vcfR
A genomics workhorse whose visible release feed stops dead in mid-2020.
A side-by-side editorial comparison of multimark and REDCapR — release velocity, themes, recent moves, and the top alternatives to consider.
Five years of compiler and CRAN fixes on a capture-recapture package.
multimark fits capture-mark-recapture models for populations sampled with multiple non-invasive marks, including a spatial variant. Nothing in the visible history changes the models. Every recent release responds to something outside the package: a CRAN check, a compiler flag, or an upstream package that stopped exporting a function.
The REDCap API client finished its breaking cleanup and settled into CRAN-compliance mode.
REDCapR is a mature R client for the REDCap research data-capture API, and its release stream shows a package that has already made its consequential changes. The last two releases (1.5.0, 1.6.0) exist purely to satisfy CRAN checks — dropping native pipes from non-essential code, keeping examples from touching an external server. The functional surface has been stable since early 2025.
multimark fits capture-mark-recapture models for populations sampled with multiple non-invasive marks, including a spatial variant. Nothing in the visible history changes the models. Every recent release responds to something outside the package: a CRAN check, a compiler flag, or an upstream package that stopped exporting a function.
This is preservation rather than development. The one substantive entry, in 2021, corrected an MCMC error in multimarkClosedSCR() serious enough that the author told users to revisit past analyses; everything since has been keeping the C code compiling across platforms. Release intervals now stretch to years.
Expect the pattern to hold, with a release whenever a toolchain or upstream dependency forces one and no change to the samplers.
REDCapR is a mature R client for the REDCap research data-capture API, and its release stream shows a package that has already made its consequential changes. The last two releases (1.5.0, 1.6.0) exist purely to satisfy CRAN checks — dropping native pipes from non-essential code, keeping examples from touching an external server. The functional surface has been stable since early 2025.
The arc runs from a deliberate interface break in 1.2.0 — read functions returning tibbles, the *_collapsed parameter family deprecated — through 1.4.0 broadening API coverage into REDCap's file repository, and then into pure maintenance. Test infrastructure has been getting more attention than features: a redirection layer so users can point the suite at their own server, a multilevel-model test project. That is the signature of a package whose maintainer is defending stability rather than expanding scope.
Expect continued CRAN-compliance releases at roughly quarterly cadence; any new feature work is most likely further coverage of REDCap endpoints the package does not yet wrap, following the file-repository pattern.
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 multimark or REDCapR.
A genomics workhorse whose visible release feed stops dead in mid-2020.
The R phone-number package stopped only parsing numbers and started asking them where they are.
A Venn diagram package whose public release notes say almost nothing — including about its copyright cleanup.
A Shiny app for choosing the right ordinal test reached CRAN in a single 90-minute burst of tags.
A new R localization package that reached CRAN and immediately downgraded itself to experimental.
An R client for HERE's location APIs, shaped almost entirely by what the vendor exposes next.
See all multimark alternatives → · See all REDCapR alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. multimark and REDCapR 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. multimark and REDCapR 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.
Top multimark alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "multimark alternatives" section above for the current picks, or visit /alternatives/multimark for the full list with editorial commentary on each.
Top REDCapR alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "REDCapR alternatives" section above for the current picks, or visit /alternatives/redcapr for the full list with editorial commentary on each.