diff --git a/README.MD b/README.MD
index c1d41905a..23e0731c0 100644
--- a/README.MD
+++ b/README.MD
@@ -74,64 +74,70 @@
 
 <hr>
 
-### 📽 Setting Up SuperAGI using Docker Hub
+## What are we ?
 
-<p align="center">
-<a href='https://youtu.be/qjJneWjH5v4'><img src="https://superagi.com/wp-content/uploads/2023/08/DockerHub_install-1.png" width=1000px></a>
-</p>
+A dev-first open source autonomous AI agent framework enabling developers to build, manage & run useful autonomous agents. You can run concurrent agents seamlessly, extend agent capabilities with tools. The agents efficiently perform a variety of tasks and continually improve their performance with each subsequent run.
 
 
-<p align="center">
-<a href="https://github.com/codespaces/new?hide_repo_select=true&ref=main&repo=640182997&machine=basicLinux32gb&location=EastUs"> <img src="https://github.com/codespaces/badge.svg"></a><br>Not sure how to setup? <a href="https://youtu.be/yvmNthyWYCE">Learn here</a>
-</p>
+### 💡 Features
 
-<br>
-<p align="center">
-<a href="https://cloud.digitalocean.com/apps/new?repo=https://github.com/TransformerOptimus/SuperAGI/tree/main"> <img src="https://www.deploytodo.com/do-btn-blue.svg"></a><br>Deploy SuperAGI to DigitalOcean with one click.
-</p>
+- <b>Provision, Spawn & Deploy Autonomous AI Agents</b> - Create production-ready & scalable autonomous agents.
+- <b>Extend Agent Capabilities with Toolkits</b> - Add Toolkits from our marketplace to your agent workflows.
+- <b>Graphical User Interface</b> - Access your agents through a graphical user interface.
+- <b>Action Console</b> - Interact with agents by giving them input and permissions.
+- <b>Multiple Vector DBs</b> - Connect to multiple Vector DBs to enhance your agent’s performance.
+- <b>Performance Telemetry</b> - Get insights into your agent’s performance and optimize accordingly.
+- <b>Optimized Token Usage</b> - Control token usage to manage costs effectively.
+- <b>Agent Memory Storage</b> - Enable your agents to learn and adapt by storing their memory.
+- <b>Models</b> - Custom fine tuned models for business specific usecases.
+- <b>Workflows</b> - Automate tasks with ease using ReAct LLM's predefined steps.
 
-### 💡 Features
+### 🛠 Toolkits
+Toolkits allow SuperAGI Agents to interact with external systems and third-party plugins.
 
-- Provision, spawn & deploy autonomous AI agents
-- Tools/Toolkits for extended agent capabilities
-- Concurrent agent runs
-- Schedule agents
-- Action console
-- Multiple vector DBs
-- Agent trajectory fine-tuning
-- Performance monitoring
-- Tool memory
-- Resource manager
-- Knowledge embeddings
-- Agent workflows
+<a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Twitter.png height=50px width=50px alt="Twitter" valign="middle" title="Twitter"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Coding.png height=50px width=50px alt="Coding Tool" valign="middle" title="Coding Tool"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Insta.png height=50px width=50px alt="Instagram" valign="middle" title="Instagram"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Knowledge_tool.png height=50px width=50px alt="Knowledge Search" valign="middle" title="Knowledge Search"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113612.png height=50px width=50px alt="Email"  valign="middle" title="Email"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113610.png height=50px width=50px alt="Jira" valign="middle" title="Jira"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113611.png height=50px width=50px alt="File Manager" valign="middle" title="File Manager"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113613.png height=50px width=50px alt="Google Search" valign="middle" title="Google Search"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113615.png height=50px width=50px alt="Dall-E" valign="middle" title="Dall-E"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113614.png height=50px width=50px alt="Github" valign="middle" title="Github"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113616.png height=50px width=50px alt="Web Interaction" valign="middle" title="Web Interaction"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113622.png height=50px width=50px alt="Duckduckgo" valign="middle" title="Duckduckgo"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Calendar_tool.png height=50px width=50px alt="Google Calendar" valign="middle" title="Google Calendar"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Search_tool.png height=50px width=50px alt="Google Calendar" valign="middle" title="Google Search"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Serp.png height=50px width=50px alt="Serp API" valign="middle" title="Serp API"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Searx.png height=50px width=50px alt="Searx" valign="middle" title="Searx "></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Web_scraper_logo.png height=50px width=50px alt="Web Scraper" valign="middle" title="Web Scraper"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Notion_logo.png height=50px width=50px alt="Notion" valign="middle" title="Notion"></a> <a href="https://marketplace.superagi.com/" target="_blank"><img src=https://superagi.com/wp-content/uploads/2023/08/Apollo_logo.png height=50px width=50px alt="Apollo" valign="middle" title="Apollo"></a>
 
