Mmstar

    ๐Ÿ† Leaderboard

    As of August 20, 2026, Qwen3.6 Plus is #1 for Mmstar at 83.3%. Ranked by the Mmstar score 15 models in this index have a published Mmstar score. Mmstar leaderboard: rank models by Mmstar next to live API token prices.

    Updated August 20, 2026282 models33 providers
    Qwen3.6 Plus
    Qwen ยท Proprietary
    83.3%$3.50
    Qwen3.5-122B-A10BOSS
    Qwen ยท Open Source
    82.9%$3.60
    Qwen3.5-35B-A3BOSS
    Qwen ยท Open Source
    81.9%$2.25
    Qwen3.6-27BOSS
    Qwen ยท Open Source
    81.4%$4.20
    Qwen3.5-27BOSS
    Qwen ยท Open Source
    81%$2.70
    Qwen3 VL 235B A22B ThinkingOSS
    Qwen ยท Open Source
    78.7%$3.94
    Qwen3 VL 235B A22B InstructOSS
    Qwen ยท Open Source
    78.4%$1.79
    Qwen3 VL 32B InstructOSS
    Qwen ยท Open Source ยท via OpenRouter
    77.7%$0.52
    Qwen3 VL 30B A3B ThinkingOSS
    Qwen ยท Open Source
    75.5%$1.20
    Qwen3 VL 8B ThinkingOSS
    Qwen ยท Open Source
    75.3%$2.27
    Qwen3 VL 4B ThinkingOSS
    Qwen ยท Open Source
    73.2%$1.10
    Qwen3 VL 30B A3B InstructOSS
    Qwen ยท Open Source
    72.1%$0.90
    Qwen3 VL 8B InstructOSS
    Qwen ยท Open Source
    70.9%$0.58
    Qwen2.5 VL 72B InstructOSS
    Qwen ยท Open Source ยท via OpenRouter
    70.8%$1.80
    Qwen3 VL 4B InstructOSS
    Qwen ยท Open Source
    69.8%$0.70
    ChatGPT-4o Latest
    OpenAI ยท Proprietary
    โ€”$12.50
    Claude 3 Haiku
    Anthropic ยท Proprietary
    โ€”$1.50
    Claude 3 Opus
    Anthropic ยท Proprietary
    โ€”$90.00
    Claude 3 Sonnet
    Anthropic ยท Proprietary
    โ€”$18.00
    Claude 3.5 Haiku
    Anthropic ยท Proprietary
    โ€”$4.80
    Claude 3.5 Sonnet
    Anthropic ยท Proprietary
    โ€”$18.00
    Claude 3.5 Sonnet
    Anthropic ยท Proprietary
    โ€”$18.00
    Claude 3.7 Sonnet
    Anthropic ยท Proprietary
    โ€”$18.00
    Claude Fable 5
    Anthropic ยท Proprietary
    โ€”$60.00
    Claude Haiku 4.5
    Anthropic ยท Proprietary
    โ€”$6.00
    Claude Mythos 5
    Anthropic ยท Proprietary
    โ€”$60.00
    Claude Mythos Preview
    Anthropic ยท Proprietary
    โ€”$60.00
    Claude Opus 4
    Anthropic ยท Proprietary
    โ€”$90.00
    Claude Opus 4.1
    Anthropic ยท Proprietary
    โ€”$90.00
    Claude Opus 4.5
    Anthropic ยท Proprietary
    โ€”$30.00
    Claude Opus 4.6
    Anthropic ยท Proprietary
    โ€”$30.00
    Claude Opus 4.7
    Anthropic ยท Proprietary
    โ€”$30.00
    Claude Opus 4.8
    Anthropic ยท Proprietary
    โ€”$30.00
    Claude Opus 5
    Anthropic ยท Proprietary
    โ€”$30.00
    Claude Sonnet 4
    Anthropic ยท Proprietary
    โ€”$18.00
    Claude Sonnet 4.5
    Anthropic ยท Proprietary
    โ€”$18.00
    Claude Sonnet 4.6
    Anthropic ยท Proprietary
    โ€”$18.00
    Claude Sonnet 5
    Anthropic ยท Proprietary
    โ€”$12.00
    Command A+OSS
    Cohere ยท Open Source
    โ€”$12.50
    Command R+OSS
    Cohere ยท Open Source
    โ€”$1.25
    Composer 2
    Cursor ยท Proprietary
    โ€”$3.00
    Composer 2 Fast
    Cursor ยท Proprietary
    โ€”$9.00
    DeepSeek R1 Distill Llama 70BOSS
    DeepSeek ยท Open Source
    โ€”$0.50
    DeepSeek R1 Distill Qwen 32BOSS
    DeepSeek ยท Open Source
    โ€”$0.30
    DeepSeek-R1OSS
    DeepSeek ยท Open Source
    โ€”$2.74
    DeepSeek-R1-0528OSS
    DeepSeek ยท Open Source
    โ€”$2.74
    DeepSeek-V2.5OSS
    DeepSeek ยท Open Source
    โ€”$0.42
    DeepSeek-V3OSS
    DeepSeek ยท Open Source
    โ€”$1.37
    DeepSeek-V3 0324OSS
    DeepSeek ยท Open Source
    โ€”$1.42
    DeepSeek-V3.1OSS
    DeepSeek ยท Open Source
    โ€”$1.27
    Showing 1โ€“50 of 282 models

