diff --git a/README.md b/README.md
index 713ef16..1d0ca5d 100644
--- a/README.md
+++ b/README.md
@@ -796,7 +796,7 @@ An agent architecture for “Mind” Exploration of Large Scale Language Model S
 
 <details>
 
-![Image](https://lh5.googleusercontent.com/EU3Cvb6NdRg0jQVlFaeH2wyWbDcH_KbEpUtcV9cUKeM4e8n88VLI_e9A8R47sXEqykUBprfcFkXj74fK_CbKqQ=w16383)
+![Image](https://raw.githubusercontent.com/camel-ai/camel/master/misc/logo.png)
 
 ### Category
 General purpose
@@ -849,6 +849,8 @@ A chemistry agent that performs tasks across synthesis, drug discovery, and mate
 
 <details>
 
+![Image](https://github.com/ur-whitelab/chemcrow-public/raw/main/assets/chemcrow_dark_bold.png)
+
 ### Category
 Science, Chemistry
 
@@ -874,6 +876,8 @@ The purpose of Clippy is to elop code for or with the user. It can plan, write,
 
 <details>
 
+![Image](https://lev.la/images/clippy.jpg)
+
 ### Category
 Coding
 
@@ -889,6 +893,8 @@ An AI assistant designed to let you interactively query your codebase using natu
 
 <details>
 
+![Image](https://github.githubassets.com/assets/GitHub-Mark-ea2971cee799.png)
+
 ### Category
 Coding
 
@@ -904,6 +910,8 @@ An AI code assistant from Sourcegraph that writes code and answers questions for
 
 <details>
 
+![Image](https://sourcegraph.com/.assets/img/sourcegraph-mark.svg?v2)
+
 ### Category
 Coding
 
@@ -918,6 +926,8 @@ An open-source autopilot for software development
 
 <details>
 
+![Image](https://continue.dev/docs/assets/images/continue-cover-logo-aa135cc83fe8a14af480d1633ed74eb5.png)
+
 ### Category
 Coding
 
@@ -938,11 +948,13 @@ Coding
 </details>
 
 
-## [Databerry](https://www.databerry.ai/)
+## [Databerry (Pivoted to Chaindesk)](https://www.databerry.ai/)
 A super-easy no-code platform for creating AI chatbots trained on your own data
 
 <details>
 
+![Image](https://www.chaindesk.ai/_next/image?url=%2Fapp-logo-icon.png&w=256&q=75)
+
 ### Category
 Build-your-own
 
@@ -986,7 +998,7 @@ Build-your-own
 -->
 
 ### Links
-- [Documentation](https://docs.databerry.ai/introduction)
+- [Documentation](https://docs.chaindesk.ai/introduction)
 - [Discord](https://discord.com/invite/FSWKj49ckX)
 - [GitHub](https://github.com/gmpetrov/databerry)
 
@@ -1030,8 +1042,11 @@ An AI code copilot that instantly suggests code and works with the whole noteboo
 
 ## [DemoGPT](https://github.com/melih-unsal/DemoGPT)
 An AI that enables quick demo generation for LLM-based applications using just prompts
+
 <details>
 
+![Image](https://github.com/melih-unsal/DemoGPT/raw/main/assets/banner_small.png)
+
 ### Category
 Build-your-own, General purpose
 
@@ -1057,6 +1072,7 @@ Team of virtual developers
 
 <details>
 
+![Image](https://pbs.twimg.com/profile_images/1684472754597142529/tyM92sRA_400x400.jpg)
 ### Category
 Coding, Multi-agent
 
@@ -1074,6 +1090,8 @@ DevOpsGPT: AI-Driven Software Development Automation Solution
 
 <details>
 
+![Image](https://github.com/kuafuai/DevOpsGPT/raw/master/docs/files/intro-flow-simple.png)
+
 ### Category
 Coding
 
@@ -1101,6 +1119,8 @@ An agent management system that facilitates the creation of robust AI applicatio
 
 <details>
 
+![Image](https://avatars.githubusercontent.com/u/133483033?s=200&v=4)
+
 ### Category
 Build-your-own
 
@@ -1109,12 +1129,18 @@ Build-your-own
 - Advances prompt engineering with a powerful prompt compiler, offering a higher degree of control over Language Models, significantly optimizing the response generation process.
 - Allows seamless export of agents into portable files for execution in any environment, along with an optional Agentbox feature for optimized computing resource management within a sandboxed environment.
 
+### Links
+- [YouTube video](https://www.youtube.com/watch?v=uE_fykl8AVI&ab_channel=FahdMirza)
+
 </details>
 
 ## [English Compiler](https://github.com/uilicious/english-compiler)
 POC AI based Compiler, for converting english based markdown specs, into functional code
+
 <details>
 
+![Image](https://github.com/uilicious/english-compiler/raw/main/notes/imgs/EnglishCommand-CLI-help.png)
+
 ### Category
 Coding
 
@@ -1132,8 +1158,11 @@ Coding
 ## [Friday](https://github.com/amirrezasalimi/friday/)
 
 A developer assistant able to make whole nodejs project with unlimited prompts
+
 <details>
 
+![Image](https://github.com/amirrezasalimi/friday/raw/main/screenshot.png)
+
 ### Category
 Coding
 
@@ -1156,6 +1185,8 @@ An engineering Gen AI platform engineering team member
 
 <details>
 
+![Image](https://github.com/genia-dev/GeniA/raw/main/media/genia_title.png)
+
 ### Category
 Coding
 
@@ -1175,6 +1206,8 @@ A project inspired by Auto-GPT and BabyAGI, conducting  various kinds of tasks v
 
 <details>
 
+![Image](https://toolpulse.ai/wp-content/uploads/2023/11/godmode-ai.jpg)
+
 ### Category
 General purpose
 
@@ -1200,6 +1233,8 @@ An AI agent that generates an entire codebase based on a prompt
 
 <details>
 
+![Image](https://toolpulse.ai/wp-content/uploads/2023/11/godmode-ai.jpg)
+
 ### Category
 Coding