No user-submitted related servers found.
Scored across 49 tools
Most tools have clearly distinct purposes (e.g., chat_list vs chat_get vs chat_export). Some potential confusion exists between notebook_query and research_start, but descriptions provide clear guidance. Unified tools like note, label, and tag manage different entity types, reducing ambiguity.
The majority of tool names follow a consistent verb_noun snake_case pattern (e.g., collection_create, source_delete, studio_revise). However, unified tools like 'note', 'label', 'tag', 'pipeline', and 'batch' deviate from this pattern by using single nouns, creating minor inconsistency.
With 49 tools, the server exceeds the 25+ threshold for being 'too many'. While the domain is broad, the number feels excessive and overwhelming, and some tools could have been consolidated further (e.g., download_artifact and download_all_artifacts could overlap). The count is appropriate for full coverage but leans heavy.
The tool set comprehensively covers the NotebookLM domain: notebook CRUD, source management, research workflows, chat, collections, studio artifacts, sharing, tags/labels, auth, usage, and batch operations. There are no obvious dead ends—every major workflow has associated tools for each lifecycle step.