Jan 27, 2026 — 18 min — Platform & AI
Local MCP and Private Open Model Infrastructure
A practical guide to running MCP servers locally, choosing affordable clients, and deploying private open models with Cloud Run, Ollama, and Open WebUI.
Outcome: Separated local agent tool access from private model serving, then defined a safer setup for MCP clients, local servers, and Cloud Run GPU sidecars.