LLMc is a novel compression engine that utilizes large language models (LLMs) to achieve superior data compression by leveraging rank-based encoding. It surpasses traditional methods such as ZIP and LZMA, demonstrating enhanced efficiency in processing and decompression. The project is open-source and aims to encourage contributions from the research community.