syft

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Published: Oct 14, 2022 License: Apache-2.0

README

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A CLI tool and Go library for generating a Software Bill of Materials (SBOM) from container images and filesystems. Exceptional for vulnerability detection when used with a scanner like Grype.

Join our community meetings!

For commercial support options with Syft or Grype, please contact Anchore

syft-demo

Features

  • Generates SBOMs for container images, filesystems, archives, and more to discover packages and libraries
  • Supports OCI, Docker and Singularity image formats
  • Linux distribution identification
  • Works seamlessly with Grype (a fast, modern vulnerability scanner)
  • Able to create signed SBOM attestations using the in-toto specification
  • Convert between SBOM formats, such as CycloneDX, SPDX, and Syft's own format.

Supported Ecosystems

  • Alpine (apk)
  • C (conan)
  • C++ (conan)
  • Dart (pubs)
  • Debian (dpkg)
  • Dotnet (deps.json)
  • Objective-C (cocoapods)
  • Go (go.mod, Go binaries)
  • Haskell (cabal, stack)
  • Java (jar, ear, war, par, sar)
  • JavaScript (npm, yarn)
  • Jenkins Plugins (jpi, hpi)
  • PHP (composer)
  • Python (wheel, egg, poetry, requirements.txt)
  • Red Hat (rpm)
  • Ruby (gem)
  • Rust (cargo.lock)
  • Swift (cocoapods)

Installation

Note: Currently, Syft is built only for Linux, macOS and Windows.

curl -sSfL https://raw.githubusercontent.com/anchore/syft/main/install.sh | sh -s -- -b /usr/local/bin

... or, you can specify a release version and destination directory for the installation:

curl -sSfL https://raw.githubusercontent.com/anchore/syft/main/install.sh | sh -s -- -b <DESTINATION_DIR> <RELEASE_VERSION>

Chocolatey

The chocolatey distribution of syft is community maintained and not distributed by the anchore team

choco install syft -y

Homebrew

brew tap anchore/syft
brew install syft

Nix

Note: Nix packaging of Syft is community maintained. Syft is currently only in the unstable channel awaiting the 22.05 release

nix-env -i syft

... or, just try it out in an ephemeral nix shell:

nix-shell -p syft

Getting started

SBOM

To generate an SBOM for a container image:

syft <image>

The above output includes only software that is visible in the container (i.e., the squashed representation of the image). To include software from all image layers in the SBOM, regardless of its presence in the final image, provide --scope all-layers:

syft <image> --scope all-layers

Supported sources

Syft can generate a SBOM from a variety of sources:

# catalog a container image archive (from the result of `docker image save ...`, `podman save ...`, or `skopeo copy` commands)
syft path/to/image.tar

# catalog a Singularity Image Format (SIF) container
syft path/to/image.sif

# catalog a directory
syft path/to/dir

Sources can be explicitly provided with a scheme:

docker:yourrepo/yourimage:tag            use images from the Docker daemon
podman:yourrepo/yourimage:tag            use images from the Podman daemon
docker-archive:path/to/yourimage.tar     use a tarball from disk for archives created from "docker save"
oci-archive:path/to/yourimage.tar        use a tarball from disk for OCI archives (from Skopeo or otherwise)
oci-dir:path/to/yourimage                read directly from a path on disk for OCI layout directories (from Skopeo or otherwise)
singularity:path/to/yourimage.sif        read directly from a Singularity Image Format (SIF) container on disk
dir:path/to/yourproject                  read directly from a path on disk (any directory)
file:path/to/yourproject/file            read directly from a path on disk (any single file)
registry:yourrepo/yourimage:tag          pull image directly from a registry (no container runtime required)

Default Cataloger Configuration by scan type

Image Scanning:
  • alpmdb
  • rpmdb
  • dpkgdb
  • apkdb
  • portage
  • ruby-gemspec
  • python-package
  • php-composer-installed Cataloger
  • javascript-package
  • java
  • go-module-binary
  • dotnet-deps
Directory Scanning:
  • alpmdb
  • apkdb
  • dpkgdb
  • portage
  • rpmdb
  • ruby-gemfile
  • python-index
  • python-package
  • php-composer-lock
  • javascript-lock
  • java
  • java-pom
  • go-module-binary
  • go-mod-file
  • rust-cargo-lock
  • dartlang-lock
  • dotnet-deps
  • cocoapods
  • conan
  • hackage

