# I captured some of my dev lessons working on the [Digma](https://www.linkedin.com/company/digma-ai/) MCP server on [Toward Data Science](https://www.linkedin.com/company/toward-data-science/). 
The technology is simple, but getting consistently great results requires some nuances. Just wrapping your existing APIs is probably the wrong way to go… Hopefully, this can be useful to other devs or MCP users.

Check it out on the [TDS deep dives.](https://towardsdatascience.com/how-not-to-write-an-mcp-server/)

## Digma makes coding with AI smarter
Using a built in MCP Server Digma leverages the data in your APM dashboards to assist the AI agent during code reviews, code and test generation, fix suggestions etc.

## The state of the shift left
Insights from 280 engineers and managers on their shift-left progress, ability to catch issues early, troubleshoot quickly and minimize wasted engineering time.