ANALYTICS
A GPU-accelerated Bayesian GLM package buys its way into the standard R Bayesian toolchain
Alternatives · analytics tools
atrrr alternatives
The best atrrr alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 17, 2026
Looking for the best alternatives to atrrr? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, atrrr 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 atrrr
The R client for Bluesky adds a firehose and stops assuming Bluesky is the server
atrrr wraps the AT Protocol for R, covering posting, search, profiles, lists, direct messages and starter packs. The latest release adds an experimental firehose implementation and allows connecting to personal data servers other than Bluesky's — Eurosky is the example given. Earlier releases built out the posting surface: videos, multiple images, link preview cards, hashtags, and ggplot2 objects posted directly.
Velocity 0.0 · Last update 1h ago
Top 12 alternatives to atrrr
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
A single-cell data store commits to Zarr v3 and range-readable hosting across four language surfaces
ANALYTICS
A trend-extraction toolkit grows a full decomposition engine, seasonal components and all.
ANALYTICS
The standard QTL mapping package in R opened its genome scan to user-supplied likelihood models.
ANALYTICS
The R client for Our World in Data found its search had been reading a tenth of the catalog.
ANALYTICS
Text analysis in R keeps optimising its token internals — and builds a path out to torch
ANALYTICS
The ModernDive teaching package learns to render inside the browser that runs its own textbook
ANALYTICS
The R client for PurpleAir sensors keeps finding its time-averaging was wrong.
ANALYTICS
A board game graphics package runs one of the most disciplined deprecation cycles in R.
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The explainable-ensemble-tree package now measures whether its own explanations are faithful.
ANALYTICS
The discrete-data FDR package is being pared into one piece of a larger multiple-testing suite.
ANALYTICS
A scientific-text analysis package moved from counting citations to classifying argument structure.
atrrr 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 |
|---|---|---|---|---|
| atrrr (baseline) | 0.0 | 0 | social-media-researchat-protocolbluesky | Experimental firehose and support for non-Bluesky PDS |
| glmbayes | 6.3 | 1 | bayesian-statisticsgeneralized-linear-modelsopencl | OpenCL split out to nmathopencl; insight and bayestestR integration |
| lstar | 5.0 | 0 | single-cell-genomicszarrwasm | lstar 0.2.0 |
| trendseries | 3.8 | 1 | time-serieseconometricsr-package | Decomposition becomes a first-class operation, five methods deep |
| qtl2 | 2.5 | 0 | qtl-mappingstatistical-geneticsbioinformatics | A genome scan that takes your own likelihood function |
| r-owidapi | 2.5 | 0 | open-dataour-world-in-datar-package | — |
| quanteda | 2.5 | 0 | text-analysisnatural-language-processingr-package | CRAN v4.0 |
| moderndive | 2.5 | 0 | statistics-educationwebrregression | — |
| PurpleAir | 0.0 | 0 | air-qualitysensor-datar-package | — |
| piecepackr | 0.0 | 0 | board-gamesgraphicsr-package | — |
| e2tree | 0.0 | 0 | explainable-aiensemble-methodsdecision-trees | A significance-tested measure of explanation fidelity |
| discretefdr | 0.0 | 0 | multiple-testingfalse-discovery-ratediscrete-statistics | — |
| contentanalysis | 0.0 | 0 | text-analysisbibliometricsscientific-writing | Sentence-level rhetorical move classification arrives |
The 12 best atrrr alternatives, in depth
1. glmbayes · velocity 6.3
A GPU-accelerated Bayesian GLM package buys its way into the standard R Bayesian toolchain.
Over the last 30 days glmbayes shipped 1 meaningful update vs atrrr's 0, most recently “OpenCL split out to nmathopencl; insight and bayestestR integration”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where atrrr leans on social media research, at protocol and bluesky, glmbayes focuses on bayesian statistics, generalized linear models and opencl.
Over the last 30 days glmbayes has been shipping faster than atrrr — a point in its favour if release momentum matters to you.
