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assesslite vs rtrek

A side-by-side editorial comparison of assesslite and rtrek — release velocity, themes, recent moves, and the top alternatives to consider.

assesslite vs rtrek: at a glance

Featureassesslitertrek
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themescausal-inference, reproducibility, statistical-auditing, python-r-paritystar-trek, web-scraping, datasets, api-client
Last editorial update7h ago1h ago
WebsiteVisit →Visit →

What is assesslite?

Four releases in fifteen hours take causal assumption-checking from resampling to identification

AssessLite attacks the structural assumptions behind a causal finding and returns three-way verdicts — stable, unstable, or not resolvable — feeding proceed, conditional or abstain decisions, with an auditable JSON record validated against a shared schema. It runs natively in R and Python against one spec, with the Python engine reproducing R's coxph(ties=breslow) exactly. The entire 0.1.0-through-0.4.0 arc landed inside a single day in July 2026.

Read the full assesslite trajectory →

What is rtrek?

A Star Trek data package that became a Memory Alpha web client and has been patching scrapers ever since.

rtrek bundles Star Trek datasets — book series, timelines, episode transcripts, species and homeworlds, map tile sets — and layers live retrieval on top through memory_alpha() and memory_beta() plus their ma_* and mb_* helpers. Recent releases are almost entirely repairs to that retrieval layer as the source wikis change their page structure.

Read the full rtrek trajectory →

assesslite vs rtrek: editorial side-by-side

A
assesslite
ANALYTICS
0.0

Four releases in fifteen hours take causal assumption-checking from resampling to identification

◆ Current state

AssessLite attacks the structural assumptions behind a causal finding and returns three-way verdicts — stable, unstable, or not resolvable — feeding proceed, conditional or abstain decisions, with an auditable JSON record validated against a shared schema. It runs natively in R and Python against one spec, with the Python engine reproducing R's coxph(ties=breslow) exactly. The entire 0.1.0-through-0.4.0 arc landed inside a single day in July 2026.

◆ Where it's heading

The releases are cumulative, each restating the previous feature set and adding to it, so read them as one launch rather than four. The direction across that launch is clear: it started with resampling attacks (permutation, holdout, temporal split, subgroup), turned toward causal identification with declared DAGs and the backdoor criterion, then reached into genuinely dependent data with spatial and interference checks. The correctness work moves in step — the 0.3.0 Bonferroni adjustment fixed a holdout rule that was flagging roughly m times too often with m variants.

◆ Prediction

The project has repeatedly shipped what it previously listed as future work within days, so the next release most likely converts another declared gap rather than opening a new front.

R
rtrek
ANALYTICS
0.0

A Star Trek data package that became a Memory Alpha web client and has been patching scrapers ever since.

◆ Current state

rtrek bundles Star Trek datasets — book series, timelines, episode transcripts, species and homeworlds, map tile sets — and layers live retrieval on top through memory_alpha() and memory_beta() plus their ma_* and mb_* helpers. Recent releases are almost entirely repairs to that retrieval layer as the source wikis change their page structure.

◆ Where it's heading

The package's centre of gravity shifted once, at 0.2.0, from shipping static data to querying Memory Alpha and Memory Beta at runtime. Everything since has been the maintenance bill for that decision: HTML update fixes, parser improvements, portal retrieval bugs. Note that version numbers on this feed do not track time — 0.2.5 is stamped a year before 0.1.0, and three tags were backfilled within four minutes in November 2020 — so neither rank nor version ordering here indicates release sequence.

◆ Prediction

Expect the next release to fix retrieval against another Memory Alpha layout change, which is what the last four have done. The entries give no indication of new datasets or functions in progress.

Alternatives to assesslite and rtrek

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 assesslite or rtrek.

See all assesslite alternatives → · See all rtrek alternatives →

Recent activity from assesslite and rtrek

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1mo agoassessliteAssessLite 0.4.0
  2. 1mo agoassessliteAssessLite 0.3.0
  3. 1mo agoassessliteAssessLite 0.2.0
  4. 1mo agoassessliteAssessLite 0.1.0
  5. 1y agortrekMemory Alpha series portal retrieval fix
  6. 1y agortrekrtrek 0.5.1 release
  7. 2y agortrekParser improvements for wiki retrieval
  8. 2y agortrekDead external content and data dependencies removed
  9. 5y agortrekFixes for source website HTML changes
  10. 5y agortrekMemory Alpha and Memory Beta web APIs added

Frequently asked questions

What is the difference between assesslite and rtrek?

They serve adjacent needs but don't currently overlap on shipped themes. assesslite and rtrek 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.

Is assesslite better than rtrek?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. assesslite and rtrek 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.

What are the best alternatives to assesslite?

Top assesslite alternatives in Analytics are ranked by recent ship velocity. Browse the "assesslite alternatives" section above for the current picks, or visit /alternatives/assesslite for the full list with editorial commentary on each.

What are the best alternatives to rtrek?

Top rtrek alternatives in Analytics are ranked by recent ship velocity. Browse the "rtrek alternatives" section above for the current picks, or visit /alternatives/rtrek for the full list with editorial commentary on each.