DeepSWE

    🏆 Leaderboard

    As of August 20, 2026, Claude Opus 5 is #1 for DeepSWE at 73.7%. Ranked by DeepSWE: repository-level coding agents on real GitHub work. 34 models in this index have a published DeepSWE score. DeepSWE leaderboard with live API prices. DeepSWE — software engineering agent benchmark on real repositories.

    Updated August 20, 2026282 models33 providers
    Claude Opus 5
    Anthropic · Proprietary
    73.7%$30.00
    GPT-5.6 Sol
    OpenAI · Proprietary
    72.7%$35.00
    GPT-5.5
    OpenAI · Proprietary
    70.0%$35.00
    Claude Fable 5
    Anthropic · Proprietary
    69.9%$60.00
    GPT-5.6 Terra
    OpenAI · Proprietary
    69.6%$14.00
    Kimi K3OSS
    Moonshot AI · Open Source
    67.5%$18.00
    GPT-5.6 Luna
    OpenAI · Proprietary
    67.2%$1.40
    DeepSeek-V4-Pro-0813OSS
    DeepSeek · Open Source
    62.7%$5.28
    Claude Opus 4.8
    Anthropic · Proprietary
    58.2%$30.00
    GPT-5.4
    OpenAI · Proprietary
    55.5%$17.50
    DeepSeek-V4-Flash-0731OSS
    DeepSeek · Open Source
    54.4%$1.76
    Claude Opus 4.7
    Anthropic · Proprietary
    54.2%$30.00
    Claude Sonnet 5
    Anthropic · Proprietary
    53.9%$12.00
    Muse Spark 1.1
    Meta · Proprietary
    53.3%$5.50
    Grok 4.5
    xAI · Proprietary
    53%$8.00
    Gemini 3.6 Flash
    Google · Proprietary
    48.6%$4.50