gps2gtfs
gps2gtfs spent a release making its docs stop describing functions it does not have.
A side-by-side editorial comparison of forrel and glydet — release velocity, themes, recent moves, and the top alternatives to consider.
forrel is getting faster at the simulations forensic kinship work actually spends its time on.
forrel handles forensic pedigree analysis: kinship likelihood ratios, profile simulation, relationship checking, and missing person calculations. Version 1.9.0 synced with pedtools 2.11.0's loop handling, which the release notes credit with enabling complex pedigrees that were previously intractable, and moved profileSim() to mirai for parallelism. It also added fEstimate() for inbreeding coefficients and parentChildLikelihood() as a fast path for the simplest case.
glydet is rebuilding its glycan trait vocabulary on top of someone else's container.
glydet derives glycan-derived traits from glycomics and glycoproteomics data. The 0.12.x line spent its releases absorbing glyexp's container migration: derive_traits(), quantify_motifs(), and add_meta_properties() now accept GlycomicSE and GlycoproteomicSE natively, with the legacy experiment() path kept only for backward-compatible return types. The substantive feature work sits one release back in 0.11.0, which added sialic acid linkage traits and three published trait sets.
forrel handles forensic pedigree analysis: kinship likelihood ratios, profile simulation, relationship checking, and missing person calculations. Version 1.9.0 synced with pedtools 2.11.0's loop handling, which the release notes credit with enabling complex pedigrees that were previously intractable, and moved profileSim() to mirai for parallelism. It also added fEstimate() for inbreeding coefficients and parentChildLikelihood() as a fast path for the simplest case.
Two long threads run through the window. One is making the common operations cheap: faster simulations through reorganized likelihood calculations, a dedicated parent-child path, dropped map attribute preservation, log-likelihoods to avoid underflow in kinshipLR(). The other is making relationship checking presentable, with checkPairwise() growing ggplot2 and plotly output, verbal relationship descriptions, and bootstrap p-values. Reference data is maintained alongside both, with the FORCE SNP panel completed and an X-chromosomal counterpart added.
With profileSim() on mirai and the loop handling synced, the next likely step is extending mirai parallelism to the other simulation-heavy functions such as exclusionPower() and the bootstrap in checkPairwise().
glydet derives glycan-derived traits from glycomics and glycoproteomics data. The 0.12.x line spent its releases absorbing glyexp's container migration: derive_traits(), quantify_motifs(), and add_meta_properties() now accept GlycomicSE and GlycoproteomicSE natively, with the legacy experiment() path kept only for backward-compatible return types. The substantive feature work sits one release back in 0.11.0, which added sialic acid linkage traits and three published trait sets.
Two threads run in parallel here. One is infrastructure: track glyexp's Stage II migration, drop the underscore matrix interfaces, and converge on a single trait column in var_info. The other is content: keep adding named trait sets from the literature (Clerc 2018, Li 2025, Fu 2026) so users cite a set rather than hand-roll definitions. The LLM-backed explain_trait() and make_trait() helpers are becoming provider-agnostic rather than deeper.
The trait catalogue is the growth area, so expect more published trait sets added as named functions, and the deprecated basic_traits() and all_traits() aliases to be removed once the container migration settles.
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 forrel or glydet.
gps2gtfs spent a release making its docs stop describing functions it does not have.
ducksemantics puts an ontology graph and ColBERT retrieval inside DuckDB, callable from R.
dvir keeps making disaster victim identification a single call instead of a workflow.
pedbuildr reconstructs pedigrees from DNA, and it just got much faster at the search.
pedFamilias exists to read one legacy file format, and it has that job nearly finished.
pedmut turns awkward mutation models into ones the likelihood engine can actually handle.
See all forrel alternatives → · See all glydet alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. forrel and glydet 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. forrel and glydet 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.
Top forrel alternatives in Analytics are ranked by recent ship velocity. Browse the "forrel alternatives" section above for the current picks, or visit /alternatives/forrel for the full list with editorial commentary on each.
Top glydet alternatives in Analytics are ranked by recent ship velocity. Browse the "glydet alternatives" section above for the current picks, or visit /alternatives/glydet for the full list with editorial commentary on each.