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The important change is GITHUB_TOKEN -> GH_TOKEN. Despite the gh CLI allowing either, apparently in the context of Github Actions GITHUB_TOKEN is not allowed. (I couldn't find documentation to this effect, but the error I was receiving earlier suggested setting GH_TOKEN, and switching from GITHUB_TOKEN to GH_TOKEN does indeed cause the action to work as expected.)