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Comparison · Infra & APIs

lintr vs rgm

A side-by-side editorial comparison of lintr and rgm — release velocity, themes, recent moves, and the top alternatives to consider.

lintr vs rgm: at a glance

Featurelintrrgm
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themesstatic-analysis, linting, code-style, native-pipemicrobiome, graphical-models, bayesian-inference, cran-maintenance
Last editorial update6d ago1h ago
WebsiteVisit →Visit →

What is lintr?

lintr makes the native pipe the default rule and clears out a decade of deprecations

lintr is the static analysis standard for R packages, and its 3.3.0 release does two things at once: it changes pipe_consistency_linter() to require the native pipe, following the Tidyverse Style Guide, and it completes a long deprecation program — six linters fully deprecated, several arguments defunct, and a batch of functions removed outright. The 3.1.x line before it was accuracy work and a maintainer handoff to Michael Chirico.

Read the full lintr trajectory →

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.

Read the full rgm trajectory →

lintr vs rgm: editorial side-by-side

L
lintr
INFRA · APIS
0.0

lintr makes the native pipe the default rule and clears out a decade of deprecations

◆ Current state

lintr is the static analysis standard for R packages, and its 3.3.0 release does two things at once: it changes pipe_consistency_linter() to require the native pipe, following the Tidyverse Style Guide, and it completes a long deprecation program — six linters fully deprecated, several arguments defunct, and a batch of functions removed outright. The 3.1.x line before it was accuracy work and a maintainer handoff to Michael Chirico.

◆ Where it's heading

The package has been consolidating: overlapping linters renamed and merged, configuration validated up front, and an experimental R-script config offered as a possible replacement for the DCF format. Alongside that, a sustained campaign against false positives and false negatives in individual linters, which is where most contributor effort goes.

◆ Prediction

Expect the six warning-deprecated linters to be removed in the next release as announced, and continued movement on the R-script configuration format if feedback supports it.

R
rgm
INFRA · APIS
0.0

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 lintr 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 lintr or rgm.

See all lintr alternatives → · See all rgm alternatives →

Recent activity from lintr and rgm

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 3mo agorgmJournal DOI replaces the preprint; promotional wording removed
  2. 3mo agorgmBack on CRAN after dropping the dependency that caused archival
  3. 3mo agorgmUnreleased twin of the CRAN recovery release
  4. 8mo agolintrNative pipe required by default; six linters deprecated
  5. 2y agolintrFalse positive and negative fixes; new CRAN maintainer
  6. 2y agorgmFirst release: simulation, estimation and post-processing
  7. 2y agolintrExperimental R-script configs; up-front config validation
  8. 3y agolintrLinter renames for consistency; Super-Linter config discovery
  9. 3y agolintrTest no longer leaves cache files behind
  10. 3y agolintrfunction_argument_linter() added; seq_linter() covers dplyr and data.table

Frequently asked questions

What is the difference between lintr and rgm?

They serve adjacent needs but don't currently overlap on shipped themes. lintr 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 lintr better than rgm?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. lintr 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 lintr?

Top lintr alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "lintr alternatives" section above for the current picks, or visit /alternatives/lintr 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.