| What it does | Tools and algorithms for AI agents to test, fix and optimize your codebase
| Make your site work for agents
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| Stage | Not given
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| Founded | Not given
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| Based in | Not given
| US
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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.
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| Key features | - Acceptance test verification before fix deployment
- One-click revert of all changes from a failed fix attempt
| - Automated and live agent simulations
- Journey - agent task recording
- Terminal-based audit tool
- Four-layer scoring system
- Real agent simulations from multiple platforms
- MCP server scoring
- Web research and registry checks
- Agent readiness research and monitoring
- API access with no authentication required
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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
| - First standard measuring how well agents can use websites
- Tests with real agents from ChatGPT, Claude, and other platforms
- Founded by creators of agent standards at Anthropic and OpenAI
- Open standard with industry partnerships
- Public research on web agent readiness
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| Community votes | 0 | 2 |
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| DR (Domain Rating by Ahrefs) | 8 ▼ −1 (down) since last check | 59 ● no change since last check |
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| Trust Flow (Majestic) | 0 | 22 |
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| Citation Flow (Majestic) | 13 | 46 |
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| Referring domains (Majestic) | 39 | 811 |
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Vinv
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