Where NotebookLM fits, and where it stops
NotebookLM is organised around notebooks: you add sources, ask questions and get answers with citations back into those sources. For a thesis chapter or a course module that is exactly right. Three things change when YouTube is your main source:
- Every video is a source. A free notebook holds about 50, so a long course or a creator’s back catalogue needs several notebooks or a paid plan.
- Nothing arrives on its own. You paste links; a new upload from a channel you follow is not added for you.
- Answers stay in the notebook. Each notebook is its own world, and the assistant you use the rest of the day (Claude, Cursor) can’t search it.
1. YouTube’s Ask button
For one question about the video you are watching, YouTube’s built-in Ask feature answers from that video. Nothing is saved, and it can’t compare across videos. Free and immediate; not a library.
2. Recall
Recall saves YouTube videos, podcasts, articles and PDFs, summarises them and lets you chat with the library in its app, with native iOS and Android apps and extensions for every major browser. Its free plan has unlimited saves and 10 AI summaries a month, without chat; Plus is $10 a month billed yearly. Its MCP server is read-only as of 4 October 2026, with write access announced. Compare in detail: BrainTube vs Recall.
3. Readwise Reader
Reader is a read-later app that also takes YouTube videos with their transcripts, so you can highlight a line in a talk the way you would in an article. It has an official read-write MCP server. No free plan, a 30-day trial, then $9.99 a month billed yearly. Best if highlighting is how you learn. See BrainTube vs Readwise.
4. Glasp
Glasp’s extension summarises YouTube videos and collects your web highlights, and its MCP connector (9 tools on the free plan) lets an AI read them; the only write is saving a bookmark. Highlights are public by default on Free. See BrainTube vs Glasp.
5. BrainTube
BrainTube keeps the transcript of every YouTube video and podcast you save, follows channels and feeds so new uploads arrive on their own, and imports your playlists and Liked videos when you connect YouTube. There is no per-notebook cap: saving a video or podcast one at a time is free on every plan, and its captions come with it (AI transcripts for videos without captions use credits). Search matches meaning and keywords across the whole library, answers in BrainTube’s chat link to the timestamp of the quote, and Claude, ChatGPT, Cursor and other MCP clients can search the same library and save into it.
Honest limits: it only knows what you save (it can’t read your watch history or Watch Later), AI extras such as generated podcasts and quizzes cost credits, and it runs as a web app, a Chrome extension, and iPhone and Android apps. Free costs $0 with 30 credits a month; Starter is $9 a month and Pro $19. Head to head: BrainTube vs NotebookLM.
How to choose
- One project, under 50 videos: NotebookLM.
- A question about one video: YouTube’s Ask.
- A growing library you chat with in one app, on your phone too: Recall.
- You learn by highlighting: Readwise Reader.
- A growing library your AI tools can all search: BrainTube.
Related: AI memory for YouTube and podcasts, chat with YouTube videos using AI and Recall alternatives.