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# [![Langflow](./docs/static/img/hero.png)](https://www.langflow.org) # [![Langflow](./docs/static/img/hero.png)](https://www.langflow.org)
<p align="center" style="font-size: 12px;"> <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>
<p align="center" style="font-size: 12px;"> <p align="center" style="font-size: 12px;">
<a href="https://docs.langflow.org" style="text-decoration: underline;">Docs</a> - <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="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>
</p> </p>
<div align="center"> <div align="center">
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</p> </p>
# Core features # 🔧 Core features
1. Python-based and agnostic to models, APIs, data sources, or databases. 1. **Python-based** and agnostic to models, APIs, data sources, or databases.
2. Visual IDE for drag-and-drop building and testing of workflows. 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. 3. **Playground** to immediately test and iterate workflows with step-by-step control.
4. Multi-agent orchestration and conversation management and retrieval. 4. **Multi-agent** orchestration and conversation management and retrieval.
5. Free cloud service - get started in minutes with no setup. 5. **Free cloud service** to get started in minutes with no setup.
6. Publish workflows as back-end APIs or export as a Python application. 6. **Publish as an API** or export as a Python application.
7. Real time observability with LangSmith, LangFuse, or LangWatch integration. 7. **Observability** with LangSmith, LangFuse, or LangWatch integration.
8. Support enterprise security and scale with free DataStax Langflow cloud service. 8. **Enterprise-grade** security and scalability with free DataStax Langflow cloud service.
9. Prebuilt ecosystem integrations to any model, API or database. 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) ![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 on GitHub to be instantly notified of new releases.
![Star Langflow](https://github.com/user-attachments/assets/03168b17-a11d-4b2a-b0f7-c1cce69e5a2c) ![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): - **Install Langflow with pip** (Python version 3.10 or greater):
```shell ```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) - **Cloud:** DataStax Langflow is a hosted environment with zero setup. [Sign up for a free account.](http://langflow.datastax.com)