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What @AndyZe has suggested would be quite robust, especially using the Pilz Motion Planner.

Alternatively, could I define such a path myself, and let MoveIt create the joint trajectories?

You can take a look at the setPoseTargets function of MoveGroupInterface. I think this is close to what you want to pass in as inputs to the planning problem.

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