phyloatlas
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Comparison · Infra & APIs
nominatimlite vs nuggets
A side-by-side editorial comparison of nominatimlite and nuggets — release velocity, themes, recent moves, and the top alternatives to consider.
nominatimlite vs nuggets: at a glance
What is nominatimlite?
nominatimlite's real work was self-hosting and caching; 0.6.0 is an internal refactor with no API change
nominatimlite is a dependency-light R client for the Nominatim geocoding API, returning results as plain data frames or sf objects. The features that define it landed in 0.4.0 — structured queries, local Nominatim server support, and JSONV2 output — and 0.5.0 added session-scoped caching plus a 1.2-second inter-request delay to stay within the public API's usage policy. 0.6.0 in June 2026 changed no public behaviour.
What is nuggets?
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
nuggets searches for association rules, contrasts and other conditional patterns in the GUHA tradition, with a C++ core behind dig() and an interactive explore() app for reading results. Since the 2.0 rewrite of that core, every release has widened the same three surfaces: more pattern families to mine, more of explore() to inspect them in, and steady performance work underneath. The most recent tag optimises dig() on sparse crisp data with a sparse bit chain and adds clustering characteristics to explore() for association rules.
nominatimlite vs nuggets: editorial side-by-side
nominatimlite
0.0INFRA · APIS
nominatimlite's real work was self-hosting and caching; 0.6.0 is an internal refactor with no API change
◆ Current state
nominatimlite is a dependency-light R client for the Nominatim geocoding API, returning results as plain data frames or sf objects. The features that define it landed in 0.4.0 — structured queries, local Nominatim server support, and JSONV2 output — and 0.5.0 added session-scoped caching plus a 1.2-second inter-request delay to stay within the public API's usage policy. 0.6.0 in June 2026 changed no public behaviour.
◆ Where it's heading
The package has settled. Recent effort goes to being a well-behaved API citizen and to internal consistency: 0.6.0 raised the minimum R to 4.1.0 and refactored URL construction, progress handling, coordinate validation and output preparation with AI assistance, explicitly leaving the public API untouched. That refactor is part of a sweep across the same maintainer's packages in the same weeks.
◆ Prediction
With the API surface stable and rate-limiting handled, future releases most likely track upstream Nominatim endpoint changes, as 0.4.0 did for v4.4.0. Nothing in the entries points to new query capabilities.
nuggets
2.5INFRA · APIS
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
◆ Current state
nuggets searches for association rules, contrasts and other conditional patterns in the GUHA tradition, with a C++ core behind dig() and an interactive explore() app for reading results. Since the 2.0 rewrite of that core, every release has widened the same three surfaces: more pattern families to mine, more of explore() to inspect them in, and steady performance work underneath. The most recent tag optimises dig() on sparse crisp data with a sparse bit chain and adds clustering characteristics to explore() for association rules.
◆ Where it's heading
Two forces are shaping the package. One is coverage: baseline, complement and paired-baseline contrasts, correlations, tautologies, ancestors and clustering have all been added as first-class dig_ or explore_ surfaces, so the same search engine now answers a widening set of questions. The other is weight — Shiny packages moved from Imports to Suggests, BH and RcppThread dropped, XSIMD updated, parse_condition() rewritten in C++ — which keeps a package with an interactive app from forcing that app's dependencies on every user. Deprecations are handled through lifecycle rather than removed abruptly.
◆ Prediction
Expect the sparse-data optimisation to extend from crisp to fuzzy data, and explore() to keep gaining tabs as each new pattern family lands, on the roughly six-week cadence the 2.2 line has held.
Alternatives to nominatimlite and nuggets
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 nominatimlite or nuggets.
OpenLand
Land-change analysis in R that has spent six years defending one download link.
FoRecoML
The machine-learning arm of a forecast reconciliation toolkit, four months old and already sharing its sibling's plumbing.
FoReco
Forecast reconciliation with a real object model, five years after it started returning bare matrices.
wooldridge
A textbook data package whose whole job is to stay installable, and whose releases prove how much work that is.
L1centrality
A graph-centrality package that spent 2026 making its existing measures usable at scale, then went quiet.
See all nominatimlite alternatives → · See all nuggets alternatives →
Recent activity from nominatimlite and nuggets
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 27d agonuggetsSparse bit chain speeds dig(); explore() gains clustering
- 2mo agonuggetspartition() gains .subsets; geom_diamond() layout improved
- 2mo agonominatimliteInternal refactor with no public API change; minimum R now 4.1.0
- 5mo agonominatimliteSession caching and 1.2s throttling for API calls
- 5mo agonuggetsexplore() covers contrasts and correlations; dig_ancestors() added
- 6mo agonuggetsCritical explore() bug fixed; is_logicalish() added
- 6mo agonuggetsShiny deps moved to Suggests; BH and RcppThread dropped
- 7mo agonominatimliteMinor fixes to reverse geocoding functions
- 8mo agonuggetscluster_associations() and add_interest() arrive; C++ condition parser
- 1y agonominatimliteDocumentation update
- 2y agonominatimliteFix crash on long OSM IDs in address lookup
- 2y agonominatimliteStructured queries, local server support and JSONV2 output
Frequently asked questions
What is the difference between nominatimlite and nuggets?
They serve adjacent needs but don't currently overlap on shipped themes. nuggets 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 nominatimlite better than nuggets?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. nuggets 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 nominatimlite?
Top nominatimlite alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "nominatimlite alternatives" section above for the current picks, or visit /alternatives/nominatimlite for the full list with editorial commentary on each.
What are the best alternatives to nuggets?
Top nuggets alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "nuggets alternatives" section above for the current picks, or visit /alternatives/nuggets for the full list with editorial commentary on each.