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Comparison · Infra & APIs
b3doc vs exametrika
A side-by-side editorial comparison of b3doc and exametrika — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
b3doc vs exametrika: at a glance
What is b3doc?
A small B-Cubed utility for turning R Markdown into publishable docs
b3doc converts R Markdown to Markdown and rewrites front matter for documentation published by the B-Cubed project, which is its entire remit. Three releases exist: the initial pair of functions, a generalisation of the front-matter replacement, and a hardening pass that removed regex from the replace argument and standardised figures at 300 DPI. It sits in the b-cubed-eu family alongside impIndicator and shares contributors with the wider Belgian biodiversity tooling group.
What is exametrika?
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
exametrika is an R psychometrics package covering IRT, latent class/rank analysis, and biclustering, and it has been shipping features at an unusual clip for a CRAN package. The last two releases stopped adding capability and turned inward: 1.14.0 fixed a documented-but-never-implemented graphical-parameter passthrough, and 1.15.0 landed a full-codebase audit that corrected bugs which silently produced wrong results on missing data and 0-indexed polytomous codes. Argument names, orders, and defaults are now unified across the model functions, with every old name kept working behind a deprecation warning.
b3doc vs exametrika: editorial side-by-side
b3doc
0.0INFRA · APIS
A small B-Cubed utility for turning R Markdown into publishable docs
◆ Current state
b3doc converts R Markdown to Markdown and rewrites front matter for documentation published by the B-Cubed project, which is its entire remit. Three releases exist: the initial pair of functions, a generalisation of the front-matter replacement, and a hardening pass that removed regex from the replace argument and standardised figures at 300 DPI. It sits in the b-cubed-eu family alongside impIndicator and shares contributors with the wider Belgian biodiversity tooling group.
◆ Where it's heading
The direction is toward predictability over flexibility. The replace argument arrived in 0.2.0 generalising the earlier logo-specific behaviour, then 0.3.0 pulled regex support back out of it because escape characters and over-broad matches caused unintended edits. That is a maintainer choosing a narrower tool that fails obviously over a general one that fails quietly — a reasonable trade for a package that rewrites files in place.
◆ Prediction
Expect continued small releases driven by the documentation pipeline's needs, with output-quality defaults and front-matter handling the likely subjects rather than new functions.
exametrika
0.0INFRA · APIS
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
◆ Current state
exametrika is an R psychometrics package covering IRT, latent class/rank analysis, and biclustering, and it has been shipping features at an unusual clip for a CRAN package. The last two releases stopped adding capability and turned inward: 1.14.0 fixed a documented-but-never-implemented graphical-parameter passthrough, and 1.15.0 landed a full-codebase audit that corrected bugs which silently produced wrong results on missing data and 0-indexed polytomous codes. Argument names, orders, and defaults are now unified across the model functions, with every old name kept working behind a deprecation warning.
◆ Where it's heading
The arc runs from feature sprawl to consolidation. Through 1.9.0-1.13.0 the package added polytomous biclustering plots, nominal and ordinal IRM samplers, a C++ Gibbs core, and Graphical Lasso; the cost was inconsistent interfaces and correctness bugs that only surfaced under audit. The maintainer is also visibly optimizing for two external gatekeepers — CRAN's 10-minute check budget in 1.13.1, an R Journal reviewer in 1.14.0 — which suggests the package is being groomed for formal publication rather than just iterated on.
◆ Prediction
Expect the next release to continue the deprecation cleanup started in 1.15.0, likely retiring some of the old function names that have carried warnings since 1.7.0, with new modelling work paused until the R Journal submission clears.
Alternatives to b3doc and exametrika
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 b3doc or exametrika.
forestploter
A forest plot package that keeps handing users control of one more graphical detail.
ggInterval
Interval-valued data plotting, spending 2026 making its function names and examples survive CRAN.
rgm
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
contagionchannels
Three releases in ten days, every one of them a CRAN reviewer's correction rather than a code change.
tidyaudit
Pipeline provenance for tidyverse workflows, recording what changed at each step without keeping the data.
See all b3doc alternatives → · See all exametrika alternatives →
Recent activity from b3doc and exametrika
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoexametrikaFull-codebase audit fixes silent result corruption, unifies arguments
- 2mo agoexametrikaPlot methods finally forward the graphical parameters they documented
- 3mo agoexametrikaCRAN resubmission: slow tests skipped to fit the check budget
- 3mo agoexametrikaGraphical Lasso and Chatterjee's xi extend the package into network estimation ⚡
- 3mo agoexametrikaFrozen research baseline, never released to CRAN
- 4mo agob3docRegex dropped from replace; figures standardised at 300 DPI
- 5mo agoexametrikaNominal and ordinal IRM samplers, with generic dispatch by data type
- 0y agob3docFront-matter replacement generalised beyond the logo
- 1y agob3docInitial release: front-matter updates and Rmd-to-Markdown conversion
Frequently asked questions
What is the difference between b3doc and exametrika?
Both compete on the same themes — r-package — within Infra & APIs. b3doc and exametrika 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 b3doc better than exametrika?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. b3doc and exametrika 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 b3doc?
Top b3doc alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "b3doc alternatives" section above for the current picks, or visit /alternatives/b3doc for the full list with editorial commentary on each.
What are the best alternatives to exametrika?
Top exametrika alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "exametrika alternatives" section above for the current picks, or visit /alternatives/exametrika for the full list with editorial commentary on each.