21 purpose-built tools in three tiers
Ten read-only tools (headers, preview, row counts, column profile, search), five UI tools (open file, select sheet, filter, sort), and six gated destructive tools (edit cell, find & replace, dedupe, trim, export, save) — the agent gets capability, not free rein.