| What it does | Tools and algorithms for AI agents to test, fix and optimize your codebase
| Free AI detector with published error rates
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| Stage | Not given
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| Founded | Not given
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| Based in | Not given
| IT
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| Pricing model | Free
| Free
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| Pricing | Vinv is free and open source under the Apache 2.0 license.
| No payment required. Free tier allows 10 certification requests per day per IP.
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| Key features | - Acceptance test verification before fix deployment
- One-click revert of all changes from a failed fix attempt
| - Calibrated probability scores with published error rates
- Inconclusive verdicts for borderline cases
- Minimum 150 word requirement
- Content Credentials (C2PA) file checking
- Document metadata analysis
- Free human-text certification with downloadable PDF badge
- No signup or account required
- Private processing with no data storage
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| What makes it different | - Provides real runtime evidence to AI agents instead of requiring them to guess or generate test cases
- Runs completely locally with zero code changes needed to the codebase
- Proves fixes work by re-executing against acceptance tests the agent never sees
- Works with any AI coding agent without requiring new subscriptions or API keys
- Uses published scientific methods for each decision, with full math and attribution transparency
| - Published error rates with raw counts and confidence intervals
- Designed to minimize false accusations rather than maximize detections
- Measures ESL (non-native English) writer accuracy separately
- Transparent verdicts: reports inconclusive when unsure instead of guessing
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 8 ▼ −1 (down) since last check | Not checked yet ● no change since last check |
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| Trust Flow (Majestic) | 0 | 2 |
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| Citation Flow (Majestic) | 13 | 13 |
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| Referring domains (Majestic) | 39 | 1 |
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Vinv
Cobalynx