diff --git a/README.md b/README.md
index 3b915f109..fd1b28f56 100644
--- a/README.md
+++ b/README.md
@@ -3,11 +3,19 @@
# [](https://www.langflow.org)
- Visually build, iterate, and deploy Gen-AI apps in minutes
+ A visual framework for building Gen-AI and RAG apps with LangChain
- Open-source, 100% Python, fully customizable, LLM and vector store agnostic
+ Open-source, Python-powered, fully customizable, LLM and vector store agnostic
+
+
+ Docs -
+ Join our Discord -
+ Follow us on X -
+ Live demo
+
+
@@ -17,18 +25,21 @@
-# ⚡️ Documentation and Community
+# 📝 Content
-- [Documentation](https://docs.langflow.org)
-- [Discord](https://discord.com/invite/EqksyE2EX9)
+- [Get Started](#-get-started)
+- [Create Flows](#-create-flows)
+- [Deploy](#deploy)
+- [Command Line Interface (CLI)](#️-command-line-interface-cli)
+- [Contribute](#-contribute)
-# 📦 Installation
+# 📦 Get Started
You can install Langflow with pip:
```shell
# Make sure you have Python 3.10 installed on your system.
-# Install the pre-release version
+# Install the pre-release version (recommended for the latest updates)
python -m pip install langflow --pre --force-reinstall
# or stable version
@@ -43,7 +54,7 @@ python -m langflow run
You can also preview Langflow in [HuggingFace Spaces](https://huggingface.co/spaces/Langflow/Langflow-Preview). [Clone the space using this link](https://huggingface.co/spaces/Langflow/Langflow-Preview?duplicate=true), to create your own Langflow workspace in minutes.
-# 🎨 Creating Flows
+# 🎨 Create Flows
Creating flows with Langflow is easy. Simply drag components from the sidebar onto the canvas and connect them to start building your application.
@@ -59,6 +70,32 @@ from langflow.load import run_flow_from_json
results = run_flow_from_json("path/to/flow.json", input_value="Hello, World!")
```
+# Deploy
+
+## Deploy Langflow on Google Cloud Platform
+
+Follow our step-by-step guide to deploy Langflow on Google Cloud Platform (GCP) using Google Cloud Shell. The guide is available in the [**Langflow in Google Cloud Platform**](GCP_DEPLOYMENT.md) document.
+
+Alternatively, click the **"Open in Cloud Shell"** button below to launch Google Cloud Shell, clone the Langflow repository, and start an **interactive tutorial** that will guide you through the process of setting up the necessary resources and deploying Langflow on your GCP project.
+
+[](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/langflow-ai/langflow&working_dir=scripts/gcp&shellonly=true&tutorial=walkthroughtutorial_spot.md)
+
+## Deploy on Railway
+
+Use this template to deploy Langflow 1.0 Preview on Railway:
+
+[](https://railway.app/template/UsJ1uB?referralCode=MnPSdg)
+
+Or this one to deploy Langflow 0.6.x:
+
+[](https://railway.app/template/JMXEWp?referralCode=MnPSdg)
+
+## Deploy on Render
+
+
+
+
+
# 🖥️ Command Line Interface (CLI)
Langflow provides a command-line interface (CLI) for easy management and configuration.
@@ -101,33 +138,7 @@ You can configure many of the CLI options using environment variables. These can
A sample `.env` file named `.env.example` is included with the project. Copy this file to a new file named `.env` and replace the example values with your actual settings. If you're setting values in both your OS and the `.env` file, the `.env` settings will take precedence.
-# Deployment
-
-## Deploy Langflow on Google Cloud Platform
-
-Follow our step-by-step guide to deploy Langflow on Google Cloud Platform (GCP) using Google Cloud Shell. The guide is available in the [**Langflow in Google Cloud Platform**](GCP_DEPLOYMENT.md) document.
-
-Alternatively, click the **"Open in Cloud Shell"** button below to launch Google Cloud Shell, clone the Langflow repository, and start an **interactive tutorial** that will guide you through the process of setting up the necessary resources and deploying Langflow on your GCP project.
-
-[](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/langflow-ai/langflow&working_dir=scripts/gcp&shellonly=true&tutorial=walkthroughtutorial_spot.md)
-
-## Deploy on Railway
-
-Use this template to deploy Langflow 1.0 Preview on Railway:
-
-[](https://railway.app/template/UsJ1uB?referralCode=MnPSdg)
-
-Or this one to deploy Langflow 0.6.x:
-
-[](https://railway.app/template/JMXEWp?referralCode=MnPSdg)
-
-## Deploy on Render
-
-
-
-
-
-# 👋 Contributing
+# 👋 Contribute
We welcome contributions from developers of all levels to our open-source project on GitHub. If you'd like to contribute, please check our [contributing guidelines](./CONTRIBUTING.md) and help make Langflow more accessible.