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Shameless plug to the OSS Review Toolkit project (https://oss-review-toolkit.org/ort/) which analyze your package manager, build a dependency tree and generates a SBOM for you. It can also check for vulnerabilitiea with the help of VulnerableCode.
It is mainly aimed at OSS Compliance though.
(I am a contributor)