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    MedCode

    🏆 Leaderboard

    As of August 20, 2026, Claude Opus 5 is #1 for MedCode at 63.6%. Ranked by the MedCode score 60 models in this index have a published MedCode score. MedCode leaderboard: rank models by MedCode next to live API token prices.

    Updated August 20, 2026282 models33 providers
    Claude Opus 5
    Anthropic · Proprietary
    		63.6%$30.00
    Gemini 3.1 Pro
    Google · Proprietary
    		59.1%$17.50
    Claude Fable 5
    Anthropic · Proprietary
    		56.1%$60.00
    Gemini 3 Flash
    Google · Proprietary
    		55.9%$3.50
    Gemini 3.5 Flash
    Google · Proprietary
    		55.8%$10.50
    Claude Opus 4.7
    Anthropic · Proprietary
    		54.9%$30.00
    Gemini 3.7 Flash
    Google · Proprietary
    		53.4%$4.50
    Claude Opus 4.8
    Anthropic · Proprietary
    		53.2%$30.00
    Gemini 3.6 Flash
    Google · Proprietary
    		53.1%$4.50
    GPT-5.1
    OpenAI · Proprietary
    		52.7%$11.25
    Gemini 3 Pro
    Google · Proprietary
    		52.2%$14.00
    Gemini 2.5 Pro
    Google · Proprietary
    		50.6%$11.25
    GPT-5.2
    OpenAI · Proprietary
    		49.8%$15.75
    GPT-5
    OpenAI · Proprietary
    		49.6%$11.25
    Muse Spark 1.2
    Meta · Proprietary
    		49.4%$5.50
    GPT-5.5
    OpenAI · Proprietary
    		49.1%$35.00
    Kimi K3OSS
    Moonshot AI · Open Source
    		48.9%$18.00
    Claude Opus 4.6
    Anthropic · Proprietary
    		48.2%$30.00
    Gemini 3.1 Flash-Lite
    Google · Proprietary
    		47.6%$1.75
    Claude Sonnet 5
    Anthropic · Proprietary
    		47.5%$12.00
    o3
    OpenAI · Proprietary
    		47.3%$10.00
    MiniMax M3OSS
    MiniMax · Open Source
    		46.3%$1.50
    Claude Opus 4.5
    Anthropic · Proprietary
    		45.2%$30.00
    Grok 4.6
    xAI · Proprietary
    		44.7%$8.00
    GPT-5.6 Sol
    OpenAI · Proprietary
    		44.0%$35.00
    Gemini 3.5 Flash-Lite
    Google · Proprietary
    		43.5%$2.80
    GPT-5.6 Terra
    OpenAI · Proprietary
    		43.4%$14.00
    Grok 4.5
    xAI · Proprietary
    		43.3%$8.00
    GPT-5 mini
    OpenAI · Proprietary
    		43.0%$2.25
    DeepSeek-V4-Pro-0813OSS
    DeepSeek · Open Source
    		42.5%$5.28
    GPT-5.6 Luna
    OpenAI · Proprietary
    		42.4%$1.40
    GLM-5.1OSS
    Z AI · Open Source
    		41.6%$5.80
    DeepSeek-V4-Flash-0731OSS
    DeepSeek · Open Source
    		41.4%$1.76
    Claude Opus 4.1
    Anthropic · Proprietary
    		41.4%$90.00
    GPT-5.4
    OpenAI · Proprietary
    		41.3%$17.50
    GPT-5.4 nano
    OpenAI · Proprietary
    		41.0%$1.45
    GLM-5.2OSS
    Z AI · Open Source
    		40.8%$5.80
    Qwen3.8 MaxOSS
    Qwen · Open Source
    		40.7%$8.00
    Claude Sonnet 4.5
    Anthropic · Proprietary
    		40.6%$18.00
    Kimi K2.6OSS
    Moonshot AI · Open Source
    		40.1%$4.93
    Qwen3.7 Max
    Qwen · Proprietary
    		38.8%$5.00
    Nemotron 3 Ultra (550B A55B)OSS
    NVIDIA · Open Source · via OpenRouter
    		38.6%$2.70
    Gemini 2.5 Flash
    Google · Proprietary
    		38.4%$2.80
    Grok 4.3
    xAI · Proprietary
    		38.1%$3.75
    Inkling-SmallOSS
    Thinking Machines · Open Source · via Thinking Machines Lab
    		37.9%$1.50
    Grok-4 Fast Reasoning
    xAI · Proprietary
    		37.4%$0.70
    Qwen3.6 Plus
    Qwen · Proprietary
    		36.9%$3.50
    MiniMax M2.7OSS
    MiniMax · Open Source
    		34.4%$1.50
    MiniMax M2.1OSS
    MiniMax · Open Source
    		34.1%$1.50
    Claude Sonnet 4
    Anthropic · Proprietary
    		33.9%$18.00
    Showing 1–50 of 282 models

