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There are Docker socket proxys (like docker-socket-proxy 😉) that are made exactly for this. You can pass only read access to the socket and even restrict what resources can be read.
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.