A GitHub repository containing C++/Python source code for a prime-counting algorithm called GOLD1, with benchmarking tools, validation scripts, and historical benchmark results. The package compares GOLD1 against pinned versions of primecount and primesieve using controlled worker budgets and calibrated measurement protocols.