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Comparison of GLM-5.3, MiniMax: MiniMax M2.5, Meta: Muse Spark Open
3 modelszai-orgGLM-5.3Remove ×minimaxMiniMax: MiniMax M2.5Remove ×metaMeta: Muse Spark OpenRemove ×
What’s differentReuses the GLM-5.2 base with new post-training; exposes low, high and max reasoning effort, defaulting to max.MiniMax-M2.5 is a SOTA large language model designed for real-world productivity. Trained in a diverse range of complex real-world digital working environments, M2.5 builds upon the coding expertise of M2.1...OpenRouter lists a 1,048,576-token context and up to 943,718 output tokens for this open-weight model aimed at agentic coding.
DateAug 18, 2026ReleasedFeb 12, 2026ListedOct 15, 2026Released
Listed rate$0.079 in / $1.40 out/ 1M tokensWafer · via OpenRouter · all routes ↗wafer/us · quantization=fp4$0.27 in / $1.08 out/ 1M tokensStreamLake · via OpenRouter · all routes ↗streamlake$1.25 in / $4.25 out/ 1M tokensbaseten · via Hugging Face · all routes ↗
Provider endpoints59 endpoints →12 endpoints →8 endpoints →
AA Intelligence ↗4.3.244.78 ↗Effort: max · MaxIndependent resultNot reported38.87 ↗Effort: xhigh · XhighIndependent result
AA-Briefcase ↗1.11,506.86 ↗Effort: max · MaxIndependent resultNot reported1,279.37 ↗Effort: xhigh · XhighIndependent result
GDPval-AA ↗2.11,650.31 ↗Effort: max · MaxIndependent resultNot reported1,401.12 ↗Effort: xhigh · XhighIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collection62.2% ↗Effort: max · MaxIndependent resultNot reported49.71% ↗Effort: xhigh · XhighIndependent result
Terminal-Bench 4.0 · AA ↗41.92% ↗Effort: max · MaxHarness unreportedIndependent resultNot reported8.08% ↗Effort: xhigh · XhighHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collection59.03% ↗AA · Under reviewEffort: max · MaxIndependent resultNot reported58.45% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collection42.26% ↗Effort: max · MaxIndependent resultNot reported43.88% ↗Effort: xhigh · XhighIndependent result
GDP.pdf ↗AA Index 4.3.2 collection11.2% ↗Effort: max · MaxIndependent resultNot reported18.6% ↗Effort: xhigh · XhighIndependent result
CritPt ↗AA Index 4.3.2 collection19.14% ↗AA · Under reviewEffort: max · MaxIndependent resultNot reported14.86% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
AA-Omniscience ↗AA Index 4.3.2 collection14.3 ↗Effort: max · MaxIndependent resultNot reported24.65 ↗Effort: xhigh · XhighIndependent result
AA-LCR ↗1.179.67% ↗Effort: max · MaxIndependent resultNot reported78.33% ↗Effort: xhigh · XhighIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)60.74% ↗Effort: max · single run · equal mean of 7 suitesIndependent resultNot reported57.57% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)77.3% ↗Effort: max · single runIndependent resultNot reported60.3% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)73.2% ↗Effort: max · single runIndependent resultNot reported80.3% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)0% ↗Effort: max · single runIndependent resultNot reported36% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)82.8% ↗Effort: max · single runIndependent resultNot reported73.6% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)35.9% ↗Effort: max · single runIndependent resultNot reported18.9% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)70.2% ↗Effort: max · single runIndependent resultNot reported60.2% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)85.8% ↗Effort: max · single runIndependent resultNot reported73.7% ↗Effort: max · single runIndependent result
Context window1M204.8K1M
Max output943.7K32.8K943.7K
Parameters———
Tool callingSupportedSupportedSupported
Structured outputSupportedSupportedSupported
Image inputNot reportedNot reportedSupported
Audio inputNot reportedNot reportedSupported
Video inputNot reportedNot reportedSupported
ReasoningSupportedSupportedSupported
Prompt cachingSupportedSupportedSupported
Open weightsSupportedSupportedSupported

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