autoscale_cuckoo_filter is a Rust crate providing the fastest auto-scaling Cuckoo Filter, offering 5.5x faster lookups than alternatives. Unlike Bloom filters, it supports item deletion and automatically scales capacity while maintaining a configurable false positive probability. Ideal for dynamic, memory-efficient probabilistic set membership tests.