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Comparison · Infra & APIs
kwb.pkgbuild vs rgm
A side-by-side editorial comparison of kwb.pkgbuild and rgm — release velocity, themes, recent moves, and the top alternatives to consider.
kwb.pkgbuild vs rgm: at a glance
What is kwb.pkgbuild?
kwb.pkgbuild's CI templates went four years without a refresh, then had to be rebuilt for current runners
kwb.pkgbuild automates R package setup at Kompetenzzentrum Wasser Berlin to a house style, and its main deliverable is the GitHub Actions templates it installs into new packages. Between October 2022 and May 2026 there were no releases. During that gap the templates aged past the point of working on current GitHub-hosted runners.
What is rgm?
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
rgm implements the random graphical model for microbiome interactions across related environments, published in JABES in 2026. The package was archived from CRAN in February 2026 because of its dependency on huge; the recovery release drops that dependency entirely, which cost it the graphical-lasso warm start that used to seed the initial graph — the default is now an empty graph, with warm starts left to the user. A post-processing function returning ggplot diagnostics arrived in the same release.
kwb.pkgbuild vs rgm: editorial side-by-side
kwb.pkgbuild
0.0INFRA · APIS
kwb.pkgbuild's CI templates went four years without a refresh, then had to be rebuilt for current runners
◆ Current state
kwb.pkgbuild automates R package setup at Kompetenzzentrum Wasser Berlin to a house style, and its main deliverable is the GitHub Actions templates it installs into new packages. Between October 2022 and May 2026 there were no releases. During that gap the templates aged past the point of working on current GitHub-hosted runners.
◆ Where it's heading
0.3.0 is a catch-up release rather than a direction change: action versions bumped to checkout@v5, upload-artifact@v4 and codecov-action@v5 to clear the Node.js 20 deprecation, deprecated r-lib/actions@master references replaced with @v2, the retired ubuntu-20.04 runner swapped for ubuntu-latest, and the archived r-hub/sysreqs step replaced with setup-r-dependencies@v2, which also brings dependency caching. One fix stands out: a stale conditional comparing runner.os to the string 'Linux (no, try without!)' had been silently disabling the Linux system-dependency step.
◆ Prediction
For a package whose product is CI configuration, releases will keep tracking GitHub Actions deprecations — the notes already cite the Node.js 20 removal date. The four-year gap suggests updates arrive when something breaks rather than on a schedule.
rgm
0.0INFRA · APIS
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
◆ Current state
rgm implements the random graphical model for microbiome interactions across related environments, published in JABES in 2026. The package was archived from CRAN in February 2026 because of its dependency on huge; the recovery release drops that dependency entirely, which cost it the graphical-lasso warm start that used to seed the initial graph — the default is now an empty graph, with warm starts left to the user. A post-processing function returning ggplot diagnostics arrived in the same release.
◆ Where it's heading
Three tags shipped inside two hours on one day, and the notes are candid about why: 1.1.0 held the actual work but was never released, 1.2.0 restated it under a higher version to signal the size of the change, and 1.2.1 answered CRAN pre-test feedback. Beyond the archival recovery, the visible work is housekeeping that had accumulated — a shadowed rmvnorm() definition, roxygen import tags that were silently emitting nothing, leftover C++ template scaffolding, and build artifacts under version control. The diagnostics function is the only genuinely new user-facing capability in the window.
◆ Prediction
The immediate task was restoring availability, and that is done; the open question the entries raise is whether losing the graphical-lasso warm start affects convergence in practice, which the new diagnostic plots are positioned to answer.
Alternatives to kwb.pkgbuild and rgm
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either kwb.pkgbuild or rgm.
WPML
WPML made machine translation the default, and its point releases keep chasing WordPress and page builders.
forestploter
A forest plot package that keeps handing users control of one more graphical detail.
ggInterval
Interval-valued data plotting, spending 2026 making its function names and examples survive CRAN.
contagionchannels
Three releases in ten days, every one of them a CRAN reviewer's correction rather than a code change.
tidyaudit
Pipeline provenance for tidyverse workflows, recording what changed at each step without keeping the data.
See all kwb.pkgbuild alternatives → · See all rgm alternatives →
Recent activity from kwb.pkgbuild and rgm
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3mo agokwb.pkgbuildGitHub Actions templates rebuilt for current runners
- 3mo agorgmJournal DOI replaces the preprint; promotional wording removed
- 3mo agorgmBack on CRAN after dropping the dependency that caused archival
- 3mo agorgmUnreleased twin of the CRAN recovery release
- 2y agorgmFirst release: simulation, estimation and post-processing
- 3y agokwb.pkgbuildRepair CI workflows broken by upstream branch removal
- 4y agokwb.pkgbuildWindows becomes default OS for pkgdown and coverage workflows
- 4y agokwb.pkgbuildBugfix release
- 4y agokwb.pkgbuildRelease with no documented changes
- 4y agokwb.pkgbuildFix R CMD check workflow by adding GITHUB_PAT
Frequently asked questions
What is the difference between kwb.pkgbuild and rgm?
They serve adjacent needs but don't currently overlap on shipped themes. kwb.pkgbuild and rgm are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is kwb.pkgbuild better than rgm?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. kwb.pkgbuild and rgm are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to kwb.pkgbuild?
Top kwb.pkgbuild alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "kwb.pkgbuild alternatives" section above for the current picks, or visit /alternatives/kwb-pkgbuild for the full list with editorial commentary on each.
What are the best alternatives to rgm?
Top rgm alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "rgm alternatives" section above for the current picks, or visit /alternatives/rgm for the full list with editorial commentary on each.