I want to know why my Weekly Report shows different projects than a colleague’s, and how to include the projects I’m missing.

Weekly Reports are personal, so they only include projects you can access through your team memberships. That means two people in the same organization can see different projects in their reports.
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For more information about opting in or out, see Who receives Weekly Reports?. You can also check the Weekly Reports overview.