INFRA · APIS
The D-score reference implementation rebuilt its measurement foundation on seven countries.
Alternatives · developer tools
ncmR alternatives
The best ncmR alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Aug 20, 2026
Looking for the best alternatives to ncmR? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, ncmR 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 ncmR
Three weeks from first CRAN submission to a point-and-click neutral community model
ncmR fits the neutral community model to microbiome and ecological abundance data. The whole feed is three weeks long: fit_ncm() and summary methods at 0.1.0 on 1 April, a scatter plot with fitted curve and confidence interval at 0.2.0, then a Shiny application wrapping both at 0.3.0, then a row-name bugfix. It is a new package moving fast in its first month.
Velocity 0.0 · Last update 52m ago
Top 12 alternatives to ncmR
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
A football-viz package just swapped scraping for an API and broke its own output to do it.
INFRA · APIS
A gene-set enrichment package that outgrew its human-only origins, then went quiet.
INFRA · APIS
The recursive-computation engine under massProps grows the accessors its consumer needed
INFRA · APIS
A mass-properties rollup spends a year on documentation and follows its sibling's API
INFRA · APIS
Six months of releases and not one of them touched the scoring models
INFRA · APIS
A cognitive-science sampling package ships once, then goes quiet for eighteen months
INFRA · APIS
A Bayesian volatility sampler in its maintenance decade, paying for its own speed
INFRA · APIS
A black-box interpreter reaches CRAN, then learns multi-class and survival responses
INFRA · APIS
Spatial thinning grows a result object, and the API breaks to make room for it
INFRA · APIS
A dormant plant-breeding package returns as a genomic selection index suite
INFRA · APIS
CRAN download analytics maintained one micro-change at a time, hundreds per year
ncmR 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 |
|---|---|---|---|---|
| ncmR (baseline) | 0.0 | 0 | microbiomeecologyneutral-community-model | A Shiny app for fitting and plotting neutral community models |
| dscore | 0.0 | 0 | child-developmentpsychometricsglobal-health | dscore 2.0.0 |
| ggfootball | 0.0 | 0 | sports-analyticsr-packagedata-scraping | ggfootball 0.3.0 |
| goat | 0.0 | 0 | bioinformaticsgene-set-analysisr-package | Gene sets beyond human, and analyses you can reload |
| rollupTree | 0.0 | 0 | recursive-computationtree-structuresdag | — |
| massProps | 0.0 | 0 | systems-engineeringmass-propertiesuncertainty-propagation | — |
| writeAlizer | 0.0 | 0 | writing-assessmentnlp-featuresmodel-artifacts | — |
| samplr | 0.0 | 0 | cognitive-sciencesampling-algorithmsmcmc | — |
| stochvol | 0.0 | 0 | bayesian-inferencestochastic-volatilitymcmc | — |
| midr | 0.0 | 0 | explainable-aisurrogate-modelsshapley | Matrix responses bring multi-class and survival models in scope |
| GeoThinneR | 0.0 | 0 | spatial-thinningspecies-distributionoccurrence-data | GeoThinned result objects and a reorganised method surface |
| selection.index | 0.0 | 0 | plant-breedingselection-indexgenomic-selection | Genomic, marker and multi-stage selection indices on an Rcpp core |
| packageRank | 0.0 | 0 | crandownload-analyticslog-filtering | — |
The 12 best ncmR alternatives, in depth
1. dscore · velocity 0.0
The D-score reference implementation rebuilt its measurement foundation on seven countries.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “dscore 2.0.0”.
Where ncmR leans on microbiome, ecology and neutral community model, dscore focuses on child development, psychometrics and global health.
dscore and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. ggfootball · velocity 0.0
A football-viz package just swapped scraping for an API and broke its own output to do it.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “ggfootball 0.3.0”.
Where ncmR leans on microbiome, ecology and neutral community model, ggfootball focuses on sports analytics, r package and data scraping.
ggfootball and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. goat · velocity 0.0
A gene-set enrichment package that outgrew its human-only origins, then went quiet.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Gene sets beyond human, and analyses you can reload”.
Where ncmR leans on microbiome, ecology and neutral community model, goat focuses on bioinformatics, gene set analysis and r package.
goat and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. rollupTree · velocity 0.0
The recursive-computation engine under massProps grows the accessors its consumer needed.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ncmR leans on microbiome, ecology and neutral community model, rollupTree focuses on recursive computation, tree structures and dag.
rollupTree and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. massProps · velocity 0.0
A mass-properties rollup spends a year on documentation and follows its sibling's API.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ncmR leans on microbiome, ecology and neutral community model, massProps focuses on systems engineering, mass properties and uncertainty propagation.
massProps and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. writeAlizer · velocity 0.0
Six months of releases and not one of them touched the scoring models.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ncmR leans on microbiome, ecology and neutral community model, writeAlizer focuses on writing assessment, nlp features and model artifacts.
writeAlizer and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full writeAlizer trajectory → · Compare ncmR vs writeAlizer →
7. samplr · velocity 0.0
A cognitive-science sampling package ships once, then goes quiet for eighteen months.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ncmR leans on microbiome, ecology and neutral community model, samplr focuses on cognitive science, sampling algorithms and mcmc.
samplr and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. stochvol · velocity 0.0
A Bayesian volatility sampler in its maintenance decade, paying for its own speed.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ncmR leans on microbiome, ecology and neutral community model, stochvol focuses on bayesian inference, stochastic volatility and mcmc.
stochvol and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. midr · velocity 0.0
A black-box interpreter reaches CRAN, then learns multi-class and survival responses.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Matrix responses bring multi-class and survival models in scope”.
Where ncmR leans on microbiome, ecology and neutral community model, midr focuses on explainable ai, surrogate models and shapley.
midr and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. GeoThinneR · velocity 0.0
Spatial thinning grows a result object, and the API breaks to make room for it.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “GeoThinned result objects and a reorganised method surface”.
Where ncmR leans on microbiome, ecology and neutral community model, GeoThinneR focuses on spatial thinning, species distribution and occurrence data.
GeoThinneR and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. selection.index · velocity 0.0
A dormant plant-breeding package returns as a genomic selection index suite.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Genomic, marker and multi-stage selection indices on an Rcpp core”.
Where ncmR leans on microbiome, ecology and neutral community model, selection.index focuses on plant breeding, selection index and genomic selection.
selection.index and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full selection.index trajectory → · Compare ncmR vs selection.index →
12. packageRank · velocity 0.0
CRAN download analytics maintained one micro-change at a time, hundreds per year.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ncmR leans on microbiome, ecology and neutral community model, packageRank focuses on cran, download analytics and log filtering.
packageRank and ncmR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full packageRank trajectory → · Compare ncmR vs packageRank →
Frequently asked questions
What are the best alternatives to ncmR?
The top ncmR alternatives we currently track in developer tools are dscore, ggfootball, goat, rollupTree, massProps, ranked by recent ship velocity.
How is this list of ncmR alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare ncmR directly with one of these alternatives?
Yes — every card has a "Compare with ncmR" link to a side-by-side /compare page.