2. lstar · velocity 5.0
A single-cell data store commits to Zarr v3 and range-readable hosting across four language surfaces.
Its velocity score of 5.0/10 reflects longer-term release cadence; its most recent meaningful update was “lstar 0.2.0”.
Where atrrr leans on social media research, at protocol and bluesky, lstar focuses on single cell genomics, zarr and wasm.
lstar and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. trendseries · velocity 3.8
A trend-extraction toolkit grows a full decomposition engine, seasonal components and all.
Over the last 30 days trendseries shipped 1 meaningful update vs atrrr's 0, most recently “Decomposition becomes a first-class operation, five methods deep”. Its velocity score of 3.8/10 blends that with longer-term release cadence.
Where atrrr leans on social media research, at protocol and bluesky, trendseries focuses on time series, econometrics and r package.
Over the last 30 days trendseries has been shipping faster than atrrr — a point in its favour if release momentum matters to you.
Full trendseries trajectory → · Compare atrrr vs trendseries →
4. qtl2 · velocity 2.5
The standard QTL mapping package in R opened its genome scan to user-supplied likelihood models.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “A genome scan that takes your own likelihood function”.
Where atrrr leans on social media research, at protocol and bluesky, qtl2 focuses on qtl mapping, statistical genetics and bioinformatics.
qtl2 and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. r-owidapi · velocity 2.5
The R client for Our World in Data found its search had been reading a tenth of the catalog.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where atrrr leans on social media research, at protocol and bluesky, r-owidapi focuses on open data, our world in data and r package.
r-owidapi and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. quanteda · velocity 2.5
Text analysis in R keeps optimising its token internals — and builds a path out to torch.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “CRAN v4.0”.
Where atrrr leans on social media research, at protocol and bluesky, quanteda focuses on text analysis, natural language processing and r package.
quanteda and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. moderndive · velocity 2.5
The ModernDive teaching package learns to render inside the browser that runs its own textbook.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where atrrr leans on social media research, at protocol and bluesky, moderndive focuses on statistics education, webr and regression.
moderndive and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full moderndive trajectory → · Compare atrrr vs moderndive →
8. PurpleAir · velocity 0.0
The R client for PurpleAir sensors keeps finding its time-averaging was wrong.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where atrrr leans on social media research, at protocol and bluesky, PurpleAir focuses on air quality, sensor data and r package.
PurpleAir and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. piecepackr · velocity 0.0
A board game graphics package runs one of the most disciplined deprecation cycles in R.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where atrrr leans on social media research, at protocol and bluesky, piecepackr focuses on board games, graphics and r package.
piecepackr and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full piecepackr trajectory → · Compare atrrr vs piecepackr →
10. e2tree · velocity 0.0
The explainable-ensemble-tree package now measures whether its own explanations are faithful.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “A significance-tested measure of explanation fidelity”.
Where atrrr leans on social media research, at protocol and bluesky, e2tree focuses on explainable ai, ensemble methods and decision trees.
e2tree and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. discretefdr · velocity 0.0
The discrete-data FDR package is being pared into one piece of a larger multiple-testing suite.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where atrrr leans on social media research, at protocol and bluesky, discretefdr focuses on multiple testing, false discovery rate and discrete statistics.
discretefdr and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full discretefdr trajectory → · Compare atrrr vs discretefdr →
12. contentanalysis · velocity 0.0
A scientific-text analysis package moved from counting citations to classifying argument structure.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Sentence-level rhetorical move classification arrives”.
Where atrrr leans on social media research, at protocol and bluesky, contentanalysis focuses on text analysis, bibliometrics and scientific writing.
contentanalysis and atrrr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full contentanalysis trajectory → · Compare atrrr vs contentanalysis →
Frequently asked questions
What are the best alternatives to atrrr?
The top atrrr alternatives we currently track in analytics tools are glmbayes, lstar, trendseries, qtl2, r-owidapi, ranked by recent ship velocity.
How is this list of atrrr alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare atrrr directly with one of these alternatives?
Yes — every card has a "Compare with atrrr" link to a side-by-side /compare page.