My guess would be a hornworm caterpillar. They have really good camouflage and hide during the day. Try to look for one after the sun goes down. They are sneaky, but really fun to kill.
Came here to search the pest guide for Tomato Hornworm and only found this post. I hate those big ugly bastards and wanted to come vent.
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