menu
techminis

A naukri.com initiative

google-web-stories
Home

>

Data Science News

>

How Not to...
source image

Towards Data Science

5d

read

164

img
dot

How Not to Write an MCP Server

  • Creating an MCP server for an observability application involved using the .NET MCP SDK for the server and Cursor and vscode as clients.
  • Lesson 1: Avoid overwhelming the agent with excessive data; focus on high-level details and provide additional API queries for specific data subsets.
  • Lesson 2: Use ISO 8601 time duration format for queries, as the agent might not have real-time awareness of dates and times.
  • Lesson 3: When the agent makes errors, indicate how to improve by providing clear response details and possible values.
  • Lesson 4: Emphasize user intent over functionality in tool descriptions to better guide the agent on when to use certain tools.
  • Lesson 5: Document JSON responses to provide context and aid the agent in interpreting data.
  • Consider choosing the SSE Server architecture over STDIO for easier updates and versioning in MCP server development.
  • MCP technology presents challenges in integrating with user needs and usage scenarios that may go beyond anticipated requirements.
  • The development process of an MCP server involves learning from mistakes and adjusting the server's structure to enhance AI agent interactions.
  • The article showcases lessons learned in developing an MCP server, focusing on data handling, time formats, user guidance, and architecture choices.
  • Overall, implementing an effective MCP server requires attention to data structure, user intent, and documentation to optimize AI agent performance.

Read Full Article

like

9 Likes

For uninterrupted reading, download the app