glcdp reaches 1.0.0 with a stable schema contract behind its data explorer.
PEIMAN2 alternatives
The best PEIMAN2 alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Aug 20, 2026
Looking for the best alternatives to PEIMAN2? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, PEIMAN2 shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About PEIMAN2
PEIMAN2 cut its annotation database loose from its release cycle without breaking CRAN.
PEIMAN2 does enrichment analysis over post-translational modifications, testing whether a protein list is enriched for particular PTMs against UniProt-derived annotations, with translation functions bridging to mass spectrometry workflows. Its answers are only as current as its bundled database, and until June that database could only be refreshed by releasing a new package version. Version 1.1.0 changes that.
Velocity 0.0 · Last update 53m ago
Top 12 alternatives to PEIMAN2
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
prova adds expected-utility calculation on top of its Bayesian inference core.
The MSNI humanitarian needs framework as code, rewritten and re-broken every year
artoo makes any-to-any clinical dataset conversion lossless by construction.
tabular went from clinical tables to complete TFL output in under two months.
usmapdata ships its 2025 shapefiles on the year-indexed model it adopted in 0.4.0.
checkhelper grew from a check wrapper into a CRAN pre-submission auditor.
Four years dormant, rstudio.prefs returns under a new maintainer.
A Bayesian spatial modelling package rebuilding its foundations one breaking release at a time
ggpointless keeps adding the ggplot2 layers nobody else bothered to write.
mpactr spent two spring releases normalizing case in metadata after users kept tripping on it.
surveytidy taught every dplyr verb to operate on a whole collection of surveys at once.
PEIMAN2 vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| PEIMAN2 (baseline) | 0.0 | 0 | proteomicspost-translational-modificationenrichment-analysis | Database updates decouple from package releases |
| glcdp | 6.3 | 1 | r-packageslight-loggingdata-standards | glc_explore() adds a Shiny browser and metadata joins |
| prova | 6.3 | 1 | r-packagesbayesian-inferencedecision-analysis | exputility() brings decision analysis into prova |
| humind | 3.8 | 1 | humanitarian-analyticsneeds-assessmentr-package | 2026 MSNI rollout: HWISE-4 prerequisite, FCLCM, impactR4PHU dropped |
| artoo | 2.5 | 0 | r-packagesclinical-trialscdisc | Lossless any-to-any CDISC dataset conversion in pure R |
| tabular | 2.5 | 0 | r-packagesclinical-trialsdocument-rendering | figure() completes the T, F and L of TFL output |
| usmapdata | 2.5 | 0 | r-packagesgeospatialcensus-data | data_year turns the package into a multi-vintage archive |
| checkhelper | 2.5 | 0 | r-packagescran-compliancestatic-analysis | A static audit_* family for CRAN pre-submission checks |
| rstudio.prefs | 2.5 | 0 | r-packagesrstudiodeveloper-tools | — |
| inlabru | 2.5 | 0 | bayesian-modellingspatial-statisticsr-package | Drops sp and ggmap for an sf-native spatial stack |
| ggpointless | 0.0 | 0 | ggplot2-extensionsdata-visualizationpictogram-charts | — |
| mpactr | 0.0 | 0 | metabolomicsmass-spectrometrypeak-filtering | — |
| surveytidy | 0.0 | 0 | survey-statisticstidyversedplyr-verbs | — |
The 12 best PEIMAN2 alternatives, in depth
1. glcdp · velocity 6.3
Glcdp reaches 1.0.0 with a stable schema contract behind its data explorer.
Over the last 30 days glcdp shipped 1 meaningful update vs PEIMAN2's 0, most recently “glc_explore() adds a Shiny browser and metadata joins”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, glcdp focuses on r packages, light logging and data standards.
Over the last 30 days glcdp has been shipping faster than PEIMAN2 — a point in its favour if release momentum matters to you.
2. prova · velocity 6.3
Prova adds expected-utility calculation on top of its Bayesian inference core.
