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I just came across the Flexible Collision Library (FCL). The wiki page links to a paper, which claims, that FCL can do collision checks on point clouds. I haven't tried the library myself, so I cannot recommend the library from my own experience. But the paper and the video are quite impressive. Good luck.

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