Retool
Retool is retiring standalone Assist while folding the same capability into the app builder.
Comparison · Infra & APIs
renv vs rgm
A side-by-side editorial comparison of renv and rgm — release velocity, themes, recent moves, and the top alternatives to consider.
renv vs rgm: at a glance
What is renv?
renv 1.2 made installs parallel, its biggest performance change in years.
renv provides project-local dependency management for R. The 1.2.0 release rebuilt installation to download and compile concurrently, and the 1.2.x line since has been resolving the correctness problems parallelism exposed — binaries installing ahead of their dependencies, transitive upgrades that were never needed, lockfile paths shifting with the working directory.
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.
renv vs rgm: editorial side-by-side
renv
2.5INFRA · APIS
renv 1.2 made installs parallel, its biggest performance change in years.
◆ Current state
renv provides project-local dependency management for R. The 1.2.0 release rebuilt installation to download and compile concurrently, and the 1.2.x line since has been resolving the correctness problems parallelism exposed — binaries installing ahead of their dependencies, transitive upgrades that were never needed, lockfile paths shifting with the working directory.
◆ Where it's heading
Work is consolidating around two things: making the parallel installer correct under real dependency graphs, and broadening remote support so private and self-hosted sources resolve properly. The most recent release translates self-hosted GitLab remotes into the syntax pkgdepends actually understands.
◆ Prediction
Expect continued fixes to install ordering and remote resolution rather than another performance overhaul, since the parallel path is new enough to keep surfacing ordering bugs.
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 renv 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 renv 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.
Recent activity from renv and rgm
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 15d agorenvrenv 1.2.4 fixes self-hosted GitLab remotes under pak
- 3mo agorenvrenv 1.2.3 enriches record() with full DESCRIPTION metadata
- 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
- 4mo agorenvrenv 1.2.2 fixes binaries installing before their dependencies
- 4mo agorenvrenv 1.2.1 anchors lockfile paths to the project directory
- 4mo agorenvrenv 1.2.0 installs packages in parallel ⚡
- 5mo agorenvrenv 1.1.6 adds a snapshot.dev setting for dev dependencies
- 2y agorgmFirst release: simulation, estimation and post-processing
Frequently asked questions
What is the difference between renv and rgm?
They serve adjacent needs but don't currently overlap on shipped themes. renv is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is renv better than rgm?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. renv is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to renv?
Top renv alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "renv alternatives" section above for the current picks, or visit /alternatives/renv 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.