Orchestration

Articles

Topic

ARTIFICIAL INTELLIGENCE CI/CD CLOUD NATIVE DEVOPS HASHICORP INFRASTRUCTURE AS CODE PLATFORM ENGINEERING SECURITY

Author

Martin Buchleitner Edmund Haselwanter Juergen Brueder Paul Strebenitzer Matthias Theuermann Marina Brooks Infralovers Team Theresa Wallas Miriam Grainer Jan Klare

Martin Buchleitner | 24.10.2025 artificial intelligence, platform engineering, cloud native, devops

Running MCP Servers Declaratively with Toolhive on Kubernetes

Short read (~6–7 min) – focused on the operational side of Model Context Protocol (MCP) enablement. 1. Problem in Practice Single MCP servers are easy.