[Solutions](https://mdexa.com/#solutions) · Model labs

# Training data that stands up to audit

Provenance is becoming a release gate. Mdexa keeps the license verdict, source risk and verbatim evidence for every medical dataset ready for your legal team.

## A data inventory in, license and source risk per item out

Input

```
medqa-2
linglan
https://huggingface.co/datasets/mirobody/ESL-Bench
MIMIC-IV
```

batch_check · 3/4 matched Input | Card | License | Source risk |

`medqa-2` | [MedQA](https://mdexa.com/datasets/medqa-2/) | Permissive | Derived Exam-derived |

`linglan` | [LingLanMedBench Tradi…](https://mdexa.com/datasets/linglan/) | Permissive | Exam-derived |

`https://huggingface.co/datasets/m…` | [ESL-bench](https://mdexa.com/datasets/esl-bench/) | Conflict | – |

`MIMIC-IV` | Not in the database yet |

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## Due diligence in one call, not page by page

Submit a list of names or URLs; each item comes back with its license verdict, source risk and card link. Items that cannot be matched with certainty are marked, never guessed.

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## Every verdict traces to source text and a verification date

Each piece of evidence records where it was found, the verbatim excerpt and the date. Excerpts are compared word for word with the fetched source snapshot.

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## Wired into agents and pipelines, so compliance moves into data preparation

Call it over MCP, or over HTTP with an API key you create in the console; every response carries license_status, last_verified and card_url. The license decision is made in the preparation script, not just before release.

[Sign up and run a list check](https://mdexa.com/signup/)