Generate 'CodeMeta' Metadata for R Packages.
codemetar
The codemeta package provides a more minimalist approach to generating codemeta based only on DESCRIPTION and CITATION files, while codemetar
provides additional abilities to detect metadata from README and GitHub sources, and provide more user feedback, suggestions, and messaging.
Why codemetar? The ‘Codemeta’ Project defines a ‘JSON-LD’ format for describing software metadata, as detailed at https://codemeta.github.io. This package provides utilities to generate, parse, and modify codemeta.jsonld files automatically for R packages, as well as tools and examples for working with codemeta json-ld more generally.
It has three main goals:
- Quickly generate a valid codemeta.json file from any valid R package. To do so, we automatically extract as much metadata as possible using the DESCRIPTION file, as well as extracting metadata from other common best-practices such as the presence of Travis and other badges in README, etc.
- Facilitate the addition of further metadata fields into a codemeta.json file, as well as general manipulation of codemeta files.
- Support the ability to crosswalk between terms used in other metadata standards, as identified by the Codemeta Project Community, see https://codemeta.github.io/crosswalk/
Why create a codemeta.json for your package?
Why bother creating a codemeta.json for your package? R packages encode lots of metadata in the DESCRIPTION
file, README
, and other places, telling users and developers about the package purpose, authors, license, dependencies, and other information that facilitates discovery, adoption, and credit for your software. Unfortunately, because each software language records this metadata in a different format, that information is hard for search engines, software repositories, and other developers to find and integrate.
By generating a codemeta.json
file, you turn your metadata into a format that can easily crosswalk between metadata in many other software languages. CodeMeta is built on schema.org a simple structured data format developed by major search engines like Google and Bing to improve discoverability in search. CodeMeta is also understood by significant software archiving efforts such as Software Heritage Project, which seeks to permanently archive all open source software.
For more general information about the CodeMeta Project for defining software metadata, see https://codemeta.github.io. In particular, new users might want to start with the User Guide, while those looking to learn more about JSON-LD and consuming existing codemeta files should see the Developer Guide.
Create a codemeta.json in one function call
codemetar
can take the path to the source package root to glean as much information as possible.
codemetar::write_codemeta()
… Getting CRAN metadata from RStudio CRAN mirror
✓ Got CRAN metadata!
… Asking README URL from GitHub API
✓ Got README URL!
… Asking README URL from GitHub API
✓ Got README URL!
… Getting repo topics from GitHub API
✓ Got repo topics!
library("magrittr")
"../../codemeta.json" %>%
details::details(summary = "codemetar's codemeta.json",
lang = "json")
codemetar’s codemeta.json
{
"@context": "https://doi.org/10.5063/schema/codemeta-2.0",
"@type": "SoftwareSourceCode",
"identifier": "codemetar",
"description": "The 'Codemeta' Project defines a 'JSON-LD' format for describing software metadata, as detailed at <https://codemeta.github.io>. This package provides utilities to generate, parse, and modify 'codemeta.json' files automatically for R packages, as well as tools and examples for working with 'codemeta.json' 'JSON-LD' more generally.",
"name": "codemetar: Generate 'CodeMeta' Metadata for R Packages",
"relatedLink": ["https://docs.ropensci.org/codemetar/", "https://CRAN.R-project.org/package=codemetar"],
"codeRepository": "https://github.com/ropensci/codemetar",
"issueTracker": "https://github.com/ropensci/codemetar/issues",
"license": "https://spdx.org/licenses/GPL-3.0",
"version": "0.3.3",
"programmingLanguage": {
"@type": "ComputerLanguage",
"name": "R",
"url": "https://r-project.org"
},
"runtimePlatform": "R version 4.1.0 (2021-05-18)",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"author": [
{
"@type": "Person",
"givenName": "Carl",
"familyName": "Boettiger",
"email": "[email protected]",
"@id": "https://orcid.org/0000-0002-1642-628X"
},
{
"@type": "Person",
"givenName": "Maëlle",
"familyName": "Salmon",
"@id": "https://orcid.org/0000-0002-2815-0399"
}
],
"contributor": [
{
"@type": "Person",
"givenName": "Anna",
"familyName": "Krystalli",
"@id": "https://orcid.org/0000-0002-2378-4915"
},
{
"@type": "Person",
"givenName": "Maëlle",
"familyName": "Salmon",
"@id": "https://orcid.org/0000-0002-2815-0399"
