Head to head
BeatDesign vs NotebookLM MCP
Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.
No reviews yet
Local-first open-source AI media workbench with Canvas, video editor, Assets, and MCP tools.
Full listing
No reviews yet
Automate Google NotebookLM — Q&A with citations, audio, video, content generation
Full listingThe short version
Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. The safety scan favours BeatDesign (78/100 against 63). NotebookLM MCP has noticeably more public adoption.
| BeatDesign | NotebookLM MCP | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | B78/100 | C63/100 |
| Adoption | Growing | Established |
| GitHub stars | 86 | 179 |
| Downloads / week | – | 672 |
| Runs where | Your machine (local) | Your machine (local) |
| Gateway-ready | No | No |
| Tools | — | 42 |
| Write actions | — | 8 |
| Price per call | Free | Free |
| Licence | Apache-2.0 | MIT |
| Last release | 2026-09-19 | 2026-09-04 |
| Category | Media | Media |