Same protocol, Gemini's perspective
Gemini implements MCP just like Claude Code and Codex. gemini mcp add registers servers; transports are stdio / HTTP; scopes are user / project. The catalog of available servers (Sentry, GitHub, Notion, Slack, Postgres, etc.) is identical — that's the whole point of the standard.