ANALYTICS
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Alternatives · analytics tools
pedprobr alternatives
The best pedprobr alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 19, 2026
Looking for the best alternatives to pedprobr? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, pedprobr 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 pedprobr
pedprobr is the likelihood engine, and it keeps finding ways to compute what it previously could not.
pedprobr computes pedigree likelihoods for the ped suite. Version 1.1.0 updated its loop handling to match pedtools 2.11.0, including founder and repeated loop breakers, and improved the peeling algorithm with single-child shortcuts and lower memory use. Version 1.0.0 was the other expansion: special lumping lets markers with mutation models that are un-lumpable in the Kemeny-Snell sense be lumped anyway in certain cases, with alleleLimit as a fallback for the rest.
Velocity 0.0 · Last update 2d ago
Top 12 alternatives to pedprobr
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
Omni ships weekly, and almost every week the headline item is an AI feature.
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
silx settles into maintenance a release after its PySide6 migration
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.
pedprobr 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 |
|---|---|---|---|---|
| pedprobr (baseline) | 0.0 | 0 | pedigree analysislikelihood computationpeeling algorithm | — |
| 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 |
| Omni | 6.3 | 1 | business-intelligencesemantic-modelai-routines | AI semantic model generation goes generally available in Omni |
| 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 | — |
The 12 best pedprobr 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 pedprobr'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 pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, ApexCharts focuses on charting, raw data input and chart morphing.
Over the last 30 days ApexCharts has been shipping faster than pedprobr — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare pedprobr 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 pedprobr'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 pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, Usermaven focuses on product analytics, reverse etl and mcp.
Over the last 30 days Usermaven has been shipping faster than pedprobr — a point in its favour if release momentum matters to you.
Full Usermaven trajectory → · Compare pedprobr vs Usermaven →
3. Omni · velocity 6.3
Omni ships weekly, and almost every week the headline item is an AI feature.
Over the last 30 days Omni shipped 1 meaningful update vs pedprobr's 0, most recently “AI semantic model generation goes generally available in Omni”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, Omni focuses on business intelligence, semantic model and ai routines.
Over the last 30 days Omni has been shipping faster than pedprobr — a point in its favour if release momentum matters to you.
4. 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 pedprobr's 0, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, Plotly focuses on ai app building, plotly cloud and metered billing.
Over the last 30 days Plotly has been shipping faster than pedprobr — a point in its favour if release momentum matters to you.
5. 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 pedprobr'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 pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, Rho focuses on r ide, ai agents and model routing.
Over the last 30 days Rho has been shipping faster than pedprobr — a point in its favour if release momentum matters to you.
6. 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 pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, OpenCTI focuses on threat intelligence, stix and data model.
OpenCTI and pedprobr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. OpenObserve · velocity 6.3
After its largest release, OpenObserve is patching the seams.
Over the last 30 days OpenObserve shipped 1 meaningful update vs pedprobr'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 pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, OpenObserve focuses on observability, synthetic monitoring and mcp.
Over the last 30 days OpenObserve has been shipping faster than pedprobr — a point in its favour if release momentum matters to you.
Full OpenObserve trajectory → · Compare pedprobr vs OpenObserve →
8. 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 pedprobr's 0, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, AgencyAnalytics focuses on agency reporting, ai assistant and scheduling.
Over the last 30 days AgencyAnalytics has been shipping faster than pedprobr — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare pedprobr vs AgencyAnalytics →
9. 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 pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, silx focuses on scientific computing, data visualization and synchrotron.
silx and pedprobr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. 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 pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, Grafana Mimir focuses on metrics, prometheus compatible and helm.
Grafana Mimir and pedprobr 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 pedprobr vs Grafana Mimir →
11. 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 pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, Dovetail focuses on digital twins, chat and agents.
Dovetail and pedprobr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. 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 pedprobr leans on pedigree analysis, likelihood computation and peeling algorithm, TimescaleDB focuses on time series, postgresql and columnstore.
TimescaleDB and pedprobr 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 pedprobr vs TimescaleDB →
Frequently asked questions
What are the best alternatives to pedprobr?
The top pedprobr alternatives we currently track in analytics tools are ApexCharts, Usermaven, Omni, Plotly, Rho, ranked by recent ship velocity.
How is this list of pedprobr alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare pedprobr directly with one of these alternatives?
Yes — every card has a "Compare with pedprobr" link to a side-by-side /compare page.