},
{
"@type": "Person",
"givenName": "Katrin",
"familyName": "Leinweber",
"@id": "https://orcid.org/0000-0001-5135-5758"
},
{
"@type": "Person",
"givenName": "Noam",
"familyName": "Ross",
"@id": "https://orcid.org/0000-0002-2136-0000"
},
{
"@type": "Person",
"givenName": "Arfon",
"familyName": "Smith"
},
{
"@type": "Person",
"givenName": "Jeroen",
"familyName": "Ooms",
"@id": "https://orcid.org/0000-0002-4035-0289"
},
{
"@type": "Person",
"givenName": "Sebastian",
"familyName": "Meyer",
"@id": "https://orcid.org/0000-0002-1791-9449"
},
{
"@type": "Person",
"givenName": "Michael",
"familyName": "Rustler",
"@id": "https://orcid.org/0000-0003-0647-7726"
},
{
"@type": "Person",
"givenName": "Hauke",
"familyName": "Sonnenberg",
"@id": "https://orcid.org/0000-0001-9134-2871"
},
{
"@type": "Person",
"givenName": "Sebastian",
"familyName": "Kreutzer",
"@id": "https://orcid.org/0000-0002-0734-2199"
},
{
"@type": "Person",
"givenName": "Thierry",
"familyName": "Onkelinx",
"@id": "https://orcid.org/0000-0001-8804-4216"
}
],
"copyrightHolder": [
{
"@type": "Person",
"givenName": "Carl",
"familyName": "Boettiger",
"email": "[email protected]",
"@id": "https://orcid.org/0000-0002-1642-628X"
}
],
"funder": [
{
"@type": "Organization",
"name": "rOpenSci"
}
],
"maintainer": [
{
"@type": "Person",
"givenName": "Carl",
"familyName": "Boettiger",
"email": "[email protected]",
"@id": "https://orcid.org/0000-0002-1642-628X"
}
],
"softwareSuggestions": [
{
"@type": "SoftwareApplication",
"identifier": "withr",
"name": "withr",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=withr"
},
{
"@type": "SoftwareApplication",
"identifier": "covr",
"name": "covr",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=covr"
},
{
"@type": "SoftwareApplication",
"identifier": "details",
"name": "details",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=details"
},
{
"@type": "SoftwareApplication",
"identifier": "dplyr",
"name": "dplyr",
"version": ">= 0.7.0",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=dplyr"
},
{
"@type": "SoftwareApplication",
"identifier": "jsonld",
"name": "jsonld",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=jsonld"
},
{
"@type": "SoftwareApplication",
"identifier": "jsonvalidate",
"name": "jsonvalidate",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=jsonvalidate"
},
{
"@type": "SoftwareApplication",
"identifier": "knitr",
"name": "knitr",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=knitr"
},
{
"@type": "SoftwareApplication",
"identifier": "printr",
"name": "printr",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=printr"
},
{
"@type": "SoftwareApplication",
"identifier": "rmarkdown",
"name": "rmarkdown",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=rmarkdown"
},
{
"@type": "SoftwareApplication",
"identifier": "testthat",
"name": "testthat",
"version": ">= 3.0.0",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=testthat"
},
{
"@type": "SoftwareApplication",
"identifier": "usethis",
"name": "usethis",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=usethis"
}
],
"softwareRequirements": {
"1": {
"@type": "SoftwareApplication",
"identifier": "R",
"name": "R",
"version": ">= 3.2.0"
},
"2": {
"@type": "SoftwareApplication",
"identifier": "commonmark",
"name": "commonmark",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=commonmark"
},
"3": {
"@type": "SoftwareApplication",
"identifier": "crul",
"name": "crul",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=crul"
},
"4": {
"@type": "SoftwareApplication",
"identifier": "desc",
"name": "desc",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=desc"
},
"5": {
"@type": "SoftwareApplication",
"identifier": "gert",
"name": "gert",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=gert"
},
"6": {
"@type": "SoftwareApplication",
"identifier": "gh",
"name": "gh",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=gh"
},
"7": {
"@type": "SoftwareApplication",
"identifier": "jsonlite",
"name": "jsonlite",
"version": ">= 1.6",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=jsonlite"
},
"8": {
"@type": "SoftwareApplication",
"identifier": "magrittr",
"name": "magrittr",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=magrittr"
},
"9": {
"@type": "SoftwareApplication",
"identifier": "memoise",
"name": "memoise",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=memoise"
},
"10": {
"@type": "SoftwareApplication",
"identifier": "methods",
"name": "methods"
},
"11": {
"@type": "SoftwareApplication",
"identifier": "pingr",
"name": "pingr",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=pingr"
},
"12": {
"@type": "SoftwareApplication",
"identifier": "purrr",
"name": "purrr",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=purrr"
},
"13": {
