exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
A side-by-side editorial comparison of EDAForge and plogr — release velocity, themes, recent moves, and the top alternatives to consider.
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
EDAForge's release feed shows a package changing identity between its first two tags. The v0.1.0 notes describe DataAudit, a data-quality auditing package built around audit_data(), reusable audit_rules() and audit_score(), with install instructions still pointing at vinodhpmd/DataAudit, while the repository now serves EDAForge. Only three tags exist, one of which is a bare compare link with no notes, and the most recent is a CRAN-policy cleanup rather than feature work.
A logging header for Rcpp packages that sat untouched for nine years, then changed how it switches on
plogr ships a stripped build of the plog C++ logging library as an R package, so other packages with C++ code can log through REprintf() and have output land in the R console rather than stdout. It is a header-only dependency with no R-level API to speak of. Three releases in September 2016 established it; the next arrived in November 2025.
EDAForge's release feed shows a package changing identity between its first two tags. The v0.1.0 notes describe DataAudit, a data-quality auditing package built around audit_data(), reusable audit_rules() and audit_score(), with install instructions still pointing at vinodhpmd/DataAudit, while the repository now serves EDAForge. Only three tags exist, one of which is a bare compare link with no notes, and the most recent is a CRAN-policy cleanup rather than feature work.
The substance so far is all in the DataAudit-named 0.1.0: more than a dozen check families spanning missing values, duplicates, ranges, patterns, dependencies and grouped sequences, wrapped in a structured report object with print and summary methods. The 0.1.1 that follows removes a default output path, moves examples to tempdir() and adds an introductory vignette, which is the standard shape of a package being made acceptable to CRAN. The public identity is currently ahead of the release notes, so a reader arriving at the feed cannot tell from it what EDAForge does.
Expect the next tag to align the notes with the EDAForge name and add exploratory-analysis functions alongside the auditing core; the compliance pass in 0.1.1 points at a CRAN submission as the near-term goal.
plogr ships a stripped build of the plog C++ logging library as an R package, so other packages with C++ code can log through REprintf() and have output land in the R console rather than stdout. It is a header-only dependency with no R-level API to speak of. Three releases in September 2016 established it; the next arrived in November 2025.
There is almost no trajectory to read here, which is itself the finding — the package was finished in a week and stayed finished. The 2025 release is the first change in nine years and it tightens the activation contract: logging now does nothing unless PLOGR_ENABLE is defined at compile time, so packages depending on it get silence by default rather than unexpected output. A GCC-specific fix for function names in multi-argument template classes lands alongside.
With the activation macro now explicit, dependent packages that assumed logging was on will need to define it; beyond that the entries give no basis for expecting further development.
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 EDAForge or plogr.
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
See all EDAForge alternatives → · See all plogr alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
Both compete on the same themes — r-package — within Infra & APIs. EDAForge is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. 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. EDAForge is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
Top EDAForge alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "EDAForge alternatives" section above for the current picks, or visit /alternatives/edaforge for the full list with editorial commentary on each.
Top plogr alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "plogr alternatives" section above for the current picks, or visit /alternatives/plogr for the full list with editorial commentary on each.