-### 🛠 Tools
-<a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Twitter.png height=50px width=50px alt="Twitter" valign="middle" title="Twitter"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Coding.png height=50px width=50px alt="Coding Tool" valign="middle" title="Coding Tool"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Insta.png height=50px width=50px alt="Instagram" valign="middle" title="Instagram"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Knowledge_tool.png height=50px width=50px alt="Knowledge Search" valign="middle" title="Knowledge Search"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113612.png height=50px width=50px alt="Email"  valign="middle" title="Email"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113610.png height=50px width=50px alt="Jira" valign="middle" title="Jira"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113611.png height=50px width=50px alt="File Manager" valign="middle" title="File Manager"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113613.png height=50px width=50px alt="Google Search" valign="middle" title="Google Search"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113615.png height=50px width=50px alt="Dall-E" valign="middle" title="Dall-E"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113614.png height=50px width=50px alt="Github" valign="middle" title="Github"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113616.png height=50px width=50px alt="Web Interaction" valign="middle" title="Web Interaction"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/05/Group-113622.png height=50px width=50px alt="Duckduckgo" valign="middle" title="Duckduckgo"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Calendar_tool.png height=50px width=50px alt="Google Calendar" valign="middle" title="Google Calendar"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Search_tool.png height=50px width=50px alt="Google Calendar" valign="middle" title="Google Search"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Serp.png height=50px width=50px alt="Serp API" valign="middle" title="Serp API"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Searx.png height=50px width=50px alt="Searx" valign="middle" title="Searx "></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Web_scraper_logo.png height=50px width=50px alt="Web Scraper" valign="middle" title="Web Scraper"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Notion_logo.png height=50px width=50px alt="Notion" valign="middle" title="Notion"></a> <a href="#"><img src=https://superagi.com/wp-content/uploads/2023/08/Apollo_logo.png height=50px width=50px alt="Apollo" valign="middle" title="Apollo"></a>
+### ⚙️ Installation
 
+You can install superAGI using one of the following three approaches.
 
-### 💻 Screenshot
+#### ☁️ SuperAGI cloud
 
-<p align="center">
-  <a href="https://superagi.com//#gh-dark-mode-only">
-    <img src="https://superagi.com/wp-content/uploads/2023/05/Dark-Dashboard.png" alt="SuperAGI logo" />
-  </a>
-</p>
+To quickly start experimenting with agents without the hassle of setting up the system, try [Superagi Cloud](https://app.superagi.com/)
+
+1. Visit [Superagi Cloud](https://app.superagi.com/) and log in using your github account.
+
+2. In your account settings, go to "Model Providers" and add your API key.
+
+You're all set! Start running your agents effortlessly.
 
+#### 🖥️ Local
 
-### 🛣 Roadmap
-[Click here to checkout the latest roadmap 🔗](https://github.com/users/TransformerOptimus/projects/5/views/1)
+1. Open your terminal and clone the SuperAGI repository.
+```
+git clone https://github.com/TransformerOptimus/SuperAGI.git 
+```
 
-### ⚙️ Setting up
+2. Navigate to the cloned repository directory using the command:
+```
+cd SuperAGI
+```
+3. Create a copy of config_template.yaml, and name it config.yaml.
 
-1. Download the repo using `git clone https://github.com/TransformerOptimus/SuperAGI.git` in your terminal or directly from github page in zip format.
+4. Ensure that Docker is installed on your system. You can download and install it from [here](https://docs.docker.com/get-docker/).
 
-2. Navigate to the directory using `cd SuperAGI` and create a copy of `config_template.yaml`, naming it `config.yaml` (take note of the file extension `.yaml`, *not* `.yml`).
-3. Enter your LLM API Key or Auth token in `config.yaml` file.
-4. Ensure that Docker is installed in your system, if not, Install it from [here](https://docs.docker.com/get-docker/). 
-5. Once you have Docker Desktop running, run the command: `docker-compose up --build` in the SuperAGI directory. Open your browser and navigate to `http://localhost:3000` to access SuperAGI.
+5. Once you have Docker Desktop running, run the following command in the in the SuperAGI directory :
+```
+docker-compose up --build
+```
 
-- If you wish to change the port it's running on, open the `docker-compose.yml` file and update the `proxy` container port forwarding, for example: `"3000:80"`
+6. Open your web browser and navigate to http://localhost:3000 to access SuperAGI.
 