"@type": "SoftwareApplication",
"identifier": "remotes",
"name": "remotes",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=remotes"
},
"14": {
"@type": "SoftwareApplication",
"identifier": "sessioninfo",
"name": "sessioninfo",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=sessioninfo"
},
"15": {
"@type": "SoftwareApplication",
"identifier": "stats",
"name": "stats"
},
"16": {
"@type": "SoftwareApplication",
"identifier": "urltools",
"name": "urltools",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=urltools"
},
"17": {
"@type": "SoftwareApplication",
"identifier": "xml2",
"name": "xml2",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=xml2"
},
"18": {
"@type": "SoftwareApplication",
"identifier": "cli",
"name": "cli",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=cli"
},
"19": {
"@type": "SoftwareApplication",
"identifier": "codemeta",
"name": "codemeta",
"provider": {
"@id": "https://cran.r-project.org",
"@type": "Organization",
"name": "Comprehensive R Archive Network (CRAN)",
"url": "https://cran.r-project.org"
},
"sameAs": "https://CRAN.R-project.org/package=codemeta"
},
"SystemRequirements": null
},
"isPartOf": "https://ropensci.org",
"keywords": ["metadata", "codemeta", "ropensci", "citation", "credit", "linked-data", "json-ld", "r", "rstats", "r-package", "peer-reviewed"],
"fileSize": "NAKB",
"releaseNotes": "https://github.com/ropensci/codemetar/blob/master/NEWS.md",
"readme": "https://github.com/ropensci/codemetar/blob/master/README.md",
"contIntegration": ["https://github.com/ropensci/codemetar/actions", "https://codecov.io/github/ropensci/codemetar?branch=master"],
"developmentStatus": "https://www.repostatus.org/",
"review": {
"@type": "Review",
"url": "https://github.com/ropensci/software-review/issues/130",
"provider": "https://ropensci.org"
}
}
By default most often from within your package folder you’ll simply run codemetar::write_codemeta()
.
Keep codemeta.json up-to-date
How to keep codemeta.json up-to-date? In particular, how to keep it up to date with DESCRIPTION
? codemetar
itself no longer supports automatic sync, but there are quite a few methods available out there. Choose one that fits well into your workflow!
You could rely on
devtools::release()
since it will ask you whether you updated codemeta.json when such a file exists.You could use a git pre-commit hook that prevents a commit from being done if DESCRIPTION is newer than codemeta.json.
You can use the precommit package in which there’s a “codemeta-description-updated” hook.
If that’s your only pre-commit hook (i.e. you don’t have one created by e.g.
usethis::use_readme_rmd()
), then you can create it using
script = readLines(system.file("templates", "description-codemetajson-pre-commit.sh", package = "codemetar"))
usethis::use_git_hook("pre-commit",
script = script)
- You could use GitHub actions. Refer to GitHub actions docs https://github.com/features/actions, and to the example workflow provided in this package (type
system.file("templates", "codemeta-github-actions.yml", package = "codemetar")
). You can use thecm-skip
keyword in your commit message if you don’t want this to run on a specific commit. The example workflow provided is setup to only run when a push is made to the master branch. This setup is designed for if you’re using a git flow setup where the master branch is only committed and pushed to via pull requests. After each PR merge (and the completion of this GitHub action), your master branch will always be up to date and so long as you don’t make manual changes to the codemeta.json file, you won’t have merge conflicts.
Alternatively, you can have GitHub actions route run codemetar
on each commit. If you do this you should try to remember to run git pull
before making any new changes on your local project. However, if you forgot to pull and already committed new changes, fret not, you can use (git pull --rebase
) to rewind you local changes on top of the current upstream HEAD
.
click here to see the workflow
on:
push:
branches: master
paths:
- DESCRIPTION
- .github/workflows/main.yml
name: Render codemeta
jobs:
render:
name: Render codemeta
runs-on: macOS-latest
if: "!contains(github.event.head_commit.message, 'cm-skip')"
steps:
- uses: actions/checkout@v1
- uses: r-lib/actions/setup-r@v1
- name: Install codemetar
run: Rscript -e 'install.packages("codemetar")'
- name: Render codemeta
run: Rscript -e 'codemetar::write_codemeta()'
- name: Commit results
run: |
git commit codemeta.json -m 'Re-build codemeta.json' || echo "No changes to commit"
git push https://${{github.actor}}:${{secrets.GITHUB_TOKEN}}@github.com/${{github.repository}}.git HEAD:${{ github.ref }} || echo "No changes to commit"
How to improve your package’s codemeta.json?
