AWS, Azure and Google Cloud: What’s Different About Their MCP Servers
The Model Context Protocol is the common wire between an AI agent and the tools it is allowed to use. AWS, Azure, and Google Cloud all ship MCP servers now, and they are not the same product with different logos. One side of the market is a cloud control plane for agents. The other is a guarded door into data. Identity, hosting, and blast radius follow from that split.
If you are connecting an agent to cloud resources, picking an MCP server is picking what the model can see and who authenticates the call.
AWS: a catalog, then a managed remote server
AWS Labs publishes open-source MCP servers as a monorepo. The set is meant to sit in a developer workflow: documentation lookup, API access, and specialized servers for individual services. In July 2025 AWS announced the AWS API MCP Server, which lets an MCP client discover supported AWS...
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