{"id":"pleaseprompto-notebooklm-mcp","name":"notebooklm-mcp","af_score":63.5,"security_score":62.8,"reliability_score":35.0,"what_it_does":"Provides an MCP server that lets local AI coding agents (e.g., Claude Code, Cursor, Codex) interact with Google NotebookLM to answer questions grounded in user-owned NotebookLM notebooks, including session/library management and browser-automation-based authentication.","best_when":"You want citation-backed answers from NotebookLM for internal docs/notebooks and your workflow uses MCP-capable coding agents.","avoid_when":"You cannot use browser automation, need strict auditability of automation actions, or require guaranteed continuity despite upstream NotebookLM/Gemini UI or access changes.","last_evaluated":"2026-03-30T13:23:24.218346+00:00","has_mcp":true,"has_api":false,"auth_methods":["Browser-based login to NotebookLM via Google account (one-time flow triggered by MCP tool)","Session persistence and re-authentication tools (per tool profiles/commands described)"],"has_free_tier":false,"known_gotchas":["Browser automation can be sensitive to upstream NotebookLM UI changes and authentication/consent flows","Rate limits are governed by NotebookLM/Google account query limits; retries may worsen throttling","Tool context load varies by profile; using too many tools can increase latency/cost","Session/library state may persist; agents should use explicit select/reset/cleanup commands to avoid stale context"],"error_quality":0.0}