ANALYTICS
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Alternatives · analytics tools
rmediation alternatives
The best rmediation alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 19, 2026
Looking for the best alternatives to rmediation? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, rmediation shipped 1 meaningful update in the last 30 days and carries a velocity score of 3.8 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About rmediation
RMediation shipped a three-normal CDF, then found it was silently wrong.
RMediation is a long-standing CRAN package for confidence intervals on mediated effects, now built on an S7 class hierarchy. Over eight weeks it added ProductNormal3 for serial indirect effects of the form a1*a2*b, folded the engine into the existing pprodnormal naming family, and then replaced that engine outright after finding it returned wrong probabilities without warning. The dev branch is at 1.7.0; CRAN still serves 1.6.1.
Velocity 3.8 · Last update 1d ago
Top 12 alternatives to rmediation
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.
ANALYTICS
Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
ANALYTICS
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
ANALYTICS
After its largest release, OpenObserve is patching the seams.
ANALYTICS
AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
ANALYTICS
Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months
ANALYTICS
Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
ANALYTICS
TimescaleDB is paying down correctness debt in its columnstore query paths.
ANALYTICS
Holistics is adding governance to the AI layer it spent the summer building.
ANALYTICS
aniread stops asking you to know which tracker wrote the file
rmediation 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 |
|---|---|---|---|---|
| rmediation (baseline) | 3.8 | 1 | mediation analysisnumerical integrationcorrectness | v1.7.0 — pprodnormal3() correctness fix |
| 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 |
| 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 | — |
| aniread | 3.8 | 1 | animal trackingfile formatsauto-detection | v0.6.0 — one entry point for every format |
The 12 best rmediation 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 rmediation's 1, 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 rmediation leans on mediation analysis, numerical integration and correctness, ApexCharts focuses on charting, raw data input and chart morphing.
Over the last 30 days ApexCharts has been shipping faster than rmediation — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare rmediation 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 rmediation's 1, 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 rmediation leans on mediation analysis, numerical integration and correctness, Usermaven focuses on product analytics, reverse etl and mcp.
Over the last 30 days Usermaven has been shipping faster than rmediation — a point in its favour if release momentum matters to you.
Full Usermaven trajectory → · Compare rmediation 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 rmediation's 1, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where rmediation leans on mediation analysis, numerical integration and correctness, Plotly focuses on ai app building, plotly cloud and metered billing.
Plotly and rmediation have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 rmediation's 1, 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 rmediation leans on mediation analysis, numerical integration and correctness, Rho focuses on r ide, ai agents and model routing.
Rho and rmediation have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. OpenCTI · velocity 6.3
OpenCTI spends a release unblocking queues and hardening upserts.
Over the last 30 days OpenCTI shipped 0 meaningful updates vs rmediation's 1. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where rmediation leans on mediation analysis, numerical integration and correctness, OpenCTI focuses on threat intelligence, stix and data model.
OpenCTI has shipped fewer meaningful updates than rmediation in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
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 rmediation's 1, 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 rmediation leans on mediation analysis, numerical integration and correctness, OpenObserve focuses on observability, synthetic monitoring and mcp.
OpenObserve and rmediation have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenObserve trajectory → · Compare rmediation 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 rmediation's 1, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where rmediation leans on mediation analysis, numerical integration and correctness, AgencyAnalytics focuses on agency reporting, ai assistant and scheduling.
AgencyAnalytics and rmediation have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full AgencyAnalytics trajectory → · Compare rmediation vs AgencyAnalytics →
8. Grafana Mimir · velocity 5.0
Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months.
Over the last 30 days Grafana Mimir shipped 0 meaningful updates vs rmediation's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where rmediation leans on mediation analysis, numerical integration and correctness, Grafana Mimir focuses on metrics, prometheus compatible and helm.
Grafana Mimir has shipped fewer meaningful updates than rmediation in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Grafana Mimir trajectory → · Compare rmediation vs Grafana Mimir →
9. Dovetail · velocity 5.0
Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
Over the last 30 days Dovetail shipped 0 meaningful updates vs rmediation's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where rmediation leans on mediation analysis, numerical integration and correctness, Dovetail focuses on digital twins, chat and agents.
Dovetail has shipped fewer meaningful updates than rmediation in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Dovetail trajectory → · Compare rmediation vs Dovetail →
10. TimescaleDB · velocity 5.0
TimescaleDB is paying down correctness debt in its columnstore query paths.
Over the last 30 days TimescaleDB shipped 0 meaningful updates vs rmediation's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where rmediation leans on mediation analysis, numerical integration and correctness, TimescaleDB focuses on time series, postgresql and columnstore.
TimescaleDB has shipped fewer meaningful updates than rmediation in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full TimescaleDB trajectory → · Compare rmediation vs TimescaleDB →
11. Holistics · velocity 5.0
Holistics is adding governance to the AI layer it spent the summer building.
Over the last 30 days Holistics shipped 0 meaningful updates vs rmediation's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where rmediation leans on mediation analysis, numerical integration and correctness, Holistics focuses on business intelligence, ai governance and analytics as code.
Holistics has shipped fewer meaningful updates than rmediation in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Holistics trajectory → · Compare rmediation vs Holistics →
12. aniread · velocity 3.8
Aniread stops asking you to know which tracker wrote the file.
Over the last 30 days aniread shipped 1 meaningful update vs rmediation's 1, most recently “v0.6.0 — one entry point for every format”. Its velocity score of 3.8/10 blends that with longer-term release cadence.
Where rmediation leans on mediation analysis, numerical integration and correctness, aniread focuses on animal tracking, file formats and auto detection.
aniread and rmediation have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to rmediation?
The top rmediation alternatives we currently track in analytics tools are ApexCharts, Usermaven, Plotly, Rho, OpenCTI, ranked by recent ship velocity.
How is this list of rmediation alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare rmediation directly with one of these alternatives?
Yes — every card has a "Compare with rmediation" link to a side-by-side /compare page.