broom.helpers
After eleven quiet months, the tidier under gtsummary is back to absorbing model classes.
A side-by-side editorial comparison of scimesh and vecvec — release velocity, themes, recent moves, and the top alternatives to consider.
A mesh renderer grows a scene graph and an exit route into glTF.
scimesh renders 3D meshes from R through a C++ core, aimed at scientific figures such as brain surfaces, with a CLI renderer example alongside the R interface. The newest release adds per-mesh placement transforms, a first-class scene object, and glTF 2.0 export. Development has been rapid and mostly CRAN-directed since mid-July, with several releases spent satisfying R CMD check.
A lazy vector container keeps closing the gaps where it quietly materialised anyway.
vecvec provides an R class that holds multiple vectors as one logical vector without copying them together, for cases where concatenating would be wasteful. The 1.0.0 rewrite moved the class off vctrs onto S7 while keeping user-facing code working, and added matrix and array behaviour. Since then the work has been about whether the abstraction actually saves anything: 1.3.0 makes duplicated(), equality proxies, casting and array formatting compute slot-wise instead of materialising, and adds vecvec_mapply() to apply a function across several vecvecs at once.
scimesh renders 3D meshes from R through a C++ core, aimed at scientific figures such as brain surfaces, with a CLI renderer example alongside the R interface. The newest release adds per-mesh placement transforms, a first-class scene object, and glTF 2.0 export. Development has been rapid and mostly CRAN-directed since mid-July, with several releases spent satisfying R CMD check.
The package is moving from a renderer that takes a list of meshes to one that holds a scene: meshes now carry their own model matrix and name rather than being modified in place, and that structure is exactly what the glTF exporter walks. The same release corrects a transposed 4x4 matrix convention that only diagonal inputs had hidden, which is the kind of fix that comes from a growing scene layer exercising the transform path properly.
glTF export is one-way today, so import is the obvious next step; the alternative is filling the gap the exporter names, since fog, SSAO and shading mode have no glTF equivalent.
vecvec provides an R class that holds multiple vectors as one logical vector without copying them together, for cases where concatenating would be wasteful. The 1.0.0 rewrite moved the class off vctrs onto S7 while keeping user-facing code working, and added matrix and array behaviour. Since then the work has been about whether the abstraction actually saves anything: 1.3.0 makes duplicated(), equality proxies, casting and array formatting compute slot-wise instead of materialising, and adds vecvec_mapply() to apply a function across several vecvecs at once.
The arc runs from proving the idea to making it cheap, and 1.3.0 is the widest pass yet at the second half. Early releases established constructors and vctrs dispatch; 1.0.0 rebuilt the internals on S7; the three releases since have worked through the operations that were quietly defeating the point — printing, duplicate detection, casting, equality — and made each compute on storage slots rather than elements. ALTREP detection has moved from parsing .Internal(inspect()) output to a C-level check, the same work on a firmer footing. The other visible thread is a widening apply surface: vec_apply() per vector, now vecvec_mapply() across several.
With the main vctrs operations converted to slot-wise computation, the remaining materialisation points are the natural next target; the entries name no specific one, and the internal structure reserved at 1.0.0 still leaves room for the faster special-case representations flagged then.
Other Analytics 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 scimesh or vecvec.
After eleven quiet months, the tidier under gtsummary is back to absorbing model classes.
OpenHouse starts adding per-column defaults while still closing silent-failure holes.
Julia's distribution library keeps filing down the edges where sampling meets array types
Power BI's monthly grind: authoring defaults, DAX documentation, and mobile finally catching up.
ggquiver is awake again, fixing arrow scaling that quietly misread irregular data.
Mesh interpolation drops its custom fork dependency and sheds weight.
See all scimesh alternatives → · See all vecvec alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. scimesh is currently shipping more aggressively (velocity 6.3 vs 2.5), with 1 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. scimesh is currently shipping more aggressively (velocity 6.3 vs 2.5), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
Top scimesh alternatives in Analytics are ranked by recent ship velocity. Browse the "scimesh alternatives" section above for the current picks, or visit /alternatives/scimesh for the full list with editorial commentary on each.
Top vecvec alternatives in Analytics are ranked by recent ship velocity. Browse the "vecvec alternatives" section above for the current picks, or visit /alternatives/vecvec for the full list with editorial commentary on each.