We present OptCCL, a technique to synthesize collective communication algorithms that are optimal for a given host and network hardware and topology. OptCCL is general: it enables synthesizing optimal algorithms for all existing collectives, for all existing hardware, and even for multiple concurrent collectives sharing host and network resources. And yet, OptCCL is scalable: it synthesizes optimal algorithms for hundreds of GPUs within tens of minutes.