MolmoAct2 Think vs Muse Spark 1.3

At a Glance

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Pricing and Limits
Context windowMaximum documented tokens16KNot reported
Model facts checkedAug 28, 2026View model evidence →Sep 4, 2026View model evidence →

Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →

Available Benchmarks

All benchmark results →
No Protocol-Matched Benchmark Yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.

Side-by-Side Facts

FieldMolmoAct2-ThinkMuse Spark 1.3
DeveloperAi2Meta
FamilyMolmoact2 ThinkMuse Spark
ModelMolmoAct2-ThinkMuse Spark 1.3
VersionMolmoAct2-ThinkMuse Spark 1.3
Lifecycleactivepreview
ReleasedUnknown2026-09-02
Knowledge cutoffUnknownUnknown
Input modalitiesModel-specific inputText, Image, Video
Output modalitiesModel-specific inputText
Context window16KUnknown
Total parameters5.4BUnknown
Active parametersUnknownUnknown
LicenseUnknownUnknown
Open weightsYesNo
API availableUnknownYes
Self-hostableYesNo
Provider accessUnknownUnknown
Capabilitiesreasoning, robot_action_generationchat, computer-use, generation, reasoning, research, tools

MolmoAct2 Think Capabilities

reasoningrobot action generation
Serving providers0
Canonical IDallenai/MolmoAct2-Think

Muse Spark 1.3 Capabilities

chatcomputer-usegenerationreasoningresearchtools
Serving providers0
Canonical IDmeta-llama/muse-spark-1.3

Primary Evidence

Sources and Freshness

Questions

MolmoAct2 Think vs Muse Spark 1.3 FAQs

Is MolmoAct2 Think or Muse Spark 1.3 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both MolmoAct2 Think and Muse Spark 1.3, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, MolmoAct2 Think or Muse Spark 1.3?+

Neither model has a directly sourced input price in this comparison. Neither model has a directly sourced output price in this comparison.

Which has a larger context window, MolmoAct2 Think or Muse Spark 1.3?+

Neither model has a larger sourced context window in this comparison. MolmoAct2 Think is 16K and Muse Spark 1.3 is —.

Which performs better in benchmarks, MolmoAct2 Think or Muse Spark 1.3?+

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Can MolmoAct2 Think or Muse Spark 1.3 be self-hosted?+

MolmoAct2 Think is the only model in this pair currently marked as self-hostable. MolmoAct2 Think is open weight; Muse Spark 1.3 is not marked open weight.

Can MolmoAct2 Think and Muse Spark 1.3 understand images?+

MolmoAct2 Think is not documented with image input; Muse Spark 1.3 is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, MolmoAct2 Think or Muse Spark 1.3?+

Neither has a larger sourced maximum output. MolmoAct2 Think is — and Muse Spark 1.3 is —.

Do MolmoAct2 Think and Muse Spark 1.3 support reasoning and tool use?+

MolmoAct2 Think: reasoning. Muse Spark 1.3: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, MolmoAct2 Think or Muse Spark 1.3?+

MolmoAct2 Think has 0 sourced provider routes; Muse Spark 1.3 has 0, a tie.

Which offers better value, MolmoAct2 Think or Muse Spark 1.3?+

There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.

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