Non Default:

  • cargo-auditable-binary

Excluding file paths

Syft can exclude files and paths from being scanned within a source by using glob expressions with one or more --exclude parameters:

syft <source> --exclude './out/**/*.json' --exclude /etc

Note: in the case of image scanning, since the entire filesystem is scanned it is possible to use absolute paths like /etc or /usr/**/*.txt whereas directory scans exclude files relative to the specified directory. For example: scanning /usr/foo with --exclude ./package.json would exclude /usr/foo/package.json and --exclude '**/package.json' would exclude all package.json files under /usr/foo. For directory scans, it is required to begin path expressions with ./, */, or **/, all of which will be resolved relative to the specified scan directory. Keep in mind, your shell may attempt to expand wildcards, so put those parameters in single quotes, like: '**/*.json'.

Output formats

The output format for Syft is configurable as well using the -o (or --output) option:

syft <image> -o <format>

Where the formats available are:

  • json: Use this to get as much information out of Syft as possible!
  • text: A row-oriented, human-and-machine-friendly output.
  • cyclonedx-xml: A XML report conforming to the CycloneDX 1.4 specification.
  • cyclonedx-json: A JSON report conforming to the CycloneDX 1.4 specification.
  • spdx-tag-value: A tag-value formatted report conforming to the SPDX 2.2 specification.
  • spdx-json: A JSON report conforming to the SPDX 2.2 JSON Schema.
  • github: A JSON report conforming to GitHub's dependency snapshot format.
  • table: A columnar summary (default).
  • template: Lets the user specify the output format. See "Using templates" below.

Using templates

Syft lets you define custom output formats, using Go templates. Here's how it works:

  • Define your format as a Go template, and save this template as a file.

  • Set the output format to "template" (-o template).

  • Specify the path to the template file (-t ./path/to/custom.template).

  • Syft's template processing uses the same data models as the json output format — so if you're wondering what data is available as you author a template, you can use the output from syft <image> -o json as a reference.

Example: You could make Syft output data in CSV format by writing a Go template that renders CSV data and then running syft <image> -o template -t ~/path/to/csv.tmpl.

Here's what the csv.tmpl file might look like:

"Package","Version Installed","Found by"
{{- range .Artifacts}}
"{{.Name}}","{{.Version}}","{{.FoundBy}}"
{{- end}}

Which would produce output like:

"Package","Version Installed","Found by"
"alpine-baselayout","3.2.0-r20","apkdb-cataloger"
"alpine-baselayout-data","3.2.0-r20","apkdb-cataloger"
"alpine-keys","2.4-r1","apkdb-cataloger"
...

Syft also includes a vast array of utility templating functions from sprig apart from the default Golang text/template to allow users to customize the output format.

Multiple outputs

Syft can also output multiple files in differing formats by appending =<file> to the option, for example to output Syft JSON and SPDX JSON:

syft <image> -o json=sbom.syft.json -o spdx-json=sbom.spdx.json

Private Registry Authentication

Local Docker Credentials

When a container runtime is not present, Syft can still utilize credentials configured in common credential sources (such as ~/.docker/config.json). It will pull images from private registries using these credentials. The config file is where your credentials are stored when authenticating with private registries via some command like docker login. For more information see the go-containerregistry documentation.

An example config.json looks something like this:

{
	"auths": {
		"registry.example.com": {
			"username": "AzureDiamond",
			"password": "hunter2"
		}
	}
}

You can run the following command as an example. It details the mount/environment configuration a container needs to access a private registry:

docker run -v ./config.json:/config/config.json -e "DOCKER_CONFIG=/config" anchore/syft:latest  <private_image>

Docker Credentials in Kubernetes

Here's a simple workflow to mount this config file as a secret into a container on Kubernetes.

  1. Create a secret. The value of config.json is important. It refers to the specification detailed here. Below this section is the secret.yaml file that the pod configuration will consume as a volume. The key config.json is important. It will end up being the name of the file when mounted into the pod.

    # secret.yaml
    
    apiVersion: v1
    kind: Secret
    metadata:
      name: registry-config
      namespace: syft
    data:
      config.json: <base64 encoded config.json>
    

    kubectl apply -f secret.yaml

  2. Create your pod running syft. The env DOCKER_CONFIG is important because it advertises where to look for the credential file. In the below example, setting DOCKER_CONFIG=/config informs syft that credentials can be found at /config/config.json. This is why we used config.json as the key for our secret. When mounted into containers the secrets' key is used as the filename. The volumeMounts section mounts our secret to /config. The volumes section names our volume and leverages the secret we created in step one.

