feat: fixes and updates to MCP, retrievers, general fixes

CONTRIBUTING.md

@@ -97,7 +97,7 @@ git push origin feature/your-feature-name
 
 2. Create a Pull Request:
    - Go to the [**cognee** repository](https://github.com/topoteretes/cognee)
-   - Click "Compare & Pull Request" and make sure to open PR against dev branch
+   - Click "Compare & Pull Request"
    - Fill in the PR template with details about your changes
 
 ## 5. 📜 Developer Certificate of Origin (DCO)

README.md

@@ -5,7 +5,7 @@
 
   <br />
 
-  cognee - Memory for AI Agents in 5 lines of code
+  cognee - memory layer for AI apps and Agents
 
   <p align="center">
   <a href="https://www.youtube.com/watch?v=1bezuvLwJmw&t=2s">Demo</a>
@@ -24,16 +24,16 @@
   [![License](https://img.shields.io/github/license/topoteretes/cognee?colorA=00C586&colorB=000000)](https://github.com/topoteretes/cognee/blob/main/LICENSE)
   [![Contributors](https://img.shields.io/github/contributors/topoteretes/cognee?colorA=00C586&colorB=000000)](https://github.com/topoteretes/cognee/graphs/contributors)
 
-<a href="https://www.producthunt.com/posts/cognee?embed=true&utm_source=badge-top-post-badge&utm_medium=badge&utm_souce=badge-cognee" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/top-post-badge.svg?post_id=946346&theme=light&period=daily&t=1744472480704" alt="cognee - Memory&#0032;for&#0032;AI&#0032;Agents&#0032;&#0032;in&#0032;5&#0032;lines&#0032;of&#0032;code | Product Hunt" style="width: 250px; height: 54px;" width="250" height="54" /></a>
+  AI Agent responses you can rely on.
 
 
 
 Build dynamic Agent memory using scalable, modular ECL (Extract, Cognify, Load) pipelines.
 
-More on [use-cases](https://docs.cognee.ai/use-cases) and [evals](https://github.com/topoteretes/cognee/tree/main/evals) 
+More on [use-cases](https://docs.cognee.ai/use_cases).
 
 <div style="text-align: center">
-  <img src="https://raw.githubusercontent.com/topoteretes/cognee/refs/heads/main/assets/cognee_benefits.png" alt="Why cognee?" width="50%" />
+  <img src="https://raw.githubusercontent.com/topoteretes/cognee/refs/heads/dev/assets/cognee_benefits.png" alt="Why cognee?" width="100%" />
 </div>
 
 </div>