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Scored across 22 tools
Most tools have clear, distinct purposes. The generic browser tools (navigate, click, get_page_content) could overlap with higher-level specific tools, but their descriptions clarify their lower-level role. The selector management tools are clearly separate. Minor overlap exists between extract_transcript and scrape_all_past_classes, but the bulk nature distinguishes them.
Most tools follow a verb_noun pattern (list_courses, select_track, extract_transcript), but a few use bare verbs (login, navigate, click, screenshot). The style is consistent with lowercase and underscores throughout. The variation is minor and does not hinder predictability.
With 22 tools, the server feels heavy. It combines generic browser tools, platform-specific tools, and meta-tools for selector management. While each serves a purpose, the set could be consolidated without losing functionality.
The domain of browsing courses and extracting transcripts/resources is well covered: login, listing, selection, extraction, saving, and bulk scraping are present. The absence of a logout tool is a minor gap, but closing the browser suffices. Selector management tools add robustness.