Cronicle
The job scheduler's release stream is now almost entirely vulnerability patching and authorization hardening.
Comparison · Infra & APIs
evaluate vs pkgcache
A side-by-side editorial comparison of evaluate and pkgcache — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-lib
evaluate vs pkgcache: at a glance
What is evaluate?
The engine under every knitted R document reached 1.0 by making evaluation behave like the console.
evaluate captures the output, plots, messages and conditions produced by running R code, and it is the layer knitr and R Markdown sit on. The 1.0.0 release changed core semantics — multi-expression input now stops at the first error — and gave results a real class. Since then, releases have been graphics-focused: ragg-based capture when available, grid plot fixes, and a patch for ggplot2 4.0.0.
What is pkgcache?
The metadata cache under pak now speaks to authenticated and corporate repositories.
pkgcache maintains the package metadata cache that pak and pkgdepends build on, so its releases are about knowing where packages live and what platform they were built for. Version 2.2.4 added support for authenticated repositories through repo_auth(), the first time the cache could reach private registries directly. The releases around it track a moving target: Posit Package Manager behaviour, R Universe binaries, macOS binary availability per R version, Bioconductor version mapping, and most recently comments in DESCRIPTION and PACKAGES files following a change in R-devel.
evaluate vs pkgcache: editorial side-by-side
evaluate
0.0INFRA · APIS
The engine under every knitted R document reached 1.0 by making evaluation behave like the console.
◆ Current state
evaluate captures the output, plots, messages and conditions produced by running R code, and it is the layer knitr and R Markdown sit on. The 1.0.0 release changed core semantics — multi-expression input now stops at the first error — and gave results a real class. Since then, releases have been graphics-focused: ragg-based capture when available, grid plot fixes, and a patch for ggplot2 4.0.0.
◆ Where it's heading
The package is being tightened rather than expanded. 1.0.0 removed complexity it could not justify, deprecated include_timing, dropped a function testing for an object it never created, and aligned error behaviour with the console; 1.0.4 then moved plot capture toward a faster, more capable device. The recurring theme is reliability of output capture across environments, which is exactly what a document-rendering substrate needs and what local_reproducible_output() exists to enforce.
◆ Prediction
Expect continued fast-follow patches keyed to graphics-stack releases — ggplot2 and ragg in particular — rather than new API surface.
pkgcache
0.0INFRA · APIS
The metadata cache under pak now speaks to authenticated and corporate repositories.
◆ Current state
pkgcache maintains the package metadata cache that pak and pkgdepends build on, so its releases are about knowing where packages live and what platform they were built for. Version 2.2.4 added support for authenticated repositories through repo_auth(), the first time the cache could reach private registries directly. The releases around it track a moving target: Posit Package Manager behaviour, R Universe binaries, macOS binary availability per R version, Bioconductor version mapping, and most recently comments in DESCRIPTION and PACKAGES files following a change in R-devel.
◆ Where it's heading
The work has shifted from CRAN-shaped assumptions toward the mixed reality of how R packages are actually distributed now — PPM snapshots, R Universe, private and authenticated registries, Bioconductor, and per-platform binaries across several R versions. Resilience is a recurring theme too: 2.2.5 makes an unreachable Bioconductor a non-fatal condition rather than a failure. MRAN's retirement, handled in 2.2.0 by resolving its prefix to PPM, is a reminder of how much of this package's job is absorbing other people's infrastructure changes.
◆ Prediction
Expect continued tracking of R-devel metadata format changes and new binary platforms as R 4.6 lands, since both already appear in 2.2.5. Further work on authenticated repository handling is the plausible follow-on, given how recently that capability arrived.
Alternatives to evaluate and pkgcache
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 evaluate or pkgcache.
Helm
Helm runs two release trains in lockstep while v3 walks toward end-of-life.
goodpractice
The R package-quality checker returns from CRAN limbo with checks you can select by category.
quarto
Quarto's editor extension is quietly becoming Positron-first while keeping VS Code parity.
q2
Ten releases in six days, methodically porting Quarto's surface into a Rust binary.
packrat
R's old dependency manager now runs on a vendored copy of its own successor.
See all evaluate alternatives → · See all pkgcache alternatives →
Recent activity from evaluate and pkgcache
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4mo agopkgcacheParses comments in DESCRIPTION and PACKAGES files
- 11mo agoevaluatePatch for ggplot2 4.0.0 support
- 1y agoevaluatePlot capture moves to ragg when available
- 1y agopkgcacherepo_auth() brings authenticated repositories to the cache ⚡
- 1y agoevaluateFix for rlang::abort() inside evaluate()
- 1y agoevaluate1.0 stops at the first error and gives results a class ⚡
- 1y agopkgcacheStops using source URLs for archived PPM packages
- 2y agoevaluateSource handler gains access to the parsed call
- 2y agopkgcacheHandles macOS binaries for R 4.5 development builds
- 2y agopkgcacheImproves R to Bioconductor version matching
- 3y agopkgcacheMRAN prefix deprecated in favour of PPM; platform override added
Frequently asked questions
What is the difference between evaluate and pkgcache?
Both compete on the same themes — r-lib — within Infra & APIs. evaluate and pkgcache 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 evaluate better than pkgcache?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. evaluate and pkgcache 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 evaluate?
Top evaluate alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "evaluate alternatives" section above for the current picks, or visit /alternatives/evaluate for the full list with editorial commentary on each.
What are the best alternatives to pkgcache?
Top pkgcache alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "pkgcache alternatives" section above for the current picks, or visit /alternatives/pkgcache for the full list with editorial commentary on each.