We recently explored ways to improve LLM code completion when models are asked to use specific libraries, especially ones they may not have seen before. We developed a ReadMe.LLM format that organizes essential library information into a structure optimized for LLMs. In experiments across two libraries, we saw major accuracy improvements in simple case studies (up to 100% in correctness). Happy to hear any feedback or interest in this idea.