exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
Comparison · Infra & APIs
EDAForge vs whirl
A side-by-side editorial comparison of EDAForge and whirl — release velocity, themes, recent moves, and the top alternatives to consider.
EDAForge vs whirl: at a glance
What is EDAForge?
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.
What is whirl?
whirl turned script logging into a standardized provenance artifact regulators can read.
A parallel R script runner that produces execution logs, aimed at regulated analysis environments. The 0.3.0 release added write_biocompute(), emitting logs as BioCompute Objects in standardized JSON, and simplified the approved-package check to a plain package@version vector. Since then the work has been about what the log can be trusted to contain: an environment_secrets option to keep secret variables out of it, direct versus indirect package usage distinguished and highlighted against the approved list, and the same approval check extended to Python packages.
EDAForge vs whirl: editorial side-by-side
EDAForge
5.0INFRA · APIS
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
◆ Current state
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.
◆ Where it's heading
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.
◆ Prediction
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.
whirl
0.0INFRA · APIS
whirl turned script logging into a standardized provenance artifact regulators can read.
◆ Current state
A parallel R script runner that produces execution logs, aimed at regulated analysis environments. The 0.3.0 release added write_biocompute(), emitting logs as BioCompute Objects in standardized JSON, and simplified the approved-package check to a plain package@version vector. Since then the work has been about what the log can be trusted to contain: an environment_secrets option to keep secret variables out of it, direct versus indirect package usage distinguished and highlighted against the approved list, and the same approval check extended to Python packages.
◆ Where it's heading
The through-line is the log as evidence rather than as debugging output. Every recent addition either widens what the log proves — which packages were really used, in which language, against which approved list — or narrows what it must not leak. Setting options only through an explicit with_options argument to run() and getting renv library paths right for Quarto both point the same way: reproducible, auditable child sessions with nothing implicit.
◆ Prediction
Expect the approved-package and provenance machinery to keep expanding across languages and environments, since Python approval checks followed the R ones and both feed the same log.
Alternatives to EDAForge and whirl
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 whirl.
nuggets
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
projoint
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
eratosthenes
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
dqcheckr
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
lifecontingencies
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
See all EDAForge alternatives → · See all whirl alternatives →
Recent activity from EDAForge and whirl
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 18d agoEDAForgeCRAN-policy pass: no default write path, intro vignette
- 22d agoEDAForgeInitial release under the package's former name, DataAudit
- 27d agoEDAForgeEDAForge v0.1.0
- 7mo agowhirlExplicit option passing to child sessions; renv path fix
- 11mo agowhirlLogs flag package approval status and exclude secrets
- 1y agowhirlwhirl 0.3.0 ⚡
Frequently asked questions
What is the difference between EDAForge and whirl?
They serve adjacent needs but don't currently overlap on shipped themes. 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.
Is EDAForge better than whirl?
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.
What are the best alternatives to EDAForge?
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.
What are the best alternatives to whirl?
Top whirl alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "whirl alternatives" section above for the current picks, or visit /alternatives/whirl for the full list with editorial commentary on each.