Head to head
CrowdGap AI Probability Research vs Protect
Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.
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AI-agent probability research with one-call preflight and human-gated XRP activation.
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Fail-closed Cedar policy gate + Ed25519 signed receipts for agent tool calls. Denies on any error.
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 (58 and 65 out of 100). CrowdGap AI Probability Research is hosted and callable through the gateway; Protect runs on your own machine. Protect has noticeably more public adoption.
| CrowdGap AI Probability Research | Protect | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | C58/100 | C65/100 |
| Adoption | New | Growing |
| GitHub stars | – | 9 |
| Downloads / week | – | 1.6k |
| Runs where | Hosted (remote) | Your machine (local) |
| Gateway-ready | Yes | No |
| Tools | — | 12 |
| Write actions | — | 5 |
| Price per call | Free | Free |
| Licence | — | MIT |
| Last release | — | 2026-09-17 |
| Category | AI and agents | AI and agents |