compositional.mle
An MLE package rebuilt around composable solvers, then renamed to match.
Comparison · Analytics
checklist vs libr
A side-by-side editorial comparison of checklist and libr — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
checklist vs libr: at a glance
What is checklist?
An institutional R quality-control package that just split its citation half into its own tool.
checklist enforces coding, documentation and metadata standards for R packages and projects at INBO, the Flemish research institute for nature and forest, and runs as both a local tool and a GitHub Action. Much of its work concerns research-output metadata — Zenodo deposits, DOIs, ORCID, ROR identifiers, organisation records — rather than code style. Its most recent major release removed that entire area from the package.
What is libr?
The SAS datastep clone for R just got roughly nineteen times faster.
libr gives R users SAS-style data libraries and a datastep() construct, sitting alongside logr, reporter and procs in the r-sassy suite for analysts moving clinical workflows off SAS. Most of its release history is narrow bug-fixing in the libname() readers, particularly the sas7bdat engine. The exception dominates the window: a single 2026 release that rewrote datastep() performance and cut the installed package to a quarter of its former size.
checklist vs libr: editorial side-by-side
checklist
0.0ANALYTICS
An institutional R quality-control package that just split its citation half into its own tool.
◆ Current state
checklist enforces coding, documentation and metadata standards for R packages and projects at INBO, the Flemish research institute for nature and forest, and runs as both a local tool and a GitHub Action. Much of its work concerns research-output metadata — Zenodo deposits, DOIs, ORCID, ROR identifiers, organisation records — rather than code style. Its most recent major release removed that entire area from the package.
◆ Where it's heading
The direction is decomposition. An organisation class was first superseded by a more structured pair of classes, and then the whole citation and deposit surface moved out to a separate citeme package, leaving checklist focused on project and package checking. The sibling INBOmd package picked up the new dependency within a week, which is how this family propagates a change. What remains here is narrower and more clearly named than what it started with.
◆ Prediction
Expect checklist to continue tightening its remaining project-checking scope, with further citation and metadata work landing in citeme rather than here.
libr
2.5ANALYTICS
The SAS datastep clone for R just got roughly nineteen times faster.
◆ Current state
libr gives R users SAS-style data libraries and a datastep() construct, sitting alongside logr, reporter and procs in the r-sassy suite for analysts moving clinical workflows off SAS. Most of its release history is narrow bug-fixing in the libname() readers, particularly the sas7bdat engine. The exception dominates the window: a single 2026 release that rewrote datastep() performance and cut the installed package to a quarter of its former size.
◆ Where it's heading
Two threads run through these entries — steady correctness work on SAS file import, and a much less frequent but far more consequential push on making datastep() viable at real data volumes. The recent fix to empty-variable typing suggests the sas7bdat reader is still where edge cases surface. Having addressed both speed and package size in one release, the obvious remaining pressure is correctness and coverage of SAS semantics rather than throughput.
◆ Prediction
Expect the next releases to continue narrowing sas7bdat import edge cases, with any further datastep() work aimed at supporting more SAS syntax rather than at speed.
Alternatives to checklist and libr
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 checklist or libr.
nabla
nabla dropped its C++ engine to chase exact derivatives at any order.
snowflakeauth
Eight months from first release to keyring caching and workload identity.
kwb.geosalz
A research-project workflow package where the interesting work is in the plumbing.
cyclocomp
A cyclomatic complexity checker that ships once every couple of years, and lands when it does.
revdbayes
Extreme value sampling in pure upkeep mode, mostly answering to Rcpp and CRAN.
See all checklist alternatives → · See all libr alternatives →
Recent activity from checklist and libr
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 11d agolibrsas7bdat import no longer types empty variables as logical
- 1mo agochecklistOrganisation now passed correctly when creating a package skeleton
- 1mo agochecklistCitation and Zenodo functions split out into the citeme package ⚡
- 3mo agolibrdatastep() runs 83K rows in 21.6 seconds instead of 6.7 minutes ⚡
- 5mo agolibrTest data removed to reduce package size
- 5mo agochecklistZenodo deposits gain publisher, EU grant IDs and ROR handling
- 7mo agochecklistContributing and conduct files created only when requested
- 8mo agochecklistGitHub Action restores renv environments and installs system dependencies
- 8mo agochecklistorganisation class superseded by org_list and org_item
- 2y agolibrlibname() no longer fails on an empty dataset
- 2y agolibrlib_write() detects dataset changes again
- 2y agolibrlibname() handles file names containing multiple dots
Frequently asked questions
What is the difference between checklist and libr?
Both compete on the same themes — r-package — within Analytics. libr is currently shipping more aggressively (velocity 2.5 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 checklist better than libr?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. libr is currently shipping more aggressively (velocity 2.5 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 Analytics products to evaluate alongside.
What are the best alternatives to checklist?
Top checklist alternatives in Analytics are ranked by recent ship velocity. Browse the "checklist alternatives" section above for the current picks, or visit /alternatives/checklist for the full list with editorial commentary on each.
What are the best alternatives to libr?
Top libr alternatives in Analytics are ranked by recent ship velocity. Browse the "libr alternatives" section above for the current picks, or visit /alternatives/libr for the full list with editorial commentary on each.