Head to head
Smolanalytics vs Tap
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
End-to-end tests from one sentence: an agent drives a real browser, and passing runs replay free.
Full listing
No reviews yet
Browser MCP for logged-in tasks. Uses your Chrome — credentials stay local. Zero-token replay.
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 Smolanalytics (83/100 against 75). Tap is hosted and callable through the gateway; Smolanalytics runs on your own machine.
| Smolanalytics | Tap | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | B83/100 | B75/100 |
| Adoption | Growing | Growing |
| GitHub stars | 3 | 18 |
| Downloads / week | 121 | 106 |
| Runs where | Your machine (local) | Hosted (remote) |
| Gateway-ready | No | Yes |
| Tools | 3 | — |
| Write actions | 2 | — |
| Price per call | Free | Free |
| Licence | MIT | MIT |
| Last release | 2026-09-09 | 2026-08-09 |
| Category | Scraping and browsing | Scraping and browsing |