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The cause of the "Invalid URI scheme" error in Pymongo is that the URI does not start with "mongodb://" or "mongodb+srv://", which are the valid URI schemes for MongoDB connections. The URI scheme specifies the type of connection protocol to use, and any other prefix will result in an error.