Head to head
Perception 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.
Perception
Cio.github.egorthinks/perceptionNo reviews yet
Perception for AI agents: media QC asserts, image diff, OCR tiles, video/audio analysis, PDF, 3D.
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. Both score close on the safety scan (65 and 63 out of 100). NotebookLM MCP has noticeably more public adoption.
| Perception | NotebookLM MCP | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | C65/100 | C63/100 |
| Adoption | — | Established |
| GitHub stars | – | 179 |
| Downloads / week | – | 672 |
| Runs where | Your machine (local) | Your machine (local) |
| Gateway-ready | No | No |
| Tools | 33 | 42 |
| Write actions | — | 8 |
| Price per call | Free | Free |
| Licence | — | MIT |
| Last release | — | 2026-09-04 |
| Category | Media | Media |