| What it does | Free AI-powered facial attractiveness rating calculator
| Independent verification for bug fixes in C, C++ and firmware
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| Stage | Not given
| MVP
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| Founded | Not given
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| Based in | Not given
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| Pricing model | Freemium
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| Pricing | Free for first PSL rating; optional one-time purchase for detailed report
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| Key features | - Instant AI facial analysis on 1-8 scale
- Analysis of bone structure, symmetry, and proportions
- HADM framework (Harmony, Angularity, Dimorphism, Misc)
- No account or email required for first rating
- Photos automatically deleted within 30 days
- Detailed report with 15 facial measurements
- Comparison to PSL scale chart and percentile ranking
| - Reproduces bugs deterministically on base version before applying fix
- Verifies fix removal confirms bug returns
- Scans diffs for masking patterns like disabled sanitizers and weakened tests
- Runs on real hardware via STM32 NUCLEO boards and ST-Link
- Integrates with AI coding agents as MCP tool
- Posts verdicts as GitHub pull request comments
- Provides per-test verdicts: FIXED, BROKEN, FLAKY ON THE BENCH, FLAKY WORSE
- Runs entirely on your machines with no cloud dependency
- Generates reports for change records and regulatory compliance
- Runs builds and tests in Linux container on your machine
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| What makes it different | - Completely free with no signup required
- Transparent scoring tied to the standard PSL chart
- Private by default with automatic photo deletion
- Consistent AI analysis removes personal bias
- One-time payment model with no subscriptions
| - Only verification tool that reverses the fix to prove tests actually catch the bug
- Deterministic verdict with no AI language model in decision logic
- Tests on real hardware boards, not just laptops
- Detects masking techniques that hide bugs while passing tests
- Validated public benchmark showing 4 VERIFIED and 6 REJECTED on real open-source bugs
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 31 ▼ −1 (down) since last check | Not checked yet ● no change since last check |
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| Trust Flow (Majestic) | 13 | 0 |
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| Citation Flow (Majestic) | 31 | 0 |
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| Referring domains (Majestic) | 98 | 0 |
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PSL Rating
Unfix