Theme · updated weekly

Diagnostics — SaaS tools & trends 2026

6 products Sparkpulse tracks are shipping around diagnostics. The highest-velocity diagnostics products right now are tulpaObs, tulpa and spatstat.model (ranked by Sparkpulse's velocity score). Their velocity scores span 0.0 to 6.3 out of 10, a spread that shows how unevenly shipping cadence is distributed across the field. Below: every tracked product carrying this theme, updated from release data. Everything on this page is regenerated from verified release data, so the ranking reflects the latest changelogs rather than a static list.

Products shipping around diagnostics

#01tulpaObsAn occupancy-modeling package that just deleted its own duplicate vocabulary for diagnostics.6.3alternatives →

#02tulpaA Bayesian spatial engine reshaping itself so downstream packages own their own diagnostics.6.3alternatives →

#03spatstat.modelspatstat's inference layer builds out determinantal and cluster process fitting2.5alternatives →

#04looloo keeps rewriting the diagnostics Bayesian modellers read off model comparison2.5alternatives →

#05bayestestRBayesian diagnostics get stricter defaults while the Stan backend list widens0.0alternatives →

#06detectseparationA diagnostic package that generalized past its own name, then learned to say which kind of separation it found0.0alternatives →

Frequently asked questions about diagnostics

Which SaaS tools ship diagnostics in 2026?

tulpaObs, tulpa, spatstat.model, loo, bayestestR, and 1 more — the diagnostics products Sparkpulse tracks, ranked by shipping velocity from verified changelogs.

Which diagnostics product has the highest shipping velocity?

tulpaObs, with the top velocity score (6.3/10) — Sparkpulse's velocity score is derived from verified release data.

How many products are shipping around diagnostics?

Sparkpulse currently tracks 6 products carrying the diagnostics theme, updated continuously from verified release data.