    # pod.yaml
    
    apiVersion: v1
    kind: Pod
    metadata:
      name: syft-k8s-usage
    spec:
      containers:
        - image: anchore/syft:latest
          name: syft-private-registry-demo
          env:
            - name: DOCKER_CONFIG
              value: /config
          volumeMounts:
          - mountPath: /config
            name: registry-config
            readOnly: true
          args:
            - <private_image>
      volumes:
      - name: registry-config
        secret:
          secretName: registry-config
    

    kubectl apply -f pod.yaml

  3. The user can now run kubectl logs syft-private-registry-demo. The logs should show the Syft analysis for the <private_image> provided in the pod configuration.

Using the above information, users should be able to configure private registry access without having to do so in the grype or syft configuration files. They will also not be dependent on a Docker daemon, (or some other runtime software) for registry configuration and access.

Format conversion (experimental)

The ability to convert existing SBOMs means you can create SBOMs in different formats quickly, without the need to regenerate the SBOM from scratch, which may take significantly more time.

syft convert <ORIGINAL-SBOM-FILE> -o <NEW-SBOM-FORMAT>[=<NEW-SBOM-FILE>]

This feature is experimental and data might be lost when converting formats. Packages are the main SBOM component easily transferable across formats, whereas files and relationships, as well as other information Syft doesn't support, are more likely to be lost.

We support formats with wide community usage AND good encode/decode support by Syft. The supported formats are:

  • Syft JSON
  • SPDX 2.2 JSON
  • SPDX 2.2 tag-value
  • CycloneDX 1.4 JSON
  • CycloneDX 1.4 XML

Conversion example:

syft alpine:latest -o syft-json=sbom.syft.json # generate a syft SBOM
syft convert sbom.syft.json -o cyclonedx-json=sbom.cdx.json  # convert it to CycloneDX

Attestation (experimental)

Keyless support

Syft supports generating attestations using cosign's keyless signatures.

To use this feature with a format like CycloneDX json simply run:

syft attest --output cyclonedx-json <IMAGE WITH OCI WRITE ACCESS>

This command will open a web browser and allow the user to authenticate their OIDC identity as the root of trust for the attestation (Github, Google, Microsoft).

After authenticating, Syft will upload the attestation to the OCI registry specified by the image that the user has write access to.

You will need to make sure your credentials are configured for the OCI registry you are uploading to so that the attestation can write successfully.

Users can then verify the attestation(or any image with attestations) by running:

COSIGN_EXPERIMENTAL=1 cosign verify-attestation <IMAGE_WITH_ATTESTATIONS>

Users should see that the uploaded attestation claims are validated, the claims exist within the transparency log, and certificates on the attestations were verified against fulcio. There will also be a printout of the certificates subject <user identity> and the certificate issuer URL: <provider of user identity (Github, Google, Microsoft)>:

Certificate subject:  test.email@testdomain.com
Certificate issuer URL:  https://accounts.google.com

Local private key support

To generate an SBOM attestation for a container image using a local private key:

syft attest --output [FORMAT] --key [KEY] [SOURCE] [flags]

The above output is in the form of the DSSE envelope. The payload is a base64 encoded in-toto statement with the generated SBOM as the predicate. For details on workflows using this command see here.

Configuration

Configuration search paths:

  • .syft.yaml
  • .syft/config.yaml
  • ~/.syft.yaml
  • <XDG_CONFIG_HOME>/syft/config.yaml

Configuration options (example values are the default):

# the output format(s) of the SBOM report (options: table, text, json, spdx, ...)
# same as -o, --output, and SYFT_OUTPUT env var
# to specify multiple output files in differing formats, use a list:
# output:
#   - "json=<syft-json-output-file>"
#   - "spdx-json=<spdx-json-output-file>"
output: "table"

# suppress all output (except for the SBOM report)
# same as -q ; SYFT_QUIET env var
quiet: false

# same as --file; write output report to a file (default is to write to stdout)
file: ""

# enable/disable checking for application updates on startup
# same as SYFT_CHECK_FOR_APP_UPDATE env var
check-for-app-update: true

