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Comparison · Infra & APIs

crandep vs metagroup

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

Shared themes:cran

crandep vs metagroup: at a glance

Featurecrandepmetagroup
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themescran, dependency-network, power-law, mcmcmeta-analysis, heterogeneity, clustering, first-release
Last editorial update36m ago2h ago
WebsiteVisit →Visit →

What is crandep?

Half CRAN dependency scraper, half extreme-value modelling kit — and the scraper half keeps finding bugs.

crandep does two jobs that rarely share a package: it harvests the CRAN dependency network, and it fits power-law and extreme-value mixture models to the resulting degree distributions. The 2024 releases were all model work — profile posteriors, wrappers, a constrained variant, a TZP-power-law mixture between the two- and three-component models. The 2025 releases are entirely the other half, fixing what the harvester was silently getting wrong.

Read the full crandep trajectory →

What is metagroup?

A first release that turns meta-analytic heterogeneity into interpretable subgroups.

metagroup reached CRAN in late August with a complete first release: eight grouping functions covering binary, continuous, correlational, proportion, incidence and generic inverse-variance data, plus interpretation and plotting on top. The two releases since are CRAN review housekeeping. The package has shipped nothing but its launch.

Read the full metagroup trajectory →

crandep vs metagroup: editorial side-by-side

C
crandep
INFRA · APIS
0.0

Half CRAN dependency scraper, half extreme-value modelling kit — and the scraper half keeps finding bugs.

◆ Current state

crandep does two jobs that rarely share a package: it harvests the CRAN dependency network, and it fits power-law and extreme-value mixture models to the resulting degree distributions. The 2024 releases were all model work — profile posteriors, wrappers, a constrained variant, a TZP-power-law mixture between the two- and three-component models. The 2025 releases are entirely the other half, fixing what the harvester was silently getting wrong.

◆ Where it's heading

The modelling side has settled into a family of mixtures with matching wrapper and profile-posterior functions, and has not gained a new component since mid-2024. Attention has shifted to data quality in the scraper, where two consecutive releases dealt with the same class of problem: rows that should not exist because of trailing commas in CRAN's own metadata, and rows that should exist but did not because orphan packages have no edges. For a package whose science is degree distributions, missing isolated nodes is a modelling error, not a formatting one.

◆ Prediction

Expect further hardening against CRAN metadata quirks in the harvesting functions; the mixture-model side looks feature-complete and is likely to stay quiet unless a new component model is published.

M
metagroup
INFRA · APIS
0.0

A first release that turns meta-analytic heterogeneity into interpretable subgroups.

◆ Current state

metagroup reached CRAN in late August with a complete first release: eight grouping functions covering binary, continuous, correlational, proportion, incidence and generic inverse-variance data, plus interpretation and plotting on top. The two releases since are CRAN review housekeeping. The package has shipped nothing but its launch.

◆ Where it's heading

The design is a two-step pipeline, partitioning studies into homogeneous clusters and then characterising what those clusters have in common, which puts interpretation rather than detection at the centre. The follow-up releases suggest the author is still clearing the CRAN intake process rather than extending the method.

◆ Prediction

The next substantive release most likely broadens the interpretation side, since the grouping functions already cover the standard effect-size types.

Alternatives to crandep and metagroup

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 crandep or metagroup.

See all crandep alternatives → · See all metagroup alternatives →

Recent activity from crandep and metagroup

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

  1. 11mo agometagroupCRAN review feedback: description and documentation polish
  2. 11mo agometagroupLICENSE file removed for CRAN submission
  3. 11mo agometagroupFirst release: homogeneity-based subgrouping for meta-analysis
  4. 1y agocrandepDependency harvest split in two so orphan packages stop disappearing
  5. 1y agocrandepTrailing commas in CRAN metadata no longer produce empty-name rows
  6. 2y agocrandepConstrained two-component mixture with continuity at the threshold
  7. 2y agocrandepArgument names normalised to x_max; MCMC wrapper defaults set
  8. 2y agocrandepTZP-power-law mixture fills the gap between the 2- and 3-component models
  9. 2y agocrandepProfile posteriors and chained MCMC wrappers for the mixture models

Frequently asked questions

What is the difference between crandep and metagroup?

Both compete on the same themes — cran — within Infra & APIs. crandep and metagroup 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 crandep better than metagroup?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. crandep and metagroup 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 crandep?

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

What are the best alternatives to metagroup?

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