The best way to ensure codemeta.json
is as complete as possible is to set metadata in all the usual places, and then if needed add more metadata.
To ensure you have metadata in the usual places, you can run codemetar::give_opinions()
.
Usual terms in DESCRIPTION
Fill
BugReports
andURL
.Using the
Authors@R
notation allows a much richer specification of author roles, correct parsing of given vs family names, and email addresses.
In the current implementation, developers may specify an ORCID url for an author in the optional comment
field of Authors@R
, e.g.
Authors@R: c(person(given = "Carl",
family = "Boettiger",
role = c("aut", "cre", "cph"),
email = "[email protected]",
comment = c(ORCID = "0000-0002-1642-628X")))
which will allow codemetar
to associate an identifier with the person. This is clearly something of a hack since R’s person
object lacks an explicit notion of id
, and may be frowned upon.
Usual terms in the README
In the README, you can use badges for continuous integration, repo development status (repostatus.org or lifecycle.org), provider (e.g. for CRAN).
GitHub repo topics
If your package source is hosted on GitHub and there’s a way for codemetar to determine that (URL in DESCRIPTION, or git remote URL) codemetar will use GitHub repo topics as keywords in codemeta.json. If you also set keywords in DESCRIPTION (see next section), codemetar will merge the two lists.
Set even more terms via DESCRIPTION
In general, setting metadata via the places stated earlier is the best solution because that metadata is used by other tools (e.g. the URLs in DESCRIPTION can help the package users, not only codemetar).
The DESCRIPTION file is the natural place to specify any metadata for an R package. The codemetar
package can detect certain additional terms in the CodeMeta context. Almost any additional codemeta field can be added to and read from the DESCRIPTION into a codemeta.json
file (see codemetar:::additional_codemeta_terms
for a list).
CRAN requires that you prefix any additional such terms to indicate the use of schema.org
explicitly, e.g. keywords
would be specified in a DESCRIPTION file as:
X-schema.org-keywords: metadata, codemeta, ropensci, citation, credit, linked-data
Where applicable, these will override values otherwise guessed from the source repository. Use comma-separated lists to separate multiple values to a property, e.g. keywords.
See the DESCRIPTION file of the codemetar
package for an example.
Set the branch that codemetar references
There are a number of places that codemetar will reference a github branch if your code is hosted on github (e.g. for release notes, readme, etc.). By default, codemetar will use the name “master” but you can change that to whatever your default branch is by setting the option “codemeta_branch” (e.g. options(codemeta_branch = "main")
before calling write_codemeta()
to use the branch named “main” as the default branch).
Installation and usage requirements
You can install the latest version from CRAN using:
install.packages("codemetar")
You can also install the development version of codemetar
from GitHub with:
# install.packages("devtools")
devtools::install_github("ropensci/codemetar")
For optimal results you need a good internet connection.
The package queries
utils::available.packages()
for CRAN and Bioconductor packages;GitHub API via the
gh
package, if it finds a GitHub repo URL in DESCRIPTION or as git remote. GitHub API is queried to find the preferred README, and the repo topics. If you use codemetar for many packages having a GITHUB_PAT is better;R-hub sysreqs API to parse SystemRequirements.
If your machine is offline, a more minimal codemeta.json will be created. If your internet connection is poor or there are firewalls, the codemeta creation might indefinitely hang.
Going further
Check out all the codemetar man for tutorials on other cool stuff you can do with codemeta and json-ld.
A new feature is the creation of a minimal schemaorg.json for insertion on your website’s webpage for Search Engine Optimization, when the write_minimeta
argument of write_codemeta()
is TRUE
.
You could e.g. use the code below in a chunk in README.Rmd with results="asis"
.
glue::glue('<script type="application/ld+json">
{glue::glue_collapse(readLines("schemaorg.json"), sep = "\n")}
</script>')
Refer to Google documentation for more guidance.