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Scored across 21 tools
Several tools overlap in practice: `notebook_get` and `notebook_invoke` without a question both return metadata/summary, and `notebook_query` versus `notebook_invoke` with a question are functionally near-identical grounded Q&A paths. `notebook_add_source` and `notebook_sync_files` also both ingest content, and `notebook_notes` bundles five actions into one tool. Descriptions do disambiguate somewhat, but boundary choice requires careful reading.
All 21 tools use a consistent snake_case `notebook_*` prefix, which makes the family instantly recognizable. Minor deviation: some names are verb-first (create, delete, rename, list, query) while others are noun/state-like (`notebook_status`, `notebook_notes`, `notebook_research_status`), but the pattern remains readable and predictable.
21 tools is on the heavy side for a single-product integration, and the dual-engine (GCP REST vs RPC bridge) design is baked into tool parameters rather than split into separate surfaces. Most tools map to a real operation, but the set sits at the upper edge of what an agent can hold comfortably in one context.
Coverage is broad: notebook lifecycle, sources, notes, grounded search/query, research sessions, sharing, file sync, and artifact generation. Gaps exist around updating notebook metadata (only `notebook_rename`), editing/replacing sources, and retrieving or listing generated artifacts after creation. These are workarounds-able but notable.