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Developer Tools

Vinv

Last updated 2026-08-22 · benchmark measured 2026-09-26 — deterministic & reproducible

Runtime-evidence layer that finds bugs in your services and verifies fixes automatically.

67/100
7/7 frames
Top 80% of 14,148 measured
Legit Benchmark — the simple average of 7 measured frames. Frames we could not measure are left out of the average, never counted as zero. Every frame is shown below with its evidence.
Checked 2026-09-26 · scores move as sites change

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Legit.Show scored Vinv 67/100 on 2026-09-26, measured across all 7 frames from its public surface. legit.show/s/vinv-ai/2026-09-26

Is Vinv production-ready?

Legit.Show scores Vinv 67 out of 100 — the simple average of its 7 measured frames. Legit.Show ran its deterministic 7-Frame production-readiness benchmark on Vinv (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Discoverability; its weakest is Privacy. Every frame it averages is published with its evidence on the Legit.Show listing.

The 7 Frames

What we measured

Who built it

SA · product account @vinv_ai

Who it's for

Developers · Python service developers · AI agent users · DevOps teams · Code quality teams

Pricing

Free

Sources and updates

Description
Taken from vinv.ai's own website on 2026-08-22.
Operator
vinv contributors, as named in vinv.ai's terms, privacy page or footer.
Benchmark
Measured by Legit.Show from the live site, the way any visitor sees it — with no access to its code or accounts. Same method for every product, and no AI decides the score. Last checked 2026-09-26.

Put together from public information, without Vinv's involvement. If anything here is wrong, tell us and a person will check it.

Visit Vinv → · Alternatives to Vinv → · How this was measured →

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