ANALYTICS
Three releases in three weeks moved ApexCharts from free library to gated open-core.
Alternatives · analytics tools
OpenMC alternatives
The best OpenMC alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 11, 2026
Looking for the best alternatives to OpenMC? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, OpenMC 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 OpenMC
OpenMC's random ray solver has gone from new arrival to the centre of every release
OpenMC is a Monte Carlo particle transport code for neutronics and radiation analysis. Since the random ray transport solver landed in 0.15.0 it has received substantial work in every subsequent release, most recently local adjoint sources, temperature and distributed-density feedback, fission-heating tallies and a weight-window bootstrapping workflow. The other consistent thread is shutdown-dose and depletion tooling, where 0.15.3 introduced an R2SManager to automate the rigorous two-step workflow and 0.16.0 extended it with reactivity control, CRAM substeps and multiple meshes.
Velocity 2.5 · Last update 1h ago
Top 12 alternatives to OpenMC
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
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The Rust rewrite crosses from alpha to beta, and it can now bind SQL without touching the warehouse.
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Hex is moving its agent out of the notebook and onto programmable surfaces.
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Parseable's 3.0 turns a log store into a logs, metrics, traces and APM console.
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Storm 3.0 finishes removing the Clojure it was built in, and moves to a Java 21 baseline.
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Axiom is rebuilding observability so an AI agent, not a human, can be the first user.
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Basedash is turning its AI analyst into an API other products build on.
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Dagster's declarative automation grows past assets while the UI is rebuilt for scale.
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LinkedIn's Iceberg control plane, shipping one pull request per release.
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Mimir's feed is mostly Helm automation; the real work is inside the query engine.
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Superset's feed tracks Helm chart tags, so the BI product itself stays invisible here.
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Superset's tracked feed is a Helm chart tag stream with no notes attached.
OpenMC 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 |
|---|---|---|---|---|
| OpenMC (baseline) | 2.5 | 0 | monte-carlo-transportrandom-raydepletion | OpenMC 0.15.0 introduces a random ray transport solver |
| ApexCharts | 10.0 | 3 | open-corelicensingcharting | Sunburst charts arrive; premium features now need an entitled plan |
| dbt Core | 7.5 | 2 | dbt-fusionrust-rewritestatic-analysis | dbt Fusion 2.0 reaches first beta with catalog-free SQL binding |
| Hex | 6.3 | 1 | agentsclimcp | Hex Agent becomes callable from the CLI and API |
| Parseable | 6.3 | 1 | observabilitypromqlopentelemetry | Parseable 3.0 adds PromQL alerts, APM and dashboard templates |
| Apache Storm | 6.3 | 1 | stream-processingmodernizationsecurity | Storm 3.0 drops Clojure entirely and moves to Java 21 |
| Axiom | 6.3 | 1 | observabilityagent-nativemcp | Agent-created orgs, richer charts, sharper queries |
| Basedash | 6.3 | 1 | embedded analyticsapi platformai analyst | Introducing the Basedash developer platform |
| Dagster | 6.3 | 1 | declarative-automationasset-orchestrationui-scale | Declarative Automation can now launch jobs (preview) |
| OpenHouse | 5.0 | 0 | icebergdata-lakehousetable-metadata | — |
| Grafana Mimir | 5.0 | 0 | query-enginepromqlnative-histograms | — |
| Apache Superset | 5.0 | 0 | helm-chartpackagingdeployment | — |
| Apache Superset | 5.0 | 0 | helmpackagingdeployment | — |
The 12 best OpenMC alternatives, in depth
1. ApexCharts · velocity 10.0
Three releases in three weeks moved ApexCharts from free library to gated open-core.
Over the last 30 days ApexCharts shipped 3 meaningful updates vs OpenMC's 0, most recently “Sunburst charts arrive; premium features now need an entitled plan”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, ApexCharts focuses on open core, licensing and charting.
Over the last 30 days ApexCharts has been shipping faster than OpenMC — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare OpenMC vs ApexCharts →
2. dbt Core · velocity 7.5
The Rust rewrite crosses from alpha to beta, and it can now bind SQL without touching the warehouse.
Over the last 30 days dbt Core shipped 2 meaningful updates vs OpenMC's 0, most recently “dbt Fusion 2.0 reaches first beta with catalog-free SQL binding”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, dbt Core focuses on dbt fusion, rust rewrite and static analysis.
