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tidymodels vs typst-gather

A side-by-side editorial comparison of tidymodels and typst-gather — release velocity, themes, recent moves, and the top alternatives to consider.

tidymodels vs typst-gather: at a glance

Featuretidymodelstypst-gather
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themestidymodels, meta-package, dependency-management, namespace-conflictstypst, hermetic-builds, rust, cli-tooling
Last editorial update46m ago1h ago
WebsiteVisit →Visit →

What is tidymodels?

The meta-package ships almost nothing, which is exactly what a version-pinning shim should do

The tidymodels package is a loader and version pin for the modeling framework's core set rather than a place where features live. Its entire changelog consists of updated dependency versions, adjustments to how tidymodels_prefer() resolves name conflicts against other packages, and the occasional addition of a package to the core set — workflowsets in 0.1.3, tailor in 1.4.0. The most recent releases moved the package's own code from the magrittr pipe to R's base pipe and patched a bug where some attached packages were omitted.

Read the full tidymodels trajectory →

What is typst-gather?

Extracted from Quarto's CLI, typst-gather learned to explain a dependency tree before fetching it.

typst-gather collects Typst packages into a local cache so documents build offline and hermetically. It was extracted from quarto-cli and reached CRAN-equivalent shape in three releases over a single day, then added an `analyze` subcommand that walks `@Preview` and `@Local` imports — following transitive dependencies of local packages — and prints structured JSON without downloading or copying anything.

Read the full typst-gather trajectory →

tidymodels vs typst-gather: editorial side-by-side

T
tidymodels
ANALYTICS
0.0

The meta-package ships almost nothing, which is exactly what a version-pinning shim should do

◆ Current state

The tidymodels package is a loader and version pin for the modeling framework's core set rather than a place where features live. Its entire changelog consists of updated dependency versions, adjustments to how tidymodels_prefer() resolves name conflicts against other packages, and the occasional addition of a package to the core set — workflowsets in 0.1.3, tailor in 1.4.0. The most recent releases moved the package's own code from the magrittr pipe to R's base pipe and patched a bug where some attached packages were omitted.

◆ Where it's heading

Release cadence tracks the ecosystem rather than any roadmap of its own: a version bump when member packages release, a tidymodels_prefer() rule when a new conflict appears — DALEX::explains() over dplyr::explains(), recipes::update() over other update() methods. Additions to the core set are the only structurally interesting events, and there have been two in seven releases. Everything else is plumbing that exists so a single library() call attaches a consistent set of versions.

◆ Prediction

The next release will most likely be another version-set update, with any new core package the only thing worth noting. Feature news for this framework will keep arriving in the member packages, not here.

T
typst-gather
ANALYTICS
0.0

Extracted from Quarto's CLI, typst-gather learned to explain a dependency tree before fetching it.

◆ Current state

typst-gather collects Typst packages into a local cache so documents build offline and hermetically. It was extracted from quarto-cli and reached CRAN-equivalent shape in three releases over a single day, then added an `analyze` subcommand that walks `@Preview` and `@Local` imports — following transitive dependencies of local packages — and prints structured JSON without downloading or copying anything.

◆ Where it's heading

The 0.2.0 restructuring is the tell: subcommands with backwards compatibility, config readable from stdin, and every diagnostic message moved to stderr so stdout carries nothing but JSON. Those are the conventions of a tool meant to be called by another program, not typed by a person. Given its origin inside Quarto's toolchain, the plausible consumer is a build system that needs to know a document's package requirements before deciding what to fetch.

◆ Prediction

The analyze path currently reports imports; the natural extension visible from here is acting on that report — lockfile output or verification that a cache satisfies a document's dependency set — though the entries do not commit to either.

Alternatives to tidymodels and typst-gather

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 tidymodels or typst-gather.

See all tidymodels alternatives → · See all typst-gather alternatives →

Recent activity from tidymodels and typst-gather

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 5mo agotypst-gatheranalyze subcommand reports the import graph as JSON
  2. 5mo agotypst-gatherWindows path escaping fix and README expansion
  3. 5mo agotypst-gatherSplit out of quarto-cli as a standalone package gatherer
  4. 11mo agotidymodelsFix for packages omitted from attachment
  5. 11mo agotidymodelstailor joins the core set; base pipe replaces magrittr
  6. 1y agotidymodelsConflict preferences added for DALEX and recipes
  7. 3y agotidymodelsConflict preferences and pinned versions refreshed
  8. 4y agotidymodelsVersion refresh and testthat 3e migration
  9. 4y agotidymodelsRotating startup messages and an analysis template

Frequently asked questions

What is the difference between tidymodels and typst-gather?

They serve adjacent needs but don't currently overlap on shipped themes. tidymodels and typst-gather 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 tidymodels better than typst-gather?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. tidymodels and typst-gather 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 Analytics products to evaluate alongside.

What are the best alternatives to tidymodels?

Top tidymodels alternatives in Analytics are ranked by recent ship velocity. Browse the "tidymodels alternatives" section above for the current picks, or visit /alternatives/tidymodels for the full list with editorial commentary on each.

What are the best alternatives to typst-gather?

Top typst-gather alternatives in Analytics are ranked by recent ship velocity. Browse the "typst-gather alternatives" section above for the current picks, or visit /alternatives/typst-gather for the full list with editorial commentary on each.