ANALYTICS
The Manhattan-plot package for GWAS results, finished and dormant since 2017.
Alternatives · analytics tools
ArchR alternatives
The best ArchR alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 15, 2026
Looking for the best alternatives to ArchR? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, ArchR 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 ArchR
ArchR returns after three years, mostly to catch up with the ecosystem around it.
ArchR analyses single-cell chromatin accessibility data, and until early 2025 its last release was from 2022. Release 1.0.3 collects roughly three years of accumulated pull requests: ggplot2 3.5 compatibility, Seurat v5 object creation, large-matrix handling via ARMA_64BIT_WORD, trajectory and module-score work, and a published Docker image. The release candidate before it did nothing but lift a 500 MB import ceiling.
Velocity 0.0 · Last update 1h ago
Top 12 alternatives to ArchR
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
The R package for CODATA constants rebuilt its symbol table on NIST's naming so future updates stop being hand work.
ANALYTICS
The R client for AusTraits spends its releases chasing the dataset it reads.
ANALYTICS
A ggplot2 layer for seasonal adjustment output, filling in one plot type at a time.
ANALYTICS
A fossil-record simulator that quietly grew a trait-evolution engine.
ANALYTICS
Reference-based multiple imputation tables, shipping only what CRAN checks demand.
ANALYTICS
An MMRM tabulation package that has published nothing since its 2024 CRAN releases.
ANALYTICS
A single-purpose ggplot2 inset tool, refining the same three arguments.
ANALYTICS
An R symbolic-maths binding whose changelog is really the C++ core's release notes.
ANALYTICS
gtfstools stopped guarding its own object model and started accepting everyone else's.
ANALYTICS
The glue package that makes R carry units and uncertainty through the same calculation.
ANALYTICS
A fish diet package whose release history is really a record of surviving rfishbase.
ArchR 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 |
|---|---|---|---|---|
| ArchR (baseline) | 0.0 | 0 | single-cellatac-seqbioinformatics | — |
| qqman | 0.0 | 0 | gwasgenomicsmanhattan-plot | — |
| constants | 0.0 | 0 | physical-constantscodataunits | constants 1.0.0 |
| austraits | 0.0 | 0 | plant-traitsopen-dataecology | — |
| ggdemetra | 0.0 | 0 | seasonal-adjustmentggplot2time-series | — |
| fossilsim | 0.0 | 0 | phylogeneticssimulationtrait-evolution | Trait simulation arrives: Mk, BM and OU models |
| tern.rbmi | 0.0 | 0 | pharmaversemultiple-imputationcran-maintenance | — |
| tern.mmrm | 0.0 | 0 | pharmaversemmrmtabulation | — |
| ggmagnify | 0.0 | 0 | ggplot2data-visualizationinset-plots | — |
| symengine | 0.0 | 0 | symbolic-computationcascpp-core | — |
| gtfstools | 0.0 | 0 | gtfspublic-transportgeospatial | Accepts GTFS objects from gtfsio and tidytransit |
| quantities | 0.0 | 0 | unitsmeasurement-uncertaintyerror-propagation | — |
| dietr | 0.0 | 0 | fish-ecologydiet-analysisfishbase | — |
The 12 best ArchR alternatives, in depth
1. qqman · velocity 0.0
The Manhattan-plot package for GWAS results, finished and dormant since 2017.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ArchR leans on single cell, atac seq and bioinformatics, qqman focuses on gwas, genomics and manhattan plot.
qqman and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. constants · velocity 0.0
The R package for CODATA constants rebuilt its symbol table on NIST's naming so future updates stop being hand work.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “constants 1.0.0”.
Where ArchR leans on single cell, atac seq and bioinformatics, constants focuses on physical constants, codata and units.
constants and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. austraits · velocity 0.0
The R client for AusTraits spends its releases chasing the dataset it reads.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ArchR leans on single cell, atac seq and bioinformatics, austraits focuses on plant traits, open data and ecology.
austraits and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. ggdemetra · velocity 0.0
A ggplot2 layer for seasonal adjustment output, filling in one plot type at a time.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ArchR leans on single cell, atac seq and bioinformatics, ggdemetra focuses on seasonal adjustment, ggplot2 and time series.
ggdemetra and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. fossilsim · velocity 0.0
A fossil-record simulator that quietly grew a trait-evolution engine.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Trait simulation arrives: Mk, BM and OU models”.
Where ArchR leans on single cell, atac seq and bioinformatics, fossilsim focuses on phylogenetics, simulation and trait evolution.
fossilsim and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. tern.rbmi · velocity 0.0
Reference-based multiple imputation tables, shipping only what CRAN checks demand.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ArchR leans on single cell, atac seq and bioinformatics, tern.rbmi focuses on pharmaverse, multiple imputation and cran maintenance.
tern.rbmi and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. tern.mmrm · velocity 0.0
An MMRM tabulation package that has published nothing since its 2024 CRAN releases.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ArchR leans on single cell, atac seq and bioinformatics, tern.mmrm focuses on pharmaverse, mmrm and tabulation.
tern.mmrm and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. ggmagnify · velocity 0.0
A single-purpose ggplot2 inset tool, refining the same three arguments.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ArchR leans on single cell, atac seq and bioinformatics, ggmagnify focuses on ggplot2, data visualization and inset plots.
ggmagnify and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. symengine · velocity 0.0
An R symbolic-maths binding whose changelog is really the C++ core's release notes.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ArchR leans on single cell, atac seq and bioinformatics, symengine focuses on symbolic computation, cas and cpp core.
symengine and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. gtfstools · velocity 0.0
Gtfstools stopped guarding its own object model and started accepting everyone else's.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Accepts GTFS objects from gtfsio and tidytransit”.
Where ArchR leans on single cell, atac seq and bioinformatics, gtfstools focuses on gtfs, public transport and geospatial.
gtfstools and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. quantities · velocity 0.0
The glue package that makes R carry units and uncertainty through the same calculation.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ArchR leans on single cell, atac seq and bioinformatics, quantities focuses on units, measurement uncertainty and error propagation.
quantities and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full quantities trajectory → · Compare ArchR vs quantities →
12. dietr · velocity 0.0
A fish diet package whose release history is really a record of surviving rfishbase.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where ArchR leans on single cell, atac seq and bioinformatics, dietr focuses on fish ecology, diet analysis and fishbase.
dietr and ArchR have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to ArchR?
The top ArchR alternatives we currently track in analytics tools are qqman, constants, austraits, ggdemetra, fossilsim, ranked by recent ship velocity.
How is this list of ArchR alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare ArchR directly with one of these alternatives?
Yes — every card has a "Compare with ArchR" link to a side-by-side /compare page.