Meta model product
Muse Spark Open is an open-weight multimodal reasoning model from Meta for coding and long-horizon agentic work, with 816B total parameters, 42B active parameters, and a 1M-token context.
Updated Oct 23, 2026. Default version: Muse Spark Open
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Benchmark scores for Muse Spark Open.
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkMCP Atlas | Score89.20% | Rank01 | Participants39 | Percentile100.00% | EvidenceC | Evaluated |
| BenchmarkAA-Omniscience Index | Score25.00 points | Rank02 | Participants5 | Percentile75.00% | EvidenceC | Evaluated |
| BenchmarkJob Bench | Score61.80% | Rank02 | Participants9 | Percentile87.50% | EvidenceC | Evaluated |
| BenchmarkSWE Atlas - Codebase QnA | Score58.00% | Rank03 | Participants7 | Percentile66.67% | EvidenceC | Evaluated |
| BenchmarkZEROBench | Score0.50 points | Rank03 | Participants15 | Percentile85.71% | EvidenceC | Evaluated |
| BenchmarkHumanity's Last Exam (with tools) | Score61.00% | Rank03 | Participants5 | Percentile50.00% | EvidenceC | Evaluated |
| BenchmarkSciCode | Score58.50% | Rank04 | Participants31 | Percentile90.00% | EvidenceC | Evaluated |
| BenchmarkWorldVQA | Score49.40% | Rank04 | Participants7 | Percentile50.00% | EvidenceC | Evaluated |
| BenchmarkSimpleVQA | Score0.74 points | Rank05 | Participants17 | Percentile75.00% | EvidenceC | Evaluated |
| BenchmarkToolathlon-Verified | Score72.80% | Rank05 | Participants5 | Percentile0.00% | EvidenceC | Evaluated |
| BenchmarkBabyVision | Score80.20% | Rank06 | Participants16 | Percentile66.67% | EvidenceC | Evaluated |
| BenchmarkGDPval-AA | Score1,401.00 points | Rank10 | Participants17 | Percentile43.75% | EvidenceC | Evaluated |
| BenchmarkOSWorld-Verified | Score80.40% | Rank10 | Participants28 | Percentile66.67% | EvidenceC | Evaluated |
| BenchmarkArtificial Analysis | Score39.00% | Rank13 | Participants13 | Percentile0.00% | EvidenceC | Evaluated |
| BenchmarkTerminal-Bench 2.1 | Score76.40% | Rank27 | Participants48 | Percentile44.68% | EvidenceC | Evaluated |
| BenchmarkDeepSWE 1.1 | Score60.00% | Rank33 | Participants51 | Percentile36.00% | EvidenceC | Evaluated |
| BenchmarkGPQA | Score89.00% | Rank38 | Participants256 | Percentile85.49% | EvidenceC | Evaluated |
Preference and agent-evaluation results for the default version.
The default version does not have a matching Arena result yet.
Official vendor API pricing appears first, followed by individual provider offers.
Provider | Provider model ID | Region | Input / 1M | Output / 1M | Context | Updated |
|---|
| ProviderNanoGPT | Provider model IDmeta/muse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderKilo Gateway | Provider model IDmeta/muse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderOpenRouter | Provider model IDmeta/muse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderOllama Cloud | Provider model IDmuse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderNebius Token Factory | Provider model IDmeta-models/muse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderVercel AI Gateway | Provider model IDmeta/muse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderFireworks AI | Provider model IDaccounts/fireworks/models/muse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderMerge Gateway | Provider model IDmeta/muse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderRequesty | Provider model IDmuse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderPrime Inference | Provider model IDmeta/muse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderCloudflare AI Gateway | Provider model IDmeta/muse-spark-open | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderTogether AI | Provider model IDmeta-models/Muse-Spark-Open-816B-A42B | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderModal | Provider model IDmeta-models/Muse-Spark-Open-816B-A42B | Regionglobal | Input / 1M$1.25 | Output / 1M$4.25 | Context1M | Updated |
| ProviderVenice AI | Provider model IDmuse-spark-open | Regionglobal | Input / 1M$1.56 | Output / 1M$5.31 | Context1M | Updated |
Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.
Provider-specific output speed and catalog latency for Muse Spark Open. Runtime does not affect the capability score.
No provider-specific speed or latency record is linked to the default version yet.
Output Speed is generated output tokens received per second. Catalog latency is reported separately from observed provider TTFT.
Technical details for the model's default version.
Available versions of this model. The score column identifies the version used in the overall ranking.
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| VersionMuse Spark Open | Released | LLMBoard74.86 | Parameters816B | Context1M | Max output1M | Open weightsYes | LicenseMuse Model License |
Recommendations prioritize the same model type and family, then the closest LLMBoard score.
Key information about Muse Spark Open and its available data.
Muse Spark Open is an 816B-total-parameter, 42B-active-parameter open-weight multimodal reasoning model from Meta. It is designed for coding and long-horizon agentic work and supports a 1M-token context.
Data as of 2026-10-22.
Common questions about Muse Spark Open.
Muse Spark Open's default version was released on Oct 15, 2026.
No official standard PAYG price is currently available for Muse Spark Open. The lowest tracked third-party offer starts at $1.25 input and $4.25 output via NanoGPT.
Muse Spark Open was created by Meta.
The default version has a 1M token context window.
Yes. The default version is marked as open weight under Muse Model License.
14 provider offerings are linked to the default version.