We are excited to announce ManipulationNet, a community-driven global infrastructure, that enables benchmarking robot manipulation research at scale with any robot at anytime and anywhere. Inspired by the prior efforts in benchmarking robot manipulation, including standard object sets paired with evaluation protocols, simulation-based benchmarking platforms, and onsite competitions in conferences, the ManipulationNet, for the first time, has simultaneously provided authenticity, accessibility, and realism in one online large-scale benchmarking system. In brief, ManipulationNet provides both hardware and open-source software to host standardized benchmarking tasks, for which participants can submit solutions from their own locations at anytime in a distributed manner, and then get their performance evaluated in a centralized manner to shine on global leaderboards.