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ai-agent

graphrag: Smarter AI Agents

Get modular graph-based Retrieval-Augmented Generation with graphrag, ideal for founders working with GPT and LLMs, backed by 33k+ GitHub stars
advancedโฑ 1-2 hours๐Ÿ’ต Free + LLM API costs
34,845 stars3,671 forksPythonQuality 8/10Updated 7/26/2026100% free ยท open source
What it is

Build smarter AI agents using graphrag, a system that helps generate text based on information from a graph (a type of data structure) (data arrangement method)

What you can make with it

Automations like: a chatbot that answers customer questions by searching a database of product information and generating human-like responses using graphrag and GPT

How it helps

Graphrag helps by allowing you to create AI agents that can retrieve and generate text based on specific information, making them more accurate and informative, and it supports founders who work with large language models like GPT

Real use case example

"A founder of an e-commerce company wants to build a chatbot that can answer customer questions about products, so they use graphrag to create a graph of product information, then use GPT to generate human-like responses, and finally deploy the chatbot on their website, resulting in a more informed and satisfied customer base"

If you're new

A beginner should pick up graphrag when they want to build their first AI-powered chatbot or automation and need a simple way to get started with retrieval-augmented generation

If you're senior

A senior engineer should reach for graphrag when they need a modular and customizable solution for building complex AI agents that can retrieve and generate text based on specific information

Common confusion cleared up

Graphrag is often confused with other AI models, but it's specifically designed for retrieval-augmented generation, which means it's meant to retrieve information from a graph and generate text based on that information

Pairs with
GPT APILLM modelsNotion database
Why we list it on WorkflowStacks: This skill is included in the marketplace because it's a free and open-source solution for building smarter AI agents, backed by a large community with over 33,000 GitHub stars
What it does

Transforms complex, unstructured data into clear insights by creating intelligent knowledge graphs that help you extract meaningful strategic information.

When to use it
  • โ€ขAnalyzing large volumes of text documents for research and competitive intelligence
  • โ€ขBreaking down complex industry reports or market research into digestible insights
  • โ€ขCreating comprehensive knowledge bases from scattered information sources
Quick start
  1. 1Install via pip: pip install graphrag
  2. 2Prepare your input data documents in a clean text or CSV format
  3. 3Configure graph settings and embedding model in config file
  4. 4Run initial graph generation and query your knowledge base
Ready-to-paste prompt
graphrag analyze --input market_reports/ --output insights.json --model gpt-4
Saves to your device

Topics

gpt
gpt-4
gpt4
graphrag
llm
llms
rag
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.

20
top-level files
8
folders
201.5M
repo size
MIT
license
Key files
cspell.config.yaml
README.md
File tree
.github/
.semversioner/
.vscode/
docs/
packages/
scripts/
tests/
unified-search-app/
.gitattributes
.gitignore
.vsts-ci.yml
breaking-changes.md
CHANGELOG.md
CODE_OF_CONDUCT.md
CODEOWNERS
CONTRIBUTING.md
cspell.config.yaml
DEVELOPING.md
dictionary.txt
LICENSE
mkdocs.yaml
pyproject.toml
RAI_TRANSPARENCY.md
README.md
Quick Actions
Details
Creator
microsoft
Language
Python
Category
ai-agent
Published
3/27/2024

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

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