# a list of globs to exclude from scanning. same as --exclude ; for example:
# exclude:
#   - "/etc/**"
#   - "./out/**/*.json"
exclude: []

# os and/or architecture to use when referencing container images (e.g. "windows/armv6" or "arm64")
# same as --platform; SYFT_PLATFORM env var
platform: ""

# set the list of package catalogers to use when generating the SBOM
# default = empty (cataloger set determined automatically by the source type [image or file/directory])
# catalogers:
#   - ruby-gemfile
#   - ruby-gemspec
#   - python-index
#   - python-package
#   - javascript-lock
#   - javascript-package
#   - php-composer-installed
#   - php-composer-lock
#   - alpmdb
#   - dpkgdb
#   - rpmdb
#   - java
#   - apkdb
#   - go-module-binary
#   - go-mod-file
#   - dartlang-lock
#   - rust
#   - dotnet-deps
# rust-audit-binary scans Rust binaries built with https://github.com/Shnatsel/rust-audit
#   - rust-audit-binary
catalogers:

# cataloging packages is exposed through the packages and power-user subcommands
package:

  # search within archives that do contain a file index to search against (zip)
  # note: for now this only applies to the java package cataloger
  # SYFT_PACKAGE_SEARCH_INDEXED_ARCHIVES env var
  search-indexed-archives: true

  # search within archives that do not contain a file index to search against (tar, tar.gz, tar.bz2, etc)
  # note: enabling this may result in a performance impact since all discovered compressed tars will be decompressed
  # note: for now this only applies to the java package cataloger
  # SYFT_PACKAGE_SEARCH_UNINDEXED_ARCHIVES env var
  search-unindexed-archives: false

  cataloger:
    # enable/disable cataloging of packages
    # SYFT_PACKAGE_CATALOGER_ENABLED env var
    enabled: true

    # the search space to look for packages (options: all-layers, squashed)
    # same as -s ; SYFT_PACKAGE_CATALOGER_SCOPE env var
    scope: "squashed"

# cataloging file classifications is exposed through the power-user subcommand
file-classification:
  cataloger:
    # enable/disable cataloging of file classifications
    # SYFT_FILE_CLASSIFICATION_CATALOGER_ENABLED env var
    enabled: true

    # the search space to look for file classifications (options: all-layers, squashed)
    # SYFT_FILE_CLASSIFICATION_CATALOGER_SCOPE env var
    scope: "squashed"

# cataloging file contents is exposed through the power-user subcommand
file-contents:
  cataloger:
    # enable/disable cataloging of secrets
    # SYFT_FILE_CONTENTS_CATALOGER_ENABLED env var
    enabled: true

    # the search space to look for secrets (options: all-layers, squashed)
    # SYFT_FILE_CONTENTS_CATALOGER_SCOPE env var
    scope: "squashed"

  # skip searching a file entirely if it is above the given size (default = 1MB; unit = bytes)
  # SYFT_FILE_CONTENTS_SKIP_FILES_ABOVE_SIZE env var
  skip-files-above-size: 1048576

  # file globs for the cataloger to match on
  # SYFT_FILE_CONTENTS_GLOBS env var
  globs: []

# cataloging file metadata is exposed through the power-user subcommand
file-metadata:
  cataloger:
    # enable/disable cataloging of file metadata
    # SYFT_FILE_METADATA_CATALOGER_ENABLED env var
    enabled: true

    # the search space to look for file metadata (options: all-layers, squashed)
    # SYFT_FILE_METADATA_CATALOGER_SCOPE env var
    scope: "squashed"

  # the file digest algorithms to use when cataloging files (options: "sha256", "md5", "sha1")
  # SYFT_FILE_METADATA_DIGESTS env var
  digests: ["sha256"]

# cataloging secrets is exposed through the power-user subcommand
secrets:
  cataloger:
    # enable/disable cataloging of secrets
    # SYFT_SECRETS_CATALOGER_ENABLED env var
    enabled: true

    # the search space to look for secrets (options: all-layers, squashed)
    # SYFT_SECRETS_CATALOGER_SCOPE env var
    scope: "all-layers"

  # show extracted secret values in the final JSON report
  # SYFT_SECRETS_REVEAL_VALUES env var
  reveal-values: false

  # skip searching a file entirely if it is above the given size (default = 1MB; unit = bytes)
  # SYFT_SECRETS_SKIP_FILES_ABOVE_SIZE env var
  skip-files-above-size: 1048576

