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`offline-mcp` makes MCP-compatible AI tools functional without internet access or cloud API dependencies, directly addressing the connectivity, cost, and data-sovereignty constraints that cause standard MCP servers to fail across much of the Global South.
The article provides a concrete, error-annotated reference for the two officially supported PyPI publishing paths for MCP servers, including the keyless OIDC method that removes the need to store long-lived API tokens in GitHub secrets.