+#### 🌀 Digital Ocean
+
+<p align="left">
+<a href="https://cloud.digitalocean.com/apps/new?repo=https://github.com/TransformerOptimus/SuperAGI/tree/main"> <img src="https://www.deploytodo.com/do-btn-blue.svg"></a><br>Deploy SuperAGI to DigitalOcean with one click.
+</p>
 
 <a id="architecture">
 
@@ -167,10 +173,30 @@
 ![ER Diagram](https://superagi.com/wp-content/uploads/2023/09/ER-Diagram.png)
 </details>
 
+### 📚 Resources
 
-### ⚠️ Under Development!
-This project is under active development and may still have issues. We appreciate your understanding and patience. If you encounter any problems, please first check the open issues. If your issue is not listed, kindly create a new issue detailing the error or problem you experienced. Thank you for your support!
+* [Documentation](https://superagi.com/docs/)
+* [YouTube Channel](https://www.youtube.com/@_SuperAGI/videos)
+
+
+### 📖 Need Help?
+
+Join our [Discord community](https://discord.gg/YRUmuRMd) for support and discussions.
+
+[![Join us on Discord](https://invidget.switchblade.xyz/uJ3XUGsY2R)](https://discord.gg/uJ3XUGsY2R)
 
+If you have questions or encounter issues, please don't hesitate to [create a new issue](https://github.com/TransformerOptimus/SuperAGI/issues/new/choose) to get support.
+
+### 💻 Contribution
+We ❤️ our contributors. We’re committed to fostering an open, welcoming, and safe environment in the community.
+
+If you'd like to contribute, start by reading our [Contribution Guide](https://github.com/TransformerOptimus/SuperAGI/blob/main/CONTRIBUTING.md).
+
+We expect everyone participating in the community to abide by our [Code of Conduct](https://github.com/TransformerOptimus/SuperAGI/blob/main/CODE_OF_CONDUCT.md).
+
+To get more idea on where we are heading, checkout our roadmap [here](https://github.com/users/TransformerOptimus/projects/5/views/1).
+
+Explore some [good first issues](https://github.com/TransformerOptimus/SuperAGI/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22) to start contributing.
 
 ### 👩‍💻 Contributors
 [![TransformerOptimus](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/133493246?v=4&w=50&h=50&mask=circle)](https://github.com/TransformerOptimus) [![Cptsnowcrasher](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/133322218?v=4&w=50&h=50&mask=circle)](https://github.com/Cptsnowcrasher) [![vectorcrow](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/133646556?v=4&w=50&h=50&mask=circle)](https://github.com/vectorcrow) [![Akki-jain](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/92881074?v=4&w=50&h=50&mask=circle)](https://github.com/Akki-jain) [![Autocop-Agent](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/129729746?v=4&w=50&h=50&mask=circle)](https://github.com/Autocop-Agent)[![COLONAYUSH](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/60507126?v=4&w=50&h=50&mask=circle)](https://github.com/COLONAYUSH)[![luciferlinx101](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/129729795?v=4&w=50&h=50&mask=circle)](https://github.com/luciferlinx101)[![mukundans89](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/101278493?v=4&w=50&h=50&mask=circle)](https://github.com/mukundans89)[![Fluder-Paradyne](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/121793617?v=4&w=50&h=50&mask=circle)](https://github.com/Fluder-Paradyne)[![nborthy](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/101320057?v=4&w=50&h=50&mask=circle)](https://github.com/nborthy)[![nihirr](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/122777244?v=4&w=50&h=50&mask=circle)](https://github.com/nihirr)[![Tarraann](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/97586318?v=4&w=50&h=50&mask=circle)](https://github.com/Tarraann)[![neelayan7](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/43145646?v=4&w=50&h=50&mask=circle)](https://github.com/neelayan7)[![Arkajit-Datta](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/61142632?v=4&w=50&h=50&mask=circle)](https://github.com/Arkajit-Datta)[![guangchen811](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/103159823?v=4&w=50&h=50&mask=circle)](https://github.com/guangchen811)[![juanfpo96](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/14787156?v=4&w=50&h=50&mask=circle)](https://github.com/juanfpo96)[![iskandarreza](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/32027019?v=4&w=50&h=50&mask=circle)](https://github.com/iskandarreza)[![jpenalbae](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/8380459?v=4&w=50&h=50&mask=circle)](https://github.com/jpenalbae)[![pallasite99](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/26508636?v=4&w=50&h=50&mask=circle)](https://github.com/pallasite99)[![xutpuu](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/11964505?v=4&w=50&h=50&mask=circle)](https://github.com/xutpuu)[![alexkreidler](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/11166947?v=4&w=50&h=50&mask=circle)](https://github.com/alexkreidler)[![hanhyalex123](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/100895608?v=4&w=50&h=50&mask=circle)](https://github.com/hanhyalex123)[![ps4vs](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/91535358?v=4&w=50&h=50&mask=circle)](https://github.com/ps4vs)[![eltociear](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/22633385?v=4&w=50&h=50&mask=circle)](https://github.com/eltociear)
@@ -203,3 +229,6 @@ This project is under active development and may still have issues. We appreciat
 
 
 <p align="center"><a href="https://github.com/TransformerOptimus/SuperAGI#"><img src="https://superagi.com/wp-content/uploads/2023/05/backToTopButton.png" alt="Back to top" height="29"/></a></p>
+
+### ⚠️ Under Development!
+This project is under active development and may still have issues. We appreciate your understanding and patience. If you encounter any problems, please check the open issues first. If your issue is not listed, kindly create a new issue detailing the error or problem you experienced. Thank you for your support!
\ No newline at end of file