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Licensing settled, ApexCharts is back to changing what a chart can take as input.
Alternatives · analytics tools
scoringutils alternatives
The best scoringutils alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 19, 2026
Looking for the best alternatives to scoringutils? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, scoringutils shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About scoringutils
scoringutils pushes forecast scoring past univariate outcomes into multivariate and ordinal ones.
scoringutils evaluates probabilistic forecasts in R. Since the 2.0.0 rewrite it is organised around typed forecast objects — quantile, sample, binary, point, nominal — built by as_forecast_<type>() constructors and scored through S3 methods. Version 2.2.0 adds multivariate sample and point types with the variogram score, and 2.1.0 added ordinal forecasts.
Velocity 0.0 · Last update 3d ago
Top 12 alternatives to scoringutils
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
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Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
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Rho's release machinery finally produced a stable build — and it shipped no new product.
ANALYTICS
OpenCTI spends a release unblocking queues and hardening upserts
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After its largest release, OpenObserve is patching the seams.
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AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
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silx settles into maintenance a release after its PySide6 migration
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Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months
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Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
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TimescaleDB is paying down correctness debt in its columnstore query paths.
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Holistics is adding governance to the AI layer it spent the summer building.
scoringutils vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| scoringutils (baseline) | 0.0 | 0 | forecast evaluationprobabilistic scoringmultivariate forecasts | Multivariate forecast scoring and the variogram score |
| ApexCharts | 10.0 | 3 | chartingraw-data-inputchart-morphing | Histogram bins raw samples; charts morph between types |
| Usermaven | 8.8 | 3 | product-analyticsreverse-etlmcp | 🔌 Salesforce, Reverse ETL, and connectors: your stack, connected |
| Plotly | 6.3 | 1 | ai-app-buildingplotly-cloudmetered-billing | Custom Domains in Plotly Cloud |
| Rho | 6.3 | 1 | r-ideai-agentsmodel-routing | Agent conversations and provider-routed models land in Rho |
| OpenCTI | 6.3 | 0 | threat-intelligencestixdata-model | — |
| OpenObserve | 6.3 | 1 | observabilitysynthetic-monitoringmcp | v0.92.0 adds synthetic monitoring, workflows, and AI observability |
| AgencyAnalytics | 6.3 | 1 | agency-reportingai-assistantscheduling | Skills in AgencyAI |
| silx | 5.0 | 0 | scientific-computingdata-visualizationsynchrotron | 3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required |
| Grafana Mimir | 5.0 | 0 | metricsprometheus-compatiblehelm | — |
| Dovetail | 5.0 | 0 | digital twinschatagents | — |
| TimescaleDB | 5.0 | 0 | time-seriespostgresqlcolumnstore | — |
| Holistics | 5.0 | 0 | business-intelligenceai-governanceanalytics-as-code | — |
The 12 best scoringutils alternatives, in depth
1. ApexCharts · velocity 10.0
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Over the last 30 days ApexCharts shipped 3 meaningful updates vs scoringutils's 0, most recently “Histogram bins raw samples; charts morph between types”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, ApexCharts focuses on charting, raw data input and chart morphing.
Over the last 30 days ApexCharts has been shipping faster than scoringutils — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare scoringutils vs ApexCharts →
2. Usermaven · velocity 8.8
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
Over the last 30 days Usermaven shipped 3 meaningful updates vs scoringutils's 0, most recently “🔌 Salesforce, Reverse ETL, and connectors: your stack, connected”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, Usermaven focuses on product analytics, reverse etl and mcp.
Over the last 30 days Usermaven has been shipping faster than scoringutils — a point in its favour if release momentum matters to you.
Full Usermaven trajectory → · Compare scoringutils vs Usermaven →
3. Plotly · velocity 6.3
Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
Over the last 30 days Plotly shipped 1 meaningful update vs scoringutils's 0, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, Plotly focuses on ai app building, plotly cloud and metered billing.
Over the last 30 days Plotly has been shipping faster than scoringutils — a point in its favour if release momentum matters to you.
4. Rho · velocity 6.3
Rho's release machinery finally produced a stable build — and it shipped no new product.
Over the last 30 days Rho shipped 1 meaningful update vs scoringutils's 0, most recently “Agent conversations and provider-routed models land in Rho”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, Rho focuses on r ide, ai agents and model routing.
Over the last 30 days Rho has been shipping faster than scoringutils — a point in its favour if release momentum matters to you.
5. OpenCTI · velocity 6.3
OpenCTI spends a release unblocking queues and hardening upserts.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, OpenCTI focuses on threat intelligence, stix and data model.
OpenCTI and scoringutils have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenCTI trajectory → · Compare scoringutils vs OpenCTI →
6. OpenObserve · velocity 6.3
After its largest release, OpenObserve is patching the seams.
Over the last 30 days OpenObserve shipped 1 meaningful update vs scoringutils's 0, most recently “v0.92.0 adds synthetic monitoring, workflows, and AI observability”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, OpenObserve focuses on observability, synthetic monitoring and mcp.
Over the last 30 days OpenObserve has been shipping faster than scoringutils — a point in its favour if release momentum matters to you.
Full OpenObserve trajectory → · Compare scoringutils vs OpenObserve →
7. AgencyAnalytics · velocity 6.3
AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
Over the last 30 days AgencyAnalytics shipped 1 meaningful update vs scoringutils's 0, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, AgencyAnalytics focuses on agency reporting, ai assistant and scheduling.
Over the last 30 days AgencyAnalytics has been shipping faster than scoringutils — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare scoringutils vs AgencyAnalytics →
8. silx · velocity 5.0
Silx settles into maintenance a release after its PySide6 migration.
Its velocity score of 5.0/10 reflects longer-term release cadence; its most recent meaningful update was “3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required”.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, silx focuses on scientific computing, data visualization and synchrotron.
silx and scoringutils have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. Grafana Mimir · velocity 5.0
Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, Grafana Mimir focuses on metrics, prometheus compatible and helm.
Grafana Mimir and scoringutils have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Grafana Mimir trajectory → · Compare scoringutils vs Grafana Mimir →
10. Dovetail · velocity 5.0
Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, Dovetail focuses on digital twins, chat and agents.
Dovetail and scoringutils have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Dovetail trajectory → · Compare scoringutils vs Dovetail →
11. TimescaleDB · velocity 5.0
TimescaleDB is paying down correctness debt in its columnstore query paths.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, TimescaleDB focuses on time series, postgresql and columnstore.
TimescaleDB and scoringutils have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full TimescaleDB trajectory → · Compare scoringutils vs TimescaleDB →
12. Holistics · velocity 5.0
Holistics is adding governance to the AI layer it spent the summer building.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where scoringutils leans on forecast evaluation, probabilistic scoring and multivariate forecasts, Holistics focuses on business intelligence, ai governance and analytics as code.
Holistics and scoringutils have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Holistics trajectory → · Compare scoringutils vs Holistics →
Frequently asked questions
What are the best alternatives to scoringutils?
The top scoringutils alternatives we currently track in analytics tools are ApexCharts, Usermaven, Plotly, Rho, OpenCTI, ranked by recent ship velocity.
How is this list of scoringutils alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare scoringutils directly with one of these alternatives?
Yes — every card has a "Compare with scoringutils" link to a side-by-side /compare page.