# Memgraph's AI ecosystem

AI drives a wide range of innovations, from machine learning (ML) models to
natural language processing (NLP) systems and beyond. These technologies
frequently intersect, enabling the creation of powerful applications with
Generative AI (GenAI), including advanced chatbots and agents.

Memgraph offers a robust ecosystem designed to support AI applications, featuring
built-in processing capabilities and integrations with popular Agentic Frameworks. This
ecosystem empowers developers to build sophisticated GenAI solutions that leverage
the strengths of graph databases. 

![Memgraph AI Ecosystem](https://memgraph.com/docs/pages/ai-ecosystem/memgraph-ai-ecosystem.png)

## What you'll find here

This section of Memgraph’s documentation is your guide to using Memgraph for AI:

- [Building GenAI apps with GraphRAG](https://memgraph.com/docs/ai-ecosystem/graph-rag): See how
  knowledge graphs enable more efficient and scalable RAG systems.
- [AI integrations with Memgraph](https://memgraph.com/docs/ai-ecosystem/integrations): We have several
  integrations with popular AI frameworks to help you customize and build your
  own GenAI application from scratch. Some of the libraries that support
  Memgraph include **Model Context Protocol (MCP)**, **LangChain**,
  **LlamaIndex**, **Cognee**, **Mem0** and **LightRAG**.
- [Machine learning with Memgraph](https://memgraph.com/docs/ai-ecosystem/machine-learning): Learn how
  Memgraph powers ML workflows with graph-powered insights.
- [GraphChat in Memgraph Lab](https://memgraph.com/docs/memgraph-lab/features/graphchat): Explore how
  natural language querying (GraphChat) ties into the GraphRAG ecosystem, making
  complex graphs accessible to everyone.
- [Agents in Memgraph](https://memgraph.com/docs/ai-ecosystem/agents): Discover how you can leverage AI
  agents to automate graph modeling and migration tasks.
- [Unstructured2Graph](https://memgraph.com/docs/ai-ecosystem/agents/unstructured2graph-agent): Learn
  how to use Unstructured2Graph to **transform unstructured data** into
  **structured graph data** within Memgraph.