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# [![Langflow](./docs/static/img/hero.png)](https://www.langflow.org)
<p align="center" style="font-size: 12px;">
Langflow is a low-code app builder for RAG (retrieval augmented generation) and multi-agent AI applications. It’s Python-based and agnostic to any model, API, data source or database.
Langflow is a low-code app builder for RAG and multi-agent AI applications. It’s Python-based and agnostic to any model, API, or database.
</p>
<p align="center" style="font-size: 12px;">
<a href="https://docs.langflow.org" style="text-decoration: underline;">Docs</a> -
<a href="http://langflow.datastax.com" style="text-decoration: underline;">Free Cloud Service</a> -
<a href="https://discord.com/invite/EqksyE2EX9" style="text-decoration: underline;">Join our Discord</a> -
<a href="https://twitter.com/langflow_ai" style="text-decoration: underline;">Follow us on X</a>
<a href="http://langflow.datastax.com" style="text-decoration: underline;">Free Cloud Service</a>
</p>
<div align="center">
@ -27,31 +26,32 @@ https://github.com/user-attachments/assets/a1a36011-6169-4804-87ad-cfd4c5a79872
</p>
# Core features
1. Python-based and agnostic to models, APIs, data sources, or databases.
2. Visual IDE for drag-and-drop building and testing of workflows.
3. Playground to immediately test and iterate workflows with step-by-step control.
4. Multi-agent orchestration and conversation management and retrieval.
5. Free cloud service - get started in minutes with no setup.
6. Publish workflows as back-end APIs or export as a Python application.
7. Real time observability with LangSmith, LangFuse, or LangWatch integration.
8. Support enterprise security and scale with free DataStax Langflow cloud service.
9. Prebuilt ecosystem integrations to any model, API or database.
# 🔧 Core features
1. **Python-based** and agnostic to models, APIs, data sources, or databases.
2. **Visual IDE** for drag-and-drop building and testing of workflows.
3. **Playground** to immediately test and iterate workflows with step-by-step control.
4. **Multi-agent** orchestration and conversation management and retrieval.
5. **Free cloud service** to get started in minutes with no setup.
6. **Publish as an API** or export as a Python application.
7. **Observability** with LangSmith, LangFuse, or LangWatch integration.
8. **Enterprise-grade** security and scalability with free DataStax Langflow cloud service.
9. **Customize workflows** or create flows entirely just using Python.
10. **Ecosystem integrations** as reusable components for any model, API or database.
![Integrations](https://github.com/user-attachments/assets/df4a6714-60de-4a8b-aff0-982c5aa467e3)
# Stay up-to-date
# 📅 Stay up-to-date
Star Langflow on GitHub to be instantly notified of new releases.
![Star Langflow](https://github.com/user-attachments/assets/03168b17-a11d-4b2a-b0f7-c1cce69e5a2c)
# 📦 Quick Start
# 📦 Quickstart
- **Install Langflow with pip** (Python version 3.10 or greater):
```shell
python -m pip install langflow -U
pip install langflow -U
```
- **Cloud:** DataStax Langflow is a hosted environment with zero setup. [Sign up for a free account.](http://langflow.datastax.com)