.com/NVIDIA-AI-Blueprints/rag.git`
  2. 2Install the required dependencies by running `pip install -r requirements.txt` in the cloned repository
  3. 3Configure the pipeline by modifying the `config.json` file to point to your dataset and knowledge base
  4. 4Run the pipeline using the command `python main.py` to generate text based on your configured dataset and knowledge base
Ready-to-paste prompt
python main.py --config config.json --input "What is the capital of France?" --output generated_text.txt
Saves to your device

Topics

blueprint
nim
rag
retrieval-augmented-generation
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.

23
top-level files
16
folders
30.2M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
AGENTS.md
package.json
README.md
requirements-dev.txt
requirements.txt
File tree
.github/
.openclaw/
.project/
ci/
data/
deploy/
docs/
examples/
frontend/
hooks/
notebooks/
scripts/
skill-eval/
skills/
src/
tests/
.coderabbit.yaml
.dockerignore
.gitattributes
.gitignore
.pre-commit-config.yaml
.python-version
AGENTS.md
CHANGELOG.md
Quick Actions
Details
Creator
NVIDIA-AI-Blueprints
Language
Python
Category
ai-agent
Published
12/11/2024

Are you the creator of this tool? Claim your listing โ†’ and earn 85% of every sale.

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