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Scored across 26 tools
Most tools have clearly distinct purposes and descriptions proactively cross-reference each other (scrape vs batch_scrape vs batch vs crawl vs map, with URL-count thresholds spelled out; batch_status vs get_job explained). A few pairs remain genuinely confusable: update_session vs refresh_session both rotate cookies, list_beta_features vs list_my_beta_features differ only subtly, and check_balance vs get_usage both report balance/spend.
All tools share the alterlab_ prefix and are snake_case, which is highly predictable. However the core operations use bare verbs (scrape, crawl, map, search, batch, screenshot) while everything else is verb_noun (get_job, check_balance, create_session), a minor internal inconsistency rather than a real problem.
26 tools is at the upper edge and a bit heavy for one server, spread across four sub-domains: fetching (scrape/batch/crawl/map/search/screenshot/extract), job polling, session management, and beta-feature/account admin. Each tool is defensible, but the beta-feature group and the balance/usage pair feel like peripheral surface that inflates the set.
The fetching lifecycle is well covered: single, small batch, large async batch with status, crawl with status and cancel, plus map, search, screenshot, extract, and cost estimation. Gaps are modest: batch has status but no cancel or listing equivalent to crawl_cancel, and async job handling only offers get_job with no enumeration.