diff --git a/README.md b/README.md
index 467af553b..7255bf754 100644
--- a/README.md
+++ b/README.md
@@ -1,24 +1,15 @@
 # cognee
+[![GitHub forks](https://img.shields.io/github/forks/topoteretes/cognee.svg?style=social&label=Fork&maxAge=2592000)](https://GitHub.com/topoteretes/cognee/network/)
+[![GitHub stars](https://img.shields.io/github/stars/topoteretes/cognee.svg?style=social&label=Star&maxAge=2592000)](https://GitHub.com/topoteretes/cognee/stargazers/)
+[![GitHub commits](https://badgen.net/github/commits/topoteretes/cognee)](https://GitHub.com/topoteretes/cognee/commit/)
+[![Github tag](https://badgen.net/github/tag/topoteretes/cognee)](https://github.com/topoteretes/cognee/tags/)
+[![Downloads](https://static.pepy.tech/badge/cognee)](https://pepy.tech/project/cognee)
+[![GitHub license](https://badgen.net/github/license/topoteretes/cognee)](https://github.com/topoteretes/cognee/blob/master/LICENSE)
+
 
 We build for developers who need a reliable, production-ready data layer for AI applications
 
 
-<p>
-  <a href="https://github.com/topoteretes/cognee/fork">
-    <img src="https://img.shields.io/github/forks/topoteretes/cognee?style=for-the-badge" alt="cognee forks"/>
-  </a>
-  <a href="https://github.com/topoteretes/cognee/stargazers">
-    <img src="https://img.shields.io/github/stars/topoteretes/cognee?style=for-the-badge" alt="cognee stars"/>
-  </a>
-  <a href="https://github.com/topoteretes/cognee/pulls">
-    <img src="https://img.shields.io/github/issues-pr/topoteretes/cognee?style=for-the-badge" alt="cognee pull-requests"/>
-  </a>
-  <a href="https://github.com/topoteretes/cognee/releases">
-    <img src="https://img.shields.io/github/release/topoteretes/cognee?&label=Latest&style=for-the-badge" alt="cognee releases" />
-  </a>
-</p>
-
-
 ## What is cognee? 
 
 cognee implements scalable, modular ECL (Extract, Cognify, Load) pipelines that allow you ability to interconnect and retrieve past conversations, documents, audio transcriptions, while also reducing hallucinations, developer effort and cost.
diff --git a/docs/configuration.md b/docs/configuration.md
index a49e8f84e..b41810bff 100644
--- a/docs/configuration.md
+++ b/docs/configuration.md
@@ -4,7 +4,7 @@
 
 ## 🚀 Configure Vector and Graph Stores
 
-You can configure the vector and graph stores using the environment variables in your .env file or programatically.
+You can configure the vector and graph stores using the environment variables in your .env file or programmatically.
 We use [Pydantic Settings](https://docs.pydantic.dev/latest/concepts/pydantic_settings/#dotenv-env-support)
 
 We have a global configuration object (cognee.config) and individual configurations on pipeline and data store levels
diff --git a/docs/quickstart.md b/docs/quickstart.md
index 99c6bcde1..828fb249d 100644
--- a/docs/quickstart.md
+++ b/docs/quickstart.md
@@ -20,7 +20,7 @@ or
 cognee.config.llm_api_key = "YOUR_OPENAI_API_KEY"
 
 ```
-If you are using Networkx, create an account on Graphistry to vizualize results:
+If you are using Networkx, create an account on Graphistry to visualize results:
 ```
     cognee.config.set_graphistry_config({
         "username": "YOUR_USERNAME",