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2 results for “Helm charts”
Analyzing and Mitigating (with LLMs) the Security Misconfigurations of Helm Charts from Artifact Hub
<p>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.</p> <p>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.</p>
Replication package for the Helm charts empirical study
<p><strong>Helm Charts for Kubernetes Applications: Evolution, Outdatedness and Security Risks</strong></p> <p>This repository represents a replication package for our MSR study on Helm charts.</p> <p>This replication package requires Python 3.5+ to be installed, and all the dependencies listed in ``requirements.txt``.</p> <p>They can be automatically installed using ``pip install -r requirements.txt``. <br> These experiments were executed on a Linux Ubuntu OS.</p> <p>This replication package contains three folders:<br> - notebooks: contains notebooks where we analyze data. <br> - figures: contains figures saved from the notebooks<br> - datasets: contains all datasets required</p> <p>To obtain the analysis used in the paper, one should execute ``jupyter notebook`` at the root of this replication package, and open the notebook contained in ``notebooks``.</p> <p>The data is under the Creative Commons Attribution Share-Alike 4.0 license. The source code is under the GNU General Public License.</p>
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