driveR
A cancer driver prioritization package that ships rarely and mostly to stay installable
A side-by-side editorial comparison of cvms and ToolJet — release velocity, themes, recent moves, and the top alternatives to consider.
A cross-validation package whose real development has moved to its plotting function
cvms runs repeated cross-validation over model formulas and reports comparable metrics. The 2.0.0 release was a breaking correctness fix: every function accepting fold_cols mismatched training and testing data when fold indices were non-sequential, did not start at 1, or were strings, because the iteration index was compared against the raw fold value rather than its factor level index. 2.0.1 restored coefficient extraction for nnet::multinom and mixed models by supplying an environment containing the training data, and followed lme4's move of findbars() into the reformulas package.
ToolJet's LTS and beta trains both narrow to component polish and CVE patching
ToolJet runs two parallel release trains — a 3.20 LTS line and a 3.21 beta line — and this window is dominated by small fixes on both. The most substantive tag is v3.20.212-lts, which brings dynamic-height support to several widgets, a dynamic number format for Currency Input, mobile camera flip, and AI build notifications. Everything newer than it is single-issue: a table header wrap fix, a gRPC discovery freeze, a stale row-click value.
cvms runs repeated cross-validation over model formulas and reports comparable metrics. The 2.0.0 release was a breaking correctness fix: every function accepting fold_cols mismatched training and testing data when fold indices were non-sequential, did not start at 1, or were strings, because the iteration index was compared against the raw fold value rather than its factor level index. 2.0.1 restored coefficient extraction for nnet::multinom and mixed models by supplying an environment containing the training data, and followed lme4's move of findbars() into the reformulas package.
Two threads run in parallel and only one is about cross-validation. The plotting function plot_confusion_matrix() has absorbed most feature work since 1.5.0 - custom gradient palettes, intensity limits, per-tile settings, dynamic font colors keyed to value thresholds, and arguments that accept functions rather than constants - to the point where a companion web application exists for using it without code. The cross-validation core, by contrast, sees maintenance: upstream compatibility fixes for pROC, ggnewscale and ggplot2, and the fold-matching correction that finally forced a major version.
Expect continued option growth in the confusion matrix plotting surface, since that is where nearly every release since 1.5.0 has spent its changes, with core cross-validation changes arriving only as upstream packages force them.
ToolJet runs two parallel release trains — a 3.20 LTS line and a 3.21 beta line — and this window is dominated by small fixes on both. The most substantive tag is v3.20.212-lts, which brings dynamic-height support to several widgets, a dynamic number format for Currency Input, mobile camera flip, and AI build notifications. Everything newer than it is single-issue: a table header wrap fix, a gRPC discovery freeze, a stale row-click value.
The component library is where the work is going — dynamic heights, sizing modes, and overflow handling have appeared across four of the last six releases, which reads as a systematic pass over layout behaviour rather than isolated requests. The AI surface is growing quietly at the edges: build notifications here, an AI credits portal domain change, hardened guards on the AI onboarding API. Cherry-picks in both directions suggest the LTS and beta lines are being kept deliberately close.
Expect the dynamic-height and sizing pass to continue across remaining widgets, and the beta line's AI datasource integrations to graduate into the LTS train.
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 cvms or ToolJet.
A cancer driver prioritization package that ships rarely and mostly to stay installable
A meteorology ggplot2 extension where the netCDF reader became the main event
An isotope geolocation package still recovering from the r-spatial retirement
Functional data clustering grew from one algorithm into a comparable suite
A forecast combination package that spun its profiler out into its own project
A survival curve package spending release after release correcting its own estimates
See all cvms alternatives → · See all ToolJet alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. ToolJet is currently shipping more aggressively (velocity 5.0 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ToolJet is currently shipping more aggressively (velocity 5.0 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.
Top cvms alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "cvms alternatives" section above for the current picks, or visit /alternatives/cvms for the full list with editorial commentary on each.
Top ToolJet alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ToolJet alternatives" section above for the current picks, or visit /alternatives/tooljet for the full list with editorial commentary on each.