Over the last 30 days prova shipped 1 meaningful update vs PEIMAN2's 0, most recently “exputility() brings decision analysis into prova”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, prova focuses on r packages, bayesian inference and decision analysis.
Over the last 30 days prova has been shipping faster than PEIMAN2 — a point in its favour if release momentum matters to you.
3. humind · velocity 3.8
The MSNI humanitarian needs framework as code, rewritten and re-broken every year.
Over the last 30 days humind shipped 1 meaningful update vs PEIMAN2's 0, most recently “2026 MSNI rollout: HWISE-4 prerequisite, FCLCM, impactR4PHU dropped”. Its velocity score of 3.8/10 blends that with longer-term release cadence.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, humind focuses on humanitarian analytics, needs assessment and r package.
Over the last 30 days humind has been shipping faster than PEIMAN2 — a point in its favour if release momentum matters to you.
4. artoo · velocity 2.5
Artoo makes any-to-any clinical dataset conversion lossless by construction.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “Lossless any-to-any CDISC dataset conversion in pure R”.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, artoo focuses on r packages, clinical trials and cdisc.
artoo and PEIMAN2 have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. tabular · velocity 2.5
Tabular went from clinical tables to complete TFL output in under two months.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “figure() completes the T, F and L of TFL output”.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, tabular focuses on r packages, clinical trials and document rendering.
tabular and PEIMAN2 have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. usmapdata · velocity 2.5
Usmapdata ships its 2025 shapefiles on the year-indexed model it adopted in 0.4.0.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “data_year turns the package into a multi-vintage archive”.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, usmapdata focuses on r packages, geospatial and census data.
usmapdata and PEIMAN2 have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full usmapdata trajectory → · Compare PEIMAN2 vs usmapdata →
7. checkhelper · velocity 2.5
Checkhelper grew from a check wrapper into a CRAN pre-submission auditor.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “A static audit_* family for CRAN pre-submission checks”.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, checkhelper focuses on r packages, cran compliance and static analysis.
checkhelper and PEIMAN2 have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full checkhelper trajectory → · Compare PEIMAN2 vs checkhelper →
8. rstudio.prefs · velocity 2.5
Four years dormant, rstudio.prefs returns under a new maintainer.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, rstudio.prefs focuses on r packages, rstudio and developer tools.
rstudio.prefs and PEIMAN2 have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full rstudio.prefs trajectory → · Compare PEIMAN2 vs rstudio.prefs →
9. inlabru · velocity 2.5
A Bayesian spatial modelling package rebuilding its foundations one breaking release at a time.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “Drops sp and ggmap for an sf-native spatial stack”.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, inlabru focuses on bayesian modelling, spatial statistics and r package.
inlabru and PEIMAN2 have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. ggpointless · velocity 0.0
Ggpointless keeps adding the ggplot2 layers nobody else bothered to write.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, ggpointless focuses on ggplot2 extensions, data visualization and pictogram charts.
ggpointless and PEIMAN2 have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ggpointless trajectory → · Compare PEIMAN2 vs ggpointless →
11. mpactr · velocity 0.0
Mpactr spent two spring releases normalizing case in metadata after users kept tripping on it.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, mpactr focuses on metabolomics, mass spectrometry and peak filtering.
mpactr and PEIMAN2 have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. surveytidy · velocity 0.0
Surveytidy taught every dplyr verb to operate on a whole collection of surveys at once.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where PEIMAN2 leans on proteomics, post translational modification and enrichment analysis, surveytidy focuses on survey statistics, tidyverse and dplyr verbs.
surveytidy and PEIMAN2 have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full surveytidy trajectory → · Compare PEIMAN2 vs surveytidy →
Frequently asked questions
What are the best alternatives to PEIMAN2?
The top PEIMAN2 alternatives we currently track in developer tools are glcdp, prova, humind, artoo, tabular, ranked by recent ship velocity.
How is this list of PEIMAN2 alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare PEIMAN2 directly with one of these alternatives?
Yes — every card has a "Compare with PEIMAN2" link to a side-by-side /compare page.