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A distribution catalogue that grows by one family at a time, and rarely breaks anything.
Alternatives · analytics tools
flashlight alternatives
The best flashlight alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 17, 2026
Looking for the best alternatives to flashlight? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, flashlight 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 flashlight
flashlight hit 1.0 by giving away its SHAP feature and making most of its API internal.
flashlight computes model-agnostic interpretability output — variable importance, partial dependence and effect profiles, breakdown plots — for fitted models in R. Version 1.0.0 in October 2025 executed a contraction announced two years earlier: add_shap() is deprecated in favour of the separate kernelshap and fastshap packages, type = "shap" is gone from every light_* function that accepted it, and eight previously exported helpers became internal. The release also restored compatibility with ggplot2 v4.
Velocity 0.0 · Last update 53m ago
Top 12 alternatives to flashlight
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
College football's open data client hit v2 — and now reports how many API calls you have left.
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The USA phenology data client rebuilt its entire stack and stopped handing users -9999 as a number.
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GeneNMF rebuilt how it derives meta-programs, changing every result it had produced.
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Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.
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A spatial-statistics utility package exists to be depended on, and is built accordingly.
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The area-proportional Euler diagram package is finished software, and maintained like it.
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A Cox cure-rate model package woke up after four years to simplify its own interface.
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A phyloseq toolbox keeps absorbing metabarcoding methods, and has started splitting into a family.
ANALYTICS
The R-ArcGIS plumbing layer grew a portal administration API and geoprocessing job support.
ANALYTICS
A parametric bootstrap for state-space models, shipped and then left alone.
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A Brazilian housing-data palette package went from internal tooling to public 1.0 in five days.
flashlight 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 |
|---|---|---|---|---|
| flashlight (baseline) | 0.0 | 0 | model-interpretabilityexplainable-aideprecation | SHAP handed off to kernelshap as the public API shrinks |
| TidyDensity | 0.0 | 0 | statistical-distributionsrandom-generationparameter-estimation | — |
| cfbfastr | 0.0 | 0 | college-footballsports-analyticsapi-migration | Rebuilt on CFBD API v2 with metered access and live endpoints |
| rnpn | 0.0 | 0 | phenologyapi-clientecological-data | Dependency stack and return types replaced wholesale |
| GeneNMF | 0.0 | 0 | single-cell-genomicsnmfgene-programs | Meta-programs rebuilt on gene weight vectors and cosine similarity |
| rempsyc | 0.0 | 0 | apa-formattingpsychology-researchstatistical-tables | — |
| sdsfun | 0.0 | 0 | spatial-statisticsgeodetectorspatial-clustering | — |
| eulerr | 0.0 | 0 | euler-diagramsset-visualizationoptimization | — |
| intsurv | 0.0 | 0 | survival-analysiscure-modelscensored-data | — |
| miscmetabar | 0.0 | 0 | metabarcodingphyloseqbioinformatics | — |
| arcgisutils | 0.0 | 0 | arcgisgeospatialapi-client | Portal administration and geoprocessing jobs join the utility layer |
| bootStateSpace | 0.0 | 0 | state-space-modelsparametric-bootstrappsychometrics | — |
| benviplot | 0.0 | 0 | data-visualizationcolor-palettesggplot2 | — |
The 12 best flashlight alternatives, in depth
1. TidyDensity · velocity 0.0
A distribution catalogue that grows by one family at a time, and rarely breaks anything.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where flashlight leans on model interpretability, explainable ai and deprecation, TidyDensity focuses on statistical distributions, random generation and parameter estimation.
TidyDensity and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full TidyDensity trajectory → · Compare flashlight vs TidyDensity →
2. cfbfastr · velocity 0.0
College football's open data client hit v2 — and now reports how many API calls you have left.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Rebuilt on CFBD API v2 with metered access and live endpoints”.
Where flashlight leans on model interpretability, explainable ai and deprecation, cfbfastr focuses on college football, sports analytics and api migration.
cfbfastr and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full cfbfastr trajectory → · Compare flashlight vs cfbfastr →
3. rnpn · velocity 0.0
The USA phenology data client rebuilt its entire stack and stopped handing users -9999 as a number.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Dependency stack and return types replaced wholesale”.
Where flashlight leans on model interpretability, explainable ai and deprecation, rnpn focuses on phenology, api client and ecological data.
rnpn and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. GeneNMF · velocity 0.0
GeneNMF rebuilt how it derives meta-programs, changing every result it had produced.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Meta-programs rebuilt on gene weight vectors and cosine similarity”.
Where flashlight leans on model interpretability, explainable ai and deprecation, GeneNMF focuses on single cell genomics, nmf and gene programs.
GeneNMF and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. rempsyc · velocity 0.0
Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where flashlight leans on model interpretability, explainable ai and deprecation, rempsyc focuses on apa formatting, psychology research and statistical tables.
rempsyc and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. sdsfun · velocity 0.0
A spatial-statistics utility package exists to be depended on, and is built accordingly.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where flashlight leans on model interpretability, explainable ai and deprecation, sdsfun focuses on spatial statistics, geodetector and spatial clustering.
sdsfun and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. eulerr · velocity 0.0
The area-proportional Euler diagram package is finished software, and maintained like it.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where flashlight leans on model interpretability, explainable ai and deprecation, eulerr focuses on euler diagrams, set visualization and optimization.
eulerr and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. intsurv · velocity 0.0
A Cox cure-rate model package woke up after four years to simplify its own interface.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where flashlight leans on model interpretability, explainable ai and deprecation, intsurv focuses on survival analysis, cure models and censored data.
intsurv and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. miscmetabar · velocity 0.0
A phyloseq toolbox keeps absorbing metabarcoding methods, and has started splitting into a family.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where flashlight leans on model interpretability, explainable ai and deprecation, miscmetabar focuses on metabarcoding, phyloseq and bioinformatics.
miscmetabar and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full miscmetabar trajectory → · Compare flashlight vs miscmetabar →
10. arcgisutils · velocity 0.0
The R-ArcGIS plumbing layer grew a portal administration API and geoprocessing job support.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Portal administration and geoprocessing jobs join the utility layer”.
Where flashlight leans on model interpretability, explainable ai and deprecation, arcgisutils focuses on arcgis, geospatial and api client.
arcgisutils and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full arcgisutils trajectory → · Compare flashlight vs arcgisutils →
11. bootStateSpace · velocity 0.0
A parametric bootstrap for state-space models, shipped and then left alone.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where flashlight leans on model interpretability, explainable ai and deprecation, bootStateSpace focuses on state space models, parametric bootstrap and psychometrics.
bootStateSpace and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full bootStateSpace trajectory → · Compare flashlight vs bootStateSpace →
12. benviplot · velocity 0.0
A Brazilian housing-data palette package went from internal tooling to public 1.0 in five days.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where flashlight leans on model interpretability, explainable ai and deprecation, benviplot focuses on data visualization, color palettes and ggplot2.
benviplot and flashlight have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full benviplot trajectory → · Compare flashlight vs benviplot →
Frequently asked questions
What are the best alternatives to flashlight?
The top flashlight alternatives we currently track in analytics tools are TidyDensity, cfbfastr, rnpn, GeneNMF, rempsyc, ranked by recent ship velocity.
How is this list of flashlight alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare flashlight directly with one of these alternatives?
Yes — every card has a "Compare with flashlight" link to a side-by-side /compare page.