  # name-regex pairs to consider when searching files for secrets. Note: the regex must match single line patterns
  # but may also have OPTIONAL multiline capture groups. Regexes with a named capture group of "value" will
  # use the entire regex to match, but the secret value will be assumed to be entirely contained within the
  # "value" named capture group.
  additional-patterns: {}

  # names to exclude from the secrets search, valid values are: "aws-access-key", "aws-secret-key", "pem-private-key",
  # "docker-config-auth", and "generic-api-key". Note: this does not consider any names introduced in the
  # "secrets.additional-patterns" config option.
  # SYFT_SECRETS_EXCLUDE_PATTERN_NAMES env var
  exclude-pattern-names: []

# options when pulling directly from a registry via the "registry:" scheme
registry:
  # skip TLS verification when communicating with the registry
  # SYFT_REGISTRY_INSECURE_SKIP_TLS_VERIFY env var
  insecure-skip-tls-verify: false
  # use http instead of https when connecting to the registry
  # SYFT_REGISTRY_INSECURE_USE_HTTP env var
  insecure-use-http: false

  # credentials for specific registries
  auth:
      # the URL to the registry (e.g. "docker.io", "localhost:5000", etc.)
      # SYFT_REGISTRY_AUTH_AUTHORITY env var
    - authority: ""
      # SYFT_REGISTRY_AUTH_USERNAME env var
      username: ""
      # SYFT_REGISTRY_AUTH_PASSWORD env var
      password: ""
      # note: token and username/password are mutually exclusive
      # SYFT_REGISTRY_AUTH_TOKEN env var
      token: ""
      # - ... # note, more credentials can be provided via config file only

# generate an attested SBOM
attest:
  # path to the private key file to use for attestation
  # SYFT_ATTEST_KEY env var
  key: "cosign.key"

  # password to decrypt to given private key
  # SYFT_ATTEST_PASSWORD env var, additionally responds to COSIGN_PASSWORD
  password: ""

log:
  # use structured logging
  # same as SYFT_LOG_STRUCTURED env var
  structured: false

  # the log level; note: detailed logging suppress the ETUI
  # same as SYFT_LOG_LEVEL env var
  level: "error"

  # location to write the log file (default is not to have a log file)
  # same as SYFT_LOG_FILE env var
  file: ""

Adding an SBOM to an image as an attestation using Syft

syft attest --output [FORMAT] --key [KEY] [SOURCE] [flags]

SBOMs themselves can serve as input to different analysis tools. Grype, a vulnerability scanner CLI tool from Anchore, is one such tool. Publishers of container images can use attestations to enable their consumers to trust Syft-generated SBOM descriptions of those container images. To create and provide these attestations, image publishers can run syft attest in conjunction with the cosign tool to attach SBOM attestations to their images.

Example attestation

Note for the following example replace docker.io/image:latest with an image you own. You should also have push access to its remote reference. Replace $MY_PRIVATE_KEY with a private key you own or have generated with cosign.

syft attest --key $MY_PRIVATE_KEY docker.io/image:latest > image_latest_sbom_attestation.json
cosign attach attestation --attestation image_latest_sbom_attestation.json docker.io/image:latest

Verify the new attestation exists on your image.

cosign verify-attestation -key $MY_PUBLIC_KEY docker.io/image:latest | jq '.payload | @base64d | .payload | fromjson | .predicate'

You should see this output along with the attached SBOM:

Verification for docker.io/image:latest --
The following checks were performed on each of these signatures:
  - The cosign claims were validated
  - The signatures were verified against the specified public key
  - Any certificates were verified against the Fulcio roots.

Consumers of your image can now trust that the SBOM associated with your image is correct and from a trusted source.

