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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Analyzing and Mitigating (with LLMs) the Security Misconfigurations of Helm Charts from Artifact Hub

Authors: Minna, Francesco; Massacci, Fabio; Tuma, Katja;

Analyzing and Mitigating (with LLMs) the Security Misconfigurations of Helm Charts from Artifact Hub

Abstract

In the corresponding scientific paper, we proposed a pipeline to mine Helm charts from Artifact Hub, a popular centralized repository, and analyze them using state-of-the-art open-source tools like Checkov and KICS. First, such a pipeline runs several chart analyzers and identifies the common and unique misconfigurations reported by each tool. Secondly, it uses LLMs to suggest mitigation for each misconfiguration. Finally, the chart refactoring previously generated is analyzed again by the same tools to see whether it satisfies the tool's policies. In this dataset, you can find all the Helm chart templates downloaded from Artifact Hub (available in June 2024), all the outputs of the tools analyzing such templates, the CSV result files with all LLM queries and answers, and the snippets selected for the manual analysis.

Country
Netherlands
Keywords

Helm charts, Cloud misconfigurations, Large Language Models, Cloud mitigations, Kubernetes, Cloud Computing

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average