List all walls/sub-areas at a crag, ranked by tick count. Shows route count, dominant type, grade range, and total ticks per wall. Use when a climber wants to know which sector to visit.

Aggregate one climber's tick history: total sends, style preferences, grade distribution, and most-climbed route types. Answers 'who is this climber and what do they climb?'

High-level summary of a crag: total routes by type, grade distribution, most-ticked routes, busiest months, most active climbers, and traffic by wall. Use this as the entry point when a climber wants to learn about an area.

Search for routes at a crag by grade, type, or area. Returns matching routes sorted by tick count (most popular first).

List all crags that have collected data available in mtn-data/.

Synthesize crowd-sourced beta for a route by mining all tick notes. Returns style breakdown, gear mentions, condition keywords, and a sample of recent notes. This is the primary tool for answering 'what should I know before climbing X?'

Look up a specific route by name or slug. Returns grade, type, length, area/wall location, and total tick count.

Suggest a rack for a route based on grade, type, and tick notes. Returns cam size ranges, doubles, passive gear, and a confidence estimate.

Find the most-ticked routes at a crag, optionally filtered by grade. Returns top N routes sorted by popularity with tick counts and grade info.