diff --git a/introduction.mdx b/introduction.mdx
index 374247c..fb35f6a 100644
--- a/introduction.mdx
+++ b/introduction.mdx
@@ -26,7 +26,7 @@ Choose the path that best fits your needs:
Create a simple MCP server in TypeScript to understand the basics
@@ -94,14 +94,14 @@ Dive deeper into MCP's core concepts and capabilities:
Let your servers request completions from LLMs
- Learn about MCP's communication mechanisms
+ Learn about MCP's communication mechanism
## Contributing
-Want to contribute? Check out our [GitHub repository](https://github.com/modelcontextprotocol) or join our growing community of developers building with MCP.
\ No newline at end of file
+Want to contribute? Check out [@modelcontextprotocol](https://github.com/modelcontextprotocol) on GitHub to join our growing community of developers building with MCP.