Releasing an MCP server: lessons learned

Bill Doerrfeld | September 26, 2025

What’s it like launching an MCP server into the wild?

For my latest DirectorPlus edition, I interviewed Thomas Johnson, co-founder and CTO of Multiplayer, about lessons learned releasing their MCP server.


Some key takeaways: agents perform better with fewer tools, don’t map API endpoints one-to-one, release gradually, and send the AI natural language.


Check out the full thing on LeadDev for some solid advice and knowledge from an early MCP server development success story!



And, definitely consider subscribing to DirectorPlus for a monthly drip of on-the-ground advice from today's leading engineering directors, CTOs, and VPs.

Read: Lessons learned launching an MCP server

Other Blog Posts

By Bill Doerrfeld • October 5, 2026
My latest for LeadDev interviews a Meta engineer who built an agentic system to optimize their capacity planning, leading to real power use savings.
By Bill Doerrfeld • September 30, 2026
I set out expecting to write an article about how every enterprise was jumping on trendy alternative or "neo" clouds. That ended up not being the case.
By Bill Doerrfeld • September 28, 2026
Join the virtual AI Pen-Testing Conference to explore how AI is changing penetration testing, red teaming, and the security testing of AI systems.
By Bill Doerrfeld • September 28, 2026
Counting down to Nordic APIs Summit 2026 in Stockholm, featuring 60+ speakers exploring agentic AI, APIs, MCP, and security.
By Bill Doerrfeld • September 28, 2026
I covered a Yale and GitHub report on LeadDev that explores developer attitudes on climate change and curbing IT waste.
By Bill Doerrfeld • September 15, 2026
Does your agent really need access to every tool call under the sun?
By Bill Doerrfeld • September 8, 2026
I'll be writing a weekly series for The New Stack this fall covering Kubernetes, cloud native, and everything happening on the road to KubeCon in November.
By Bill Doerrfeld • September 1, 2026
I'm teaming up with Dan Barahona and AI Security University to put together the MCP Security Conference, a free half-day virtual event dedicated to MCP security .
By Bill Doerrfeld • August 27, 2026
My latest DirectorPlus edition interviews Shopify's head of engineering, Farhan Thawar, on their unique internal engineering culture.
By Bill Doerrfeld • August 24, 2026
Neoclouds promise cheaper GPUs and AI-optimized infrastructure, but can they really challenge hyperscalers? My feature on InfoWorld explores their advantages, risks, and likely role in AI compute.