Over the last 30 days dbt Core has been shipping faster than OpenMC — a point in its favour if release momentum matters to you.
3. Hex · velocity 6.3
Hex is moving its agent out of the notebook and onto programmable surfaces.
Over the last 30 days Hex shipped 1 meaningful update vs OpenMC's 0, most recently “Hex Agent becomes callable from the CLI and API”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, Hex focuses on agents, cli and mcp.
Over the last 30 days Hex has been shipping faster than OpenMC — a point in its favour if release momentum matters to you.
4. Parseable · velocity 6.3
Parseable's 3.0 turns a log store into a logs, metrics, traces and APM console.
Over the last 30 days Parseable shipped 1 meaningful update vs OpenMC's 0, most recently “Parseable 3.0 adds PromQL alerts, APM and dashboard templates”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, Parseable focuses on observability, promql and opentelemetry.
Over the last 30 days Parseable has been shipping faster than OpenMC — a point in its favour if release momentum matters to you.
5. Apache Storm · velocity 6.3
Storm 3.0 finishes removing the Clojure it was built in, and moves to a Java 21 baseline.
Over the last 30 days Apache Storm shipped 1 meaningful update vs OpenMC's 0, most recently “Storm 3.0 drops Clojure entirely and moves to Java 21”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, Apache Storm focuses on stream processing, modernization and security.
Over the last 30 days Apache Storm has been shipping faster than OpenMC — a point in its favour if release momentum matters to you.
Full Apache Storm trajectory → · Compare OpenMC vs Apache Storm →
6. Axiom · velocity 6.3
Axiom is rebuilding observability so an AI agent, not a human, can be the first user.
Over the last 30 days Axiom shipped 1 meaningful update vs OpenMC's 0, most recently “Agent-created orgs, richer charts, sharper queries”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, Axiom focuses on observability, agent native and mcp.
Over the last 30 days Axiom has been shipping faster than OpenMC — a point in its favour if release momentum matters to you.
7. Basedash · velocity 6.3
Basedash is turning its AI analyst into an API other products build on.
Over the last 30 days Basedash shipped 1 meaningful update vs OpenMC's 0, most recently “Introducing the Basedash developer platform”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, Basedash focuses on embedded analytics, api platform and ai analyst.
Over the last 30 days Basedash has been shipping faster than OpenMC — a point in its favour if release momentum matters to you.
8. Dagster · velocity 6.3
Dagster's declarative automation grows past assets while the UI is rebuilt for scale.
Over the last 30 days Dagster shipped 1 meaningful update vs OpenMC's 0, most recently “Declarative Automation can now launch jobs (preview)”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, Dagster focuses on declarative automation, asset orchestration and ui scale.
Over the last 30 days Dagster has been shipping faster than OpenMC — a point in its favour if release momentum matters to you.
9. OpenHouse · velocity 5.0
LinkedIn's Iceberg control plane, shipping one pull request per release.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, OpenHouse focuses on iceberg, data lakehouse and table metadata.
OpenHouse and OpenMC 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 mostly Helm automation; the real work is inside the query engine.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, Grafana Mimir focuses on query engine, promql and native histograms.
Grafana Mimir and OpenMC 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 OpenMC vs Grafana Mimir →
11. Apache Superset · velocity 5.0
Superset's feed tracks Helm chart tags, so the BI product itself stays invisible here.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, Apache Superset focuses on helm chart, packaging and deployment.
Apache Superset and OpenMC have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Apache Superset trajectory → · Compare OpenMC vs Apache Superset →
12. Apache Superset · velocity 5.0
Superset's tracked feed is a Helm chart tag stream with no notes attached.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where OpenMC leans on monte carlo transport, random ray and depletion, Apache Superset focuses on helm, packaging and deployment.
Apache Superset and OpenMC have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Apache Superset trajectory → · Compare OpenMC vs Apache Superset →
Frequently asked questions
What are the best alternatives to OpenMC?
The top OpenMC alternatives we currently track in analytics tools are ApexCharts, dbt Core, Hex, Parseable, Apache Storm, ranked by recent ship velocity.
How is this list of OpenMC alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare OpenMC directly with one of these alternatives?
Yes — every card has a "Compare with OpenMC" link to a side-by-side /compare page.