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    The index

    All Large Language Models

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

    OpenAI51Anthropic22Google25Cursor2xAI15DeepSeek16MiniMax6Qwen38AI21 Labs2Amazon5Baidu1ByteDance2Cohere3IBM1Inception1inclusionAI1LG AI Research1Meituan4Meta12Microsoft5Mistral23Moonshot AI9Nous Research1NVIDIA5Poolside2Sakana AI1StepFun1Tencent1Thinking Machines1Unisound1Upstage1Xiaomi3Z AI20

    Baidu

    1 models
    ERNIE 4.5

    Inception

    1 models
    Mercury 2

    inclusionAI

    1 models
    Ling-3.0-flash

    LG AI Research

    1 models
    K-EXAONE-236B-A23B

    Nous Research

    1 models
    Hermes 3 70B

    Sakana AI

    1 models
    Sakana Namazu

    StepFun

    1 models
    Step-3.5-Flash

    Tencent

    1 models
    Hy3

    Thinking Machines

    1 models
    Inkling-Small

    Unisound

    1 models
    U2

    Upstage

    1 models
    Solar Pro 4

    Which model leads MedCode right now?

    As of August 20, 2026, Claude Opus 5 by Anthropic is #1 for MedCode at 63.6%. Ranked by the MedCode score This board also tracks MedCode. Next on the same board: Gemini 3.1 Pro and Claude Fable 5. This medcode leaderboard ranks models by MedCode. 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 medcode. Ranked by the MedCode score Input and output are dollars per million tokens.
    RankModelMedCodeInput /MOutput /M
    1Claude Opus 563.6%$5.00$25.00
    2Gemini 3.1 Pro59.1%$2.50$15.00
    3Claude Fable 556.1%$10.00$50.00
    4Gemini 3 Flash55.9%$0.50$3.00
    5Gemini 3.5 Flash55.8%$1.50$9.00
    6Claude Opus 4.754.9%$5.00$25.00
    7Gemini 3.7 Flash53.4%$0.75$3.75
    8Claude Opus 4.853.2%$5.00$25.00

    Related LLM leaderboards

    LLM LeaderboardCodingMathAgenticReasoningWritingScienceFinanceLong ContextVisionOpen Source

    Individual benchmark pages

    Rank one eval at a time. All LLM benchmarks.

    HLESWE BenchHumanity's Last Exam (No Tools)Humanity's Last Exam (With Tools)Terminal-Bench 2.0Terminal-BenchTerminal-Bench 2.1Terminal-Bench 2Terminal-Bench 3.0ARC-AGI-1 Verified

    MedCode FAQ

    Who ranks #1 on the MedCode leaderboard?

    As of August 20, 2026, Claude Opus 5 by Anthropic ranks #1 on MedCode at 63.6%. API pricing is $5.00/M input and $25.00/M output.

    What are the top models on MedCode?

    The current MedCode ranking as of August 20, 2026 is 1. Claude Opus 5 at 63.6%; 2. Gemini 3.1 Pro at 59.1%; 3. Claude Fable 5 at 56.1%.

    Which medcode model is the cheapest?

    GPT-5 nano is the cheapest scored model on this medcode leaderboard at $0.05/M input and $0.40/M output ($0.45 blended). Claude Opus 5 still leads MedCode at 63.6%.

    Should I always pick the #1 MedCode model?

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

    How often is the MedCode 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 MedCode?

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

    Where is the MedCode leaderboard?

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

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