| What it does | Finds reproducible bugs and runtime vulnerabilities by running your product in a production-like sandbox
| Test LLMs on your own tasks before you switch models
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| Stage | Not given
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| Founded | Not given
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| Based in | FR
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| Pricing model | Free trial
| Paid
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| Pricing | Free for open source projects. Paid plans available for commercial use; specific pricing not listed.
| Standard: $99 one-time for 2 machines, including 1 year of updates. Pro coming soon.
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| Key features | - Builds a sandbox that replicates production environment
- Mocks or emulates third-party services like payments, mail and APIs
- Provides failing test for every defect found
- Maps product architecture and reads code for suspicions
- Validates security issues with real exploits against sandbox
- Crawls every link and finds missing routes
- Runs locally or in the cloud
| - Benchmark any OpenRouter model on your own prompts, CSVs or Hugging Face datasets
- Rubric-based scoring by AI judge, by hand, or both
- Cost per answered task with retries and caching
- Time to first token and output tokens per second per call
- Shareable reports in HTML, CSV and JSON formats
- Compare up to three past benchmarks side by side
- Hard spending cap per run
- Fully self-hosted on your machine
- No SDK or code changes required
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| What makes it different | - Catches bugs code review misses by running the actual product instead of just reading diffs
- Every bug comes with a reproducible failing test that proves it
- Finds runtime vulnerabilities by firing real exploits against the sandbox
- Tests untested integrations and hard-to-mock async services
- Free for open source projects
| - Tests your own tasks with real data instead of generic benchmarks
- Comes before integration with no SDK or code changes needed
- Reports actual cost per answered task including retries and caching
- Entirely self-hosted with data never leaving your machine
- One shareable report with every answer and judge reasoning
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 25 ▲ +1 (up) since last check | Not checked yet ● no change since last check |
| Trust Flow (Majestic) | 9 | 0 |
| Citation Flow (Majestic) | 27 | 16 |
| Referring domains (Majestic) | 63 | 3 |