ANALYTICS
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Alternatives · analytics tools
mlr3tuning alternatives
The best mlr3tuning alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 19, 2026
Looking for the best alternatives to mlr3tuning? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, mlr3tuning shipped 0 meaningful updates in the last 30 days and carries a velocity score of 2.5 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About mlr3tuning
mlr3tuning is rebuilding its async machinery under a stable public surface
mlr3tuning provides hyperparameter optimization for the mlr3 ecosystem, and its recent history is dominated by the asynchronous tuning path: archive freezing, callback stages around queue evaluation, and version-locked compatibility with the rush backend. Releases pair a small feature with several fixes and an explicit compatibility line naming the mlr3 or rush version they track. The most recent release drops all workarounds for older rush versions, which suggests that dependency has stabilized enough to require rather than accommodate.
Velocity 2.5 · Last update 5d ago
Top 12 alternatives to mlr3tuning
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.
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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.
mlr3tuning 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 |
|---|---|---|---|---|
| mlr3tuning (baseline) | 2.5 | 0 | mlr3hyperparameter-tuningasync-optimization | — |
| 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 mlr3tuning 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 mlr3tuning'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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, ApexCharts focuses on charting, raw data input and chart morphing.
Over the last 30 days ApexCharts has been shipping faster than mlr3tuning — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare mlr3tuning 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 mlr3tuning'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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, Usermaven focuses on product analytics, reverse etl and mcp.
Over the last 30 days Usermaven has been shipping faster than mlr3tuning — a point in its favour if release momentum matters to you.
Full Usermaven trajectory → · Compare mlr3tuning 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 mlr3tuning's 0, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, Plotly focuses on ai app building, plotly cloud and metered billing.
Over the last 30 days Plotly has been shipping faster than mlr3tuning — 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 mlr3tuning'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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, Rho focuses on r ide, ai agents and model routing.
Over the last 30 days Rho has been shipping faster than mlr3tuning — 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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, OpenCTI focuses on threat intelligence, stix and data model.
OpenCTI and mlr3tuning have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 mlr3tuning'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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, OpenObserve focuses on observability, synthetic monitoring and mcp.
Over the last 30 days OpenObserve has been shipping faster than mlr3tuning — a point in its favour if release momentum matters to you.
Full OpenObserve trajectory → · Compare mlr3tuning 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 mlr3tuning's 0, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, AgencyAnalytics focuses on agency reporting, ai assistant and scheduling.
Over the last 30 days AgencyAnalytics has been shipping faster than mlr3tuning — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare mlr3tuning 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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, silx focuses on scientific computing, data visualization and synchrotron.
silx and mlr3tuning 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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, Grafana Mimir focuses on metrics, prometheus compatible and helm.
Grafana Mimir and mlr3tuning 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 mlr3tuning 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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, Dovetail focuses on digital twins, chat and agents.
Dovetail and mlr3tuning 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 mlr3tuning 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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, TimescaleDB focuses on time series, postgresql and columnstore.
TimescaleDB and mlr3tuning 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 mlr3tuning 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 mlr3tuning leans on mlr3, hyperparameter tuning and async optimization, Holistics focuses on business intelligence, ai governance and analytics as code.
Holistics and mlr3tuning 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 mlr3tuning vs Holistics →
Frequently asked questions
What are the best alternatives to mlr3tuning?
The top mlr3tuning alternatives we currently track in analytics tools are ApexCharts, Usermaven, Plotly, Rho, OpenCTI, ranked by recent ship velocity.
How is this list of mlr3tuning alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare mlr3tuning directly with one of these alternatives?
Yes — every card has a "Compare with mlr3tuning" link to a side-by-side /compare page.