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Comparison · Infra & APIs
rgm vs Stream
A side-by-side editorial comparison of rgm and Stream — release velocity, themes, recent moves, and the top alternatives to consider.
rgm vs Stream: at a glance
| Feature | rgm | Stream |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 0.0 | 2.5 |
| Sparks · 30d | 0 | 0 |
| Top themes | microbiome, graphical-models, bayesian-inference, cran-maintenance | logistics, delivery-management, monthly-release, public-api |
| Last editorial update | 1h ago | 1mo ago |
| Website | Visit → | — |
What is rgm?
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
rgm implements the random graphical model for microbiome interactions across related environments, published in JABES in 2026. The package was archived from CRAN in February 2026 because of its dependency on huge; the recovery release drops that dependency entirely, which cost it the graphical-lasso warm start that used to seed the initial graph — the default is now an empty graph, with warm starts left to the user. A post-processing function returning ggplot diagnostics arrived in the same release.
What is Stream?
Stream's logistics platform ships steady monthly digests: planning, orders, mobile, no pivots.
This feed is Stream, a delivery and transport-management platform (not the chat/video devtool of a similar name), publishing dated monthly release digests. Each month bundles dozens of scoped improvements across Planning, Orders, Vehicles, the driver mobile app, Public API, and reporting, plus a long fixes list. The cadence is reliable and the work is broad but incremental.
rgm vs Stream: editorial side-by-side
rgm
0.0INFRA · APIS
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
◆ Current state
rgm implements the random graphical model for microbiome interactions across related environments, published in JABES in 2026. The package was archived from CRAN in February 2026 because of its dependency on huge; the recovery release drops that dependency entirely, which cost it the graphical-lasso warm start that used to seed the initial graph — the default is now an empty graph, with warm starts left to the user. A post-processing function returning ggplot diagnostics arrived in the same release.
◆ Where it's heading
Three tags shipped inside two hours on one day, and the notes are candid about why: 1.1.0 held the actual work but was never released, 1.2.0 restated it under a higher version to signal the size of the change, and 1.2.1 answered CRAN pre-test feedback. Beyond the archival recovery, the visible work is housekeeping that had accumulated — a shadowed rmvnorm() definition, roxygen import tags that were silently emitting nothing, leftover C++ template scaffolding, and build artifacts under version control. The diagnostics function is the only genuinely new user-facing capability in the window.
◆ Prediction
The immediate task was restoring availability, and that is done; the open question the entries raise is whether losing the graphical-lasso warm start affects convergence in practice, which the new diagnostic plots are positioned to answer.
Stream
2.5INFRA · APIS
Stream's logistics platform ships steady monthly digests: planning, orders, mobile, no pivots.
◆ Current state
This feed is Stream, a delivery and transport-management platform (not the chat/video devtool of a similar name), publishing dated monthly release digests. Each month bundles dozens of scoped improvements across Planning, Orders, Vehicles, the driver mobile app, Public API, and reporting, plus a long fixes list. The cadence is reliable and the work is broad but incremental.
◆ Where it's heading
The arc is operational maturity, not repositioning: automatic run costing, an Operations Monitor, a rebuilt Clients screen, expanded Public API endpoints and webhooks, and continual planning/mobile refinement. It reads as a maturing vertical SaaS deepening its existing surface for logistics operators rather than opening new categories.
◆ Prediction
Expect the same monthly digest cadence with continued Public API and integration expansion and further planning/mobile polish; no directional shift is visible in these entries.
Alternatives to rgm and Stream
Other Infra & APIs 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 rgm or Stream.
WPML
WPML made machine translation the default, and its point releases keep chasing WordPress and page builders.
forestploter
A forest plot package that keeps handing users control of one more graphical detail.
ggInterval
Interval-valued data plotting, spending 2026 making its function names and examples survive CRAN.
contagionchannels
Three releases in ten days, every one of them a CRAN reviewer's correction rather than a code change.
tidyaudit
Pipeline provenance for tidyverse workflows, recording what changed at each step without keeping the data.
Recent activity from rgm and Stream
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoStreamJune 2026 release: planning, orders, Public API additions and fixes
- 2mo agoStreamMay 2026 release: automatic run costing and planning improvements
- 3mo agoStreamApril 2026 release: orders, planning, and webhook improvements
- 3mo agorgmJournal DOI replaces the preprint; promotional wording removed
- 3mo agorgmBack on CRAN after dropping the dependency that caused archival
- 3mo agorgmUnreleased twin of the CRAN recovery release
- 4mo agoStreamMarch 2026 release: planning, orders, mobile, and API updates
- 5mo agoStreamFebruary 2026 release: mobile returns, vehicle defects, fixes
- 6mo agoStreamJanuary 2026 release: Operations Monitor, depot groups, performance
- 2y agorgmFirst release: simulation, estimation and post-processing
Frequently asked questions
What is the difference between rgm and Stream?
They serve adjacent needs but don't currently overlap on shipped themes. Stream is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is rgm better than Stream?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Stream is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to rgm?
Top rgm alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "rgm alternatives" section above for the current picks, or visit /alternatives/rgm for the full list with editorial commentary on each.
What are the best alternatives to Stream?
Top Stream alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Stream alternatives" section above for the current picks, or visit /alternatives/stream-io for the full list with editorial commentary on each.