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socialmixr alternatives

The best socialmixr alternatives in analytics tools, ranked by Sparkpulse's velocity_score.

Updated Aug 19, 2026

Looking for the best alternatives to socialmixr? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, socialmixr 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 socialmixr

socialmixr breaks its one-shot contact_matrix() call into a composable pipeline.

socialmixr builds age-structured social contact matrices from survey data for infectious-disease modelling. Version 0.6.0 replaces the monolithic contact_matrix() entry point with a chain of composable steps — filter, assign age groups, weigh, compute, then symmetrise, split or convert per capita — behind a new contact_matrix S3 class. Survey downloading is being handed off to a separate contactsurveys package.

Velocity 0.0 · Last update 3d ago

Read the full socialmixr trajectory →

Top 12 alternatives to socialmixr

Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.

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socialmixr 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.

ProductVelocitySparks · 30dFocus areasLatest release
socialmixr (baseline)0.00contact matricesepidemiologypipeline apiContact matrices become a composable pipeline
ApexCharts10.03chartingraw-data-inputchart-morphingHistogram bins raw samples; charts morph between types
Usermaven8.83product-analyticsreverse-etlmcp🔌 Salesforce, Reverse ETL, and connectors: your stack, connected
Plotly6.31ai-app-buildingplotly-cloudmetered-billingCustom Domains in Plotly Cloud
Rho6.31r-ideai-agentsmodel-routingAgent conversations and provider-routed models land in Rho
OpenCTI6.30threat-intelligencestixdata-model
OpenObserve6.31observabilitysynthetic-monitoringmcpv0.92.0 adds synthetic monitoring, workflows, and AI observability
AgencyAnalytics6.31agency-reportingai-assistantschedulingSkills in AgencyAI
silx5.00scientific-computingdata-visualizationsynchrotron3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required
Grafana Mimir5.00metricsprometheus-compatiblehelm
Dovetail5.00digital twinschatagents
TimescaleDB5.00time-seriespostgresqlcolumnstore
Holistics5.00business-intelligenceai-governanceanalytics-as-code

The 12 best socialmixr 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 socialmixr'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 socialmixr leans on contact matrices, epidemiology and pipeline api, ApexCharts focuses on charting, raw data input and chart morphing.

Over the last 30 days ApexCharts has been shipping faster than socialmixr — a point in its favour if release momentum matters to you.

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 socialmixr'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 socialmixr leans on contact matrices, epidemiology and pipeline api, Usermaven focuses on product analytics, reverse etl and mcp.

Over the last 30 days Usermaven has been shipping faster than socialmixr — a point in its favour if release momentum matters to you.

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 socialmixr's 0, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.

Where socialmixr leans on contact matrices, epidemiology and pipeline api, Plotly focuses on ai app building, plotly cloud and metered billing.

Over the last 30 days Plotly has been shipping faster than socialmixr — 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 socialmixr'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 socialmixr leans on contact matrices, epidemiology and pipeline api, Rho focuses on r ide, ai agents and model routing.

Over the last 30 days Rho has been shipping faster than socialmixr — 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 socialmixr leans on contact matrices, epidemiology and pipeline api, OpenCTI focuses on threat intelligence, stix and data model.

OpenCTI and socialmixr 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 socialmixr'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 socialmixr leans on contact matrices, epidemiology and pipeline api, OpenObserve focuses on observability, synthetic monitoring and mcp.

Over the last 30 days OpenObserve has been shipping faster than socialmixr — a point in its favour if release momentum matters to you.

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 socialmixr's 0, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.

Where socialmixr leans on contact matrices, epidemiology and pipeline api, AgencyAnalytics focuses on agency reporting, ai assistant and scheduling.

Over the last 30 days AgencyAnalytics has been shipping faster than socialmixr — a point in its favour if release momentum matters to you.

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 socialmixr leans on contact matrices, epidemiology and pipeline api, silx focuses on scientific computing, data visualization and synchrotron.

silx and socialmixr 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 socialmixr leans on contact matrices, epidemiology and pipeline api, Grafana Mimir focuses on metrics, prometheus compatible and helm.

Grafana Mimir and socialmixr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

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 socialmixr leans on contact matrices, epidemiology and pipeline api, Dovetail focuses on digital twins, chat and agents.

Dovetail and socialmixr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

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 socialmixr leans on contact matrices, epidemiology and pipeline api, TimescaleDB focuses on time series, postgresql and columnstore.

TimescaleDB and socialmixr have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.

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 socialmixr leans on contact matrices, epidemiology and pipeline api, Holistics focuses on business intelligence, ai governance and analytics as code.

Holistics and socialmixr 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 socialmixr?

The top socialmixr alternatives we currently track in analytics tools are ApexCharts, Usermaven, Plotly, Rho, OpenCTI, ranked by recent ship velocity.

How is this list of socialmixr alternatives ranked?

Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.

Can I compare socialmixr directly with one of these alternatives?

Yes — every card has a "Compare with socialmixr" link to a side-by-side /compare page.