Example Jupyter notebooks that query VulnCheck APIs to chart exploitation timelines, Known Exploited Vulnerabilities, and botnet data for threat research.
Jupyter allows you to combine markdown and code into a single interactive canvas. This project provides example Jupyter notebooks that pull data from VulnCheck and display it in charts.
For more actively maintained examples, see vulncheck-oss/vulnerability-research.
A walkthrough for setting up your first Jupyter Notebook w/ VulnCheck is available here: https://docs.vulncheck.com/integrations/jupyter
| Jupyter Notebook | Description | VulnCheck Index(s) |
|---|---|---|
| Exploitation Timeline | A look at 2023/2024 Exploitation Timelines | exploits |
| VulnCheck KEV Dashboard (2024) | A comparison between VulnCheck Known Exploited Vulnerabilties & CISA KEV for 2024 | vulncheck-kev |
| VulnCheck KEV Dashboard (2025) | A comparison between VulnCheck Known Exploited Vulnerabilties & CISA KEV for 2025 | vulncheck-kev |
| VulnCheck SDK for Python | An introduction to querying VulnCheck data with the official Python client | botnet |