Directories

Path Synopsis
cmd
Package internal contains miscellaneous functions and objects useful within syft but should not be used externally.
Package internal contains miscellaneous functions and objects useful within syft but should not be used externally.
bus
Package bus provides access to a singleton instance of an event bus (provided by the calling application).
Package bus provides access to a singleton instance of an event bus (provided by the calling application).
log
Package log contains the singleton object and helper functions for facilitating logging within the syft library.
Package log contains the singleton object and helper functions for facilitating logging within the syft library.
logger
Package logger contains implementations for the syft.logger.Logger interface.
Package logger contains implementations for the syft.logger.Logger interface.
spdxlicense
Code generated by go generate; DO NOT EDIT.
Code generated by go generate; DO NOT EDIT.
ui
version
Package version contains all build time metadata (version, build time, git commit, etc).
Package version contains all build time metadata (version, build time, git commit, etc).
schema
Package syft is a "one-stop-shop" for helper utilities for all major functionality provided by child packages of the syft library.
Package syft is a "one-stop-shop" for helper utilities for all major functionality provided by child packages of the syft library.
event
Package event provides event types for all events that the syft library published onto the event bus.
Package event provides event types for all events that the syft library published onto the event bus.
event/parsers
Package parsers provides parser helpers to extract payloads for each event type that the syft library publishes onto the event bus.
Package parsers provides parser helpers to extract payloads for each event type that the syft library publishes onto the event bus.
logger
Package logger defines the logging interface which is used throughout the syft library.
Package logger defines the logging interface which is used throughout the syft library.
pkg
Package pkg provides the data structures for a package, a package catalog, package types, and domain-specific metadata.
Package pkg provides the data structures for a package, a package catalog, package types, and domain-specific metadata.
pkg/cataloger
Package cataloger provides the ability to process files from a container image or file system and discover packages (gems, wheels, jars, rpms, debs, etc).
Package cataloger provides the ability to process files from a container image or file system and discover packages (gems, wheels, jars, rpms, debs, etc).
pkg/cataloger/apkdb
Package apkdb provides a concrete Cataloger implementation for Alpine DB files.
Package apkdb provides a concrete Cataloger implementation for Alpine DB files.
pkg/cataloger/common
Package common provides generic utilities used by multiple catalogers.
Package common provides generic utilities used by multiple catalogers.
pkg/cataloger/deb
Package dpkg provides a concrete Cataloger implementation for Debian package DB status files.
Package dpkg provides a concrete Cataloger implementation for Debian package DB status files.
pkg/cataloger/golang
Package golang provides a concrete Cataloger implementation for go.mod files.
Package golang provides a concrete Cataloger implementation for go.mod files.
pkg/cataloger/java
Package java provides a concrete Cataloger implementation for Java archives (jar, war, ear, par, sar, jpi, hpi formats).
Package java provides a concrete Cataloger implementation for Java archives (jar, war, ear, par, sar, jpi, hpi formats).
pkg/cataloger/javascript
Package javascript provides a concrete Cataloger implementation for JavaScript ecosystem files (yarn and npm).
Package javascript provides a concrete Cataloger implementation for JavaScript ecosystem files (yarn and npm).
pkg/cataloger/php
Package php provides a concrete Cataloger implementation for PHP ecosystem files.
Package php provides a concrete Cataloger implementation for PHP ecosystem files.
pkg/cataloger/portage
Package portage provides a concrete Cataloger implementation for Gentoo Portage.
Package portage provides a concrete Cataloger implementation for Gentoo Portage.
pkg/cataloger/python
Package python provides a concrete Cataloger implementation for Python ecosystem files (egg, wheel, requirements.txt).
Package python provides a concrete Cataloger implementation for Python ecosystem files (egg, wheel, requirements.txt).
pkg/cataloger/rpm
Package rpm provides a concrete DBCataloger implementation for RPM "Package" DB files and a FileCataloger for RPM files.
Package rpm provides a concrete DBCataloger implementation for RPM "Package" DB files and a FileCataloger for RPM files.
pkg/cataloger/ruby
Package ruby bundler provides a concrete Cataloger implementation for Ruby Gemfile.lock bundler files.
Package ruby bundler provides a concrete Cataloger implementation for Ruby Gemfile.lock bundler files.
pkg/cataloger/rust
Package rust provides a concrete Cataloger implementation for Cargo.lock files.
Package rust provides a concrete Cataloger implementation for Cargo.lock files.
pkg/cataloger/swift
Package swift provides a concrete Cataloger implementation for Podfile.lock files.
Package swift provides a concrete Cataloger implementation for Podfile.lock files.
source
Package source provides an abstraction to allow a user to loosely define a data source to catalog and expose a common interface that catalogers and use explore and analyze data from the data source.
Package source provides an abstraction to allow a user to loosely define a data source to catalog and expose a common interface that catalogers and use explore and analyze data from the data source.
Package ui provides all public UI elements intended to be repurposed in other applications.
Package ui provides all public UI elements intended to be repurposed in other applications.

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