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    The index

    All Large Language Models

    282 models across 33 providers. Search or jump to a lab โ€” every model page stays linked here.

    Baidu

    1 models

    Inception

    1 models

    inclusionAI

    1 models

    LG AI Research

    1 models

    Nous Research

    1 models

    Sakana AI

    1 models

    StepFun

    1 models

    Tencent

    1 models

    Thinking Machines

    1 models

    Unisound

    1 models

    Upstage

    1 models

    Which model leads Mmstar right now?

    As of August 20, 2026, Qwen3.6 Plus by Qwen is #1 for Mmstar at 83.3%. Ranked by the Mmstar score This board also tracks Mmstar. Next on the same board: Qwen3.5-122B-A10B and Qwen3.5-35B-A3B. This mmstar leaderboard ranks models by Mmstar. Scores come from public evals. Prices are the live API rates in the table above.

    Sources: OpenAI API pricing (https://developers.openai.com/api/docs/pricing); Anthropic Claude API pricing (https://platform.claude.com/docs/en/about-claude/pricing); Gemini API pricing (https://ai.google.dev/gemini-api/docs/pricing)

    Top 8 for mmstar. Ranked by the Mmstar score Input and output are dollars per million tokens.
    RankModelMmstarInput /MOutput /M
    1Qwen3.6 Plus83.3%$0.50$3.00
    2Qwen3.5-122B-A10B82.9%$0.40$3.20
    3Qwen3.5-35B-A3B81.9%$0.25$2.00
    4Qwen3.6-27B81.4%$0.60$3.60
    5Qwen3.5-27B81%$0.30$2.40
    6Qwen3 VL 235B A22B Thinking78.7%$0.45$3.49
    7Qwen3 VL 235B A22B Instruct78.4%$0.30$1.49
    8Qwen3 VL 32B Instruct77.7%$0.10$0.42

    Mmstar FAQ

    Who ranks #1 on the Mmstar leaderboard?

    As of August 20, 2026, Qwen3.6 Plus by Qwen ranks #1 on Mmstar at 83.3%. API pricing is $0.50/M input and $3.00/M output.

    What are the top models on Mmstar?

    The current Mmstar ranking as of August 20, 2026 is 1. Qwen3.6 Plus at 83.3%; 2. Qwen3.5-122B-A10B at 82.9%; 3. Qwen3.5-35B-A3B at 81.9%.

    Which mmstar model is the cheapest?

    Qwen3 VL 32B Instruct is the cheapest scored model on this mmstar leaderboard at $0.10/M input and $0.42/M output ($0.52 blended). Qwen3.6 Plus still leads Mmstar at 83.3%.

    Should I always pick the #1 Mmstar model?

    Not automatically. Qwen3.6 Plus leads Mmstar, but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh Mmstar against input/output price, context window, and related evals.

    How often is the Mmstar leaderboard updated?

    Scores and API prices on this page are refreshed from published evals and provider rates. The snapshot is labeled August 20, 2026. Treat it as a current index, not a one-off blog post.

    What is Mmstar?

    Mmstar is a public LLM eval (the Mmstar score). This page ranks models that have published a score, next to live API prices.

    Where is the Mmstar leaderboard?

    This page is the Mmstar leaderboard. Models are sorted by Mmstar, with input and output token prices on the same row so you can weigh score against cost. Official boards often omit price; that comparison is the point of this index.

    How is this Mmstar ranking different from the official board?

    Official eval pages own the methodology. This page keeps the published Mmstar score next to live API $/M so you can pick a production SKU, not only a trophy number.