Most tools have clearly distinct resource/action targets: novel selection, chapter publishing/listing/deleting, account/login, stats, notices, and trend lookup are separable. A few status/account tools such as check_login, get_account_info, and get_login_qrcode are adjacent, but the descriptions make their roles understandable.

All tool names consistently use snake_case and mostly follow a predictable verb_noun pattern such as list_novels, get_novel_stats, publish_chapter, and delete_chapter. Minor variation like check_login and switch_novel is still readable and consistent with the overall convention.

With 20 tools, the server is somewhat heavy but the scope is broad: novel management, chapter publishing, account/login, analytics, notices, check-ins, trends, drafts, and AI qualification. Each tool appears to represent a real operation rather than redundant filler.

The surface covers core writer workflows including listing/switching novels, chapter listing, publishing, drafts, deletion, stats, login, notices, and account checks. Some lifecycle gaps remain, such as editing chapter content or creating a novel, but agents can likely work around these via the web backend.