The document describes ClimbFindr, a tool that provides route recommendations for climbers. It analyzes over 70,000 climbing routes, extracting 67 features from each such as difficulty, length, presence of overhangs or traverses. It uses cosine similarity to identify the 3 routes most similar to criteria specified by the user, like routes preparing for "Cascading Crystal Kaleidoscope". The recommendations include route descriptions highlighting techniques required, to help climbers practice skills needed for their target climb. The creator has a PhD in Psychology/Neuroscience and degrees in Cognitive Neuroscience, and the tool aims to apply machine learning to match climbers with suitable next routes.