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That's incorrect. You can connect to private GitHub repository using OAuth[1] or Personal access tokens[2]. CodeBuild user guide has couple of samples to walk you through step by step for configuring this. Note that OAuth connection will need you to configure it through the console UI. Personal access token though can be setup by invoking the ImportSourceCredentials API.
[1]: https://docs.aws.amazon.com/codebuild/latest/userguide/sample-github-pull-request.html
[2]: https://docs.aws.amazon.com/codebuild/latest/userguide/sample-access-tokens.html
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