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Scored across 77 tools
Most tools target distinct resource+action pairs, and the descriptions explicitly distinguish bulk vs. single-item variants (add_quiz_questions vs. save_quiz_question, import_exam vs. create_exam + add_exam_questions). However, there is genuine redundancy: import_module_content and import_exam overlap with create_lesson/create_module + add_* flows, save_* upserts overlap with create_/update_ pairs, and publish flags inside create/import tools overlap with set_published. With 77 tools the agent must read carefully to avoid misselection.
All names are snake_case verb_noun, which is readable, but the verb convention is not uniform across domains: some entities use separate create_/update_ pairs (course, module, lesson, exam, scenario, offer) while others use a single save_ upsert (theme, collection, quiz question, flashcard, game, exam question, scenario criterion), plus add_* for bulk content. This mixed convention is semantically meaningful but forces the agent to learn per-domain rules rather than one predictable pattern.
77 tools is far beyond what an agent can comfortably handle in one surface and goes well past the 50+ threshold for extreme mismatch. Many tools are convenience wrappers (import_module_content, import_exam) around combinations of other tools, which inflates the count without adding unique capability. The surface would benefit from consolidation and grouping.
Coverage of the teaching-platform domain is broad: classrooms, courses, modules, lessons, quizzes, flashcards, exams, scenarios, games, themes, collections, offers, sales, members, chats, and progress are all represented with read/create/update/delete where appropriate. Minor gaps remain, such as reordering questions within a quiz/exam or bulk deletion, but the core lifecycle is well covered.