Cronicle
The job scheduler's release stream is now almost entirely vulnerability patching and authorization hardening.
Comparison · Infra & APIs
checkhelper vs pool
A side-by-side editorial comparison of checkhelper and pool — release velocity, themes, recent moves, and the top alternatives to consider.
checkhelper vs pool: at a glance
What is checkhelper?
checkhelper grew from a check wrapper into a CRAN pre-submission auditor.
Two years of near-silence ended with a 1.0.0 that adds a whole audit_* family: audit_downloads(), audit_description(), audit_dontrun() and audit_citation(), each parsing package source statically and returning a tibble of hits paired with a suggested fix. check_n_covr() runs R CMD check and coverage in a single test pass instead of two.
What is pool?
Hit 1.0, relicensed to MIT, and has shipped almost nothing but dbplyr compatibility since.
pool manages database connection pools for R, and its 1.0.0 release in early 2023 was the last time it changed meaningfully: MIT relicensing, an onCreate hook for every new connection, localCheckout(), the dbplyr 2.0 interface, and a validation interval cut from 600s to 60s. The five releases since are almost entirely about staying compatible with DBI and dbplyr as those packages evolve — the most recent, 1.0.5, is a single line of forward-compatibility for dbplyr's upcoming dialect-based dispatch.
checkhelper vs pool: editorial side-by-side
checkhelper
0.0INFRA · APIS
checkhelper grew from a check wrapper into a CRAN pre-submission auditor.
◆ Current state
Two years of near-silence ended with a 1.0.0 that adds a whole audit_* family: audit_downloads(), audit_description(), audit_dontrun() and audit_citation(), each parsing package source statically and returning a tibble of hits paired with a suggested fix. check_n_covr() runs R CMD check and coverage in a single test pass instead of two.
◆ Where it's heading
The design commitment is static analysis — AST walks via getParseData(), line-by-line Rd reading, no eval() and no namespace loading — so the tool can report on a package it never runs. The existing fix_globals() was reworked the same way: it merges with an existing R/globals.R instead of overwriting it, and separates data.table and rlang pronouns from real undeclared globals so they get an @importFrom line rather than a globalVariables() entry.
◆ Prediction
Each additional CRAN incoming-check rule is a candidate for another audit_* function; the open question these notes leave is whether the family ever gets a single combined entry point.
pool
0.0INFRA · APIS
Hit 1.0, relicensed to MIT, and has shipped almost nothing but dbplyr compatibility since.
◆ Current state
pool manages database connection pools for R, and its 1.0.0 release in early 2023 was the last time it changed meaningfully: MIT relicensing, an onCreate hook for every new connection, localCheckout(), the dbplyr 2.0 interface, and a validation interval cut from 600s to 60s. The five releases since are almost entirely about staying compatible with DBI and dbplyr as those packages evolve — the most recent, 1.0.5, is a single line of forward-compatibility for dbplyr's upcoming dialect-based dispatch.
◆ Where it's heading
This is a component that has reached its useful shape and now moves only when the packages around it move. Every post-1.0 entry is either a dependency floor being raised, a generic being wrapped, or an example being rewritten. The one thing worth watching is that pool has to implement each new dbplyr and DBI generic by hand, so its release cadence is set by that upstream surface rather than by its own roadmap.
◆ Prediction
The next release will almost certainly be another dbplyr or DBI compatibility pass, most likely completing the dialect-based dispatch work that 1.0.5 prepared for. Nothing in these entries suggests new pooling capability is planned.
Alternatives to checkhelper and pool
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 checkhelper or pool.
Helm
Helm runs two release trains in lockstep while v3 walks toward end-of-life.
goodpractice
The R package-quality checker returns from CRAN limbo with checks you can select by category.
quarto
Quarto's editor extension is quietly becoming Positron-first while keeping VS Code parity.
q2
Ten releases in six days, methodically porting Quarto's surface into a Rust binary.
pkgcache
The metadata cache under pak now speaks to authenticated and corporate repositories.
See all checkhelper alternatives → · See all pool alternatives →
Recent activity from checkhelper and pool
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2mo agopoolPrepares for dbplyr's dialect-based dispatch
- 3mo agocheckhelperA static audit_* family for CRAN pre-submission checks ⚡
- 1y agopoolExamples switched from hosted MySQL to local SQLite
- 2y agopoolRequires DBI 1.2.0; warns on outdated dbplyr
- 2y agocheckhelperTest fixes for roxygen2 changes
- 2y agopoolAdds Arrow-returning DBI generics; drops withr dependency
- 3y agocheckhelpercheckhelper 0.1.0 - First CRAN Release
- 3y agopoolcopy_to() returns a pool-backed table
- 3y agopool1.0: MIT relicense, onCreate hook, dbplyr 2.0 interface ⚡
Frequently asked questions
What is the difference between checkhelper and pool?
They serve adjacent needs but don't currently overlap on shipped themes. checkhelper and pool 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 checkhelper better than pool?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. checkhelper and pool 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 checkhelper?
Top checkhelper alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "checkhelper alternatives" section above for the current picks, or visit /alternatives/checkhelper for the full list with editorial commentary on each.
What are the best alternatives to pool?
Top pool alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "pool alternatives" section above for the current picks, or visit /alternatives/pool for the full list with editorial commentary on each.