SciCode

    ๐Ÿ† Leaderboard

    As of August 20, 2026, Claude Fable 5 is #1 for SciCode at 60.2%. Ranked by the SciCode score 90 models in this index have a published SciCode score. SciCode leaderboard with live API prices. SciCode โ€” scientific coding and research-programming benchmark.

    Updated August 20, 2026282 models33 providers
    Claude Fable 5
    Anthropic ยท Proprietary
    60.2%$60.00
    Gemini 3.1 Pro
    Google ยท Proprietary
    59%$17.50
    Kimi K3OSS
    Moonshot AI ยท Open Source
    58.7%$18.00
    Muse Spark 1.1
    Meta ยท Proprietary
    58.2%$5.50
    Seed 2.1 Turbo
    ByteDance ยท Proprietary
    57.8%$3.00
    GPT-5.6 Sol
    OpenAI ยท Proprietary
    56.9%$35.00
    GPT-5.4
    OpenAI ยท Proprietary
    56.6%$17.50
    GPT-5.5
    OpenAI ยท Proprietary
    56.1%$35.00
    Claude Opus 5
    Anthropic ยท Proprietary
    55.7%$30.00
    Claude Opus 4.7
    Anthropic ยท Proprietary
    54.5%$30.00
    Grok 4.5
    xAI ยท Proprietary
    54.0%$8.00
    GPT-5.6 Terra
    OpenAI ยท Proprietary
    53.9%$14.00
    Claude Sonnet 5
    Anthropic ยท Proprietary
    53.6%$12.00
    Qwen3.7 Max
    Qwen ยท Proprietary
    53.5%$5.00
    Claude Opus 4.8
    Anthropic ยท Proprietary
    53.5%$30.00
    Gemini 3.5 Flash
    Google ยท Proprietary
    53.1%$10.50
    Gemini 3.6 Flash
    Google ยท Proprietary
    52.7%$4.50
    GPT-5.6 Luna
    OpenAI ยท Proprietary
    52.5%$1.40
    Kimi K2.6OSS
    Moonshot AI ยท Open Source
    52.2%$4.93
    Qwen3.7-Plus
    Qwen ยท Proprietary
    51.3%$1.60
    GLM-5.2OSS
    Z AI ยท Open Source
    50.5%$5.80
    MiMo-V2.5-ProOSS
    Xiaomi ยท Open Source
    50.2%$1.30
    DeepSeek-V4-Pro-MaxOSS
    DeepSeek ยท Open Source
    50%$5.22
    GPT-5.4 mini
    OpenAI ยท Proprietary
    49.9%$5.25
    DeepSeek-V4-Flash-0731OSS
    DeepSeek ยท Open Source
    49.9%$1.76
    Kimi K2.5OSS
    Moonshot AI ยท Open Source
    48.7%$3.68
    Inkling-SmallOSS
    Thinking Machines ยท Open Source ยท via Thinking Machines Lab
    48.7%$1.50
    GPT-5.5 Instant
    OpenAI ยท Proprietary
    48.6%$35.00
    Kimi K2.7 CodeOSS
    Moonshot AI ยท Open Source
    47.5%$4.93
    Grok 4.3
    xAI ยท Proprietary
    47.3%$3.75
    MiniMax M2.7OSS
    MiniMax ยท Open Source
    47.0%$1.50
    GPT-5.4 nano
    OpenAI ยท Proprietary
    46.9%$1.45
    Claude Sonnet 4.6
    Anthropic ยท Proprietary
    46.8%$18.00
    MiniMax M3OSS
    MiniMax ยท Open Source
    45.4%$1.50
    GLM-4.7OSS
    Z AI ยท Open Source
    45.1%$2.80
    DeepSeek-V4-Flash-MaxOSS
    DeepSeek ยท Open Source
    44.9%$0.42
    Kimi K2-Thinking-0905OSS
    Moonshot AI ยท Open Source
    44.8%$2.47
    Claude Sonnet 4.5
    Anthropic ยท Proprietary
    44.7%$18.00
    Nemotron 3 Ultra (550B A55B)OSS
    NVIDIA ยท Open Source ยท via OpenRouter
    44.6%$2.70
    GLM-5.1OSS
    Z AI ยท Open Source
    43.8%$5.80
    Muse Glimmer-30BOSS
    Meta ยท Open Source
    43.6%$1.85
    Gemma 4 31BOSS
    Google ยท Open Source
    43.4%$0.54
    GPT-5.1 High
    OpenAI ยท Proprietary
    43.3%$11.25
    GPT-5.1
    OpenAI ยท Proprietary
    43.3%$11.25
    Claude Haiku 4.5
    Anthropic ยท Proprietary
    43.3%$6.00
    MiMo-V2.5OSS
    Xiaomi ยท Open Source
    43.1%$0.50
    GPT-5 High
    OpenAI ยท Proprietary
    42.9%$11.25
    GPT-5
    OpenAI ยท Proprietary
    42.9%$11.25
    Gemini 2.5 Pro
    Google ยท Proprietary
    42.8%$11.25
    Qwen3-235B-A22B-Thinking-2507OSS
    Qwen ยท Open Source
    42.4%$3.30
    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 SciCode right now?

    As of August 20, 2026, Claude Fable 5 by Anthropic is #1 for SciCode at 60.2%. Ranked by the SciCode score This board also tracks SciCode. Next on the same board: Gemini 3.1 Pro and Kimi K3. This scicode leaderboard ranks models by SciCode. 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 scicode. Ranked by the SciCode score Input and output are dollars per million tokens.
    RankModelSciCodeInput /MOutput /M
    1Claude Fable 560.2%$10.00$50.00
    2Gemini 3.1 Pro59%$2.50$15.00
    3Kimi K358.7%$3.00$15.00
    4Muse Spark 1.158.2%$1.25$4.25
    5Seed 2.1 Turbo57.8%$0.50$2.50
    6GPT-5.6 Sol56.9%$5.00$30.00
    7GPT-5.456.6%$2.50$15.00
    8GPT-5.556.1%$5.00$30.00

    SciCode FAQ

    Who ranks #1 on the SciCode leaderboard?

    As of August 20, 2026, Claude Fable 5 by Anthropic ranks #1 on SciCode at 60.2%. API pricing is $10.00/M input and $50.00/M output.

    What are the top models on SciCode?

    The current SciCode ranking as of August 20, 2026 is 1. Claude Fable 5 at 60.2%; 2. Gemini 3.1 Pro at 59%; 3. Kimi K3 at 58.7%.

    Which scicode model is the cheapest?

    Llama 3.1 8B Instruct is the cheapest scored model on this scicode leaderboard at $0.03/M input and $0.03/M output ($0.06 blended). Claude Fable 5 still leads SciCode at 60.2%.

    Should I always pick the #1 SciCode model?

    Not automatically. Claude Fable 5 leads SciCode, but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh SciCode against input/output price, context window, and related evals.

    How often is the SciCode 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 SciCode?

    SciCode โ€” scientific coding and research-programming benchmark. This page ranks models that have published a SciCode score, with live API token prices on the same row.

    Where is the SciCode leaderboard?

    This page is the SciCode leaderboard. Models are sorted by SciCode, 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 SciCode ranking different from the official board?

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