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Comparison · Analytics

atrrr vs rempsyc

A side-by-side editorial comparison of atrrr and rempsyc — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:r-package

atrrr vs rempsyc: at a glance

Featureatrrrrempsyc
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themessocial-media-research, at-protocol, bluesky, r-packageapa-formatting, psychology-research, statistical-tables, ggplot2
Last editorial update5h ago53m ago
WebsiteVisit →Visit →

What is 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.

Read the full atrrr trajectory →

What is rempsyc?

Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.

rempsyc produces APA-formatted tables and figures for psychology research — nice_table() for results tables, plus plotting helpers for scatter plots, violin plots, densities and simple slopes. Its releases are CRAN submissions that bundle a long run of development versions, so each entry reads as a digest rather than a single change. The most recent, 0.2.0, added point labelling and per-group correlation statistics to nice_scatter and fixed nice_lm() failing on factor covariates with more than two levels.

Read the full rempsyc trajectory →

atrrr vs rempsyc: editorial side-by-side

A
atrrr
ANALYTICS
0.0

The R client for Bluesky adds a firehose and stops assuming Bluesky is the server

◆ Current state

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.

◆ Where it's heading

Two years of work made atrrr a capable REST client for one network. This release starts undoing that second part. The firehose is a different access mode — a stream rather than a request — which is what researchers doing collection at scale need, and PDS-agnosticism means the package addresses the protocol rather than the company. The rest of the changelog is steadily maintenance-shaped: repeated httr2 compatibility work, endpoint changes tracked as they happen.

◆ Prediction

The firehose is labelled experimental, so the next release most likely stabilises it rather than opening another front — though the notes give no detail on what remains unfinished.

R
rempsyc
ANALYTICS
0.0

Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.

◆ Current state

rempsyc produces APA-formatted tables and figures for psychology research — nice_table() for results tables, plus plotting helpers for scatter plots, violin plots, densities and simple slopes. Its releases are CRAN submissions that bundle a long run of development versions, so each entry reads as a digest rather than a single change. The most recent, 0.2.0, added point labelling and per-group correlation statistics to nice_scatter and fixed nice_lm() failing on factor covariates with more than two levels.

◆ Where it's heading

Two forces drive this package and neither is its own roadmap. The first is APA style: when the 7th edition advised against beta for standardized coefficients, the package switched its output to italic b with an asterisk. The second is the surrounding ecosystem — formatting is aligned to what lavaanExtra and afex produce, contrast handling was delegated to easystats' modelbased, and Excel correlation matrix export was handed entirely to the correlation package to cut maintenance.

◆ Prediction

The pattern of delegating functionality to specialist packages while keeping the formatting layer is well established and likely continues. Because releases bundle many small dev versions, the next one will probably again mix plotting refinements with fixes surfaced by upstream changes.

Alternatives to atrrr and rempsyc

Other Analytics 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 atrrr or rempsyc.

See all atrrr alternatives → · See all rempsyc alternatives →

Recent activity from atrrr and rempsyc

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 2mo agoatrrrExperimental firehose and support for non-Bluesky PDS
  2. 11mo agorempsycPoint labels and per-group correlations added to nice_scatter
  3. 1y agoatrrrDirect messages and starter-pack queries
  4. 1y agorempsycExcel correlation export delegated to the correlation package
  5. 1y agoatrrrPosting and auth fixes for httr2 1.1.0
  6. 1y agoatrrrVideo posting, multi-image support, and list retrieval
  7. 1y agoatrrrLanguage, tag and label options on posts
  8. 2y agorempsycTable spacing control and a fix for name collision with afex
  9. 2y agoatrrrPreview cards, hashtags, and direct ggplot2 posting
  10. 2y agorempsycStandardized coefficients switch to APA 7th edition b* notation
  11. 2y agorempsycLegend and standardization-check fixes
  12. 2y agorempsycnice_table starts coercing model objects automatically

Frequently asked questions

What is the difference between atrrr and rempsyc?

Both compete on the same themes — r-package — within Analytics. atrrr and rempsyc 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 atrrr better than rempsyc?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. atrrr and rempsyc 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 Analytics products to evaluate alongside.

What are the best alternatives to atrrr?

Top atrrr alternatives in Analytics are ranked by recent ship velocity. Browse the "atrrr alternatives" section above for the current picks, or visit /alternatives/atrrr for the full list with editorial commentary on each.

What are the best alternatives to rempsyc?

Top rempsyc alternatives in Analytics are ranked by recent ship velocity. Browse the "rempsyc alternatives" section above for the current picks, or visit /alternatives/rempsyc for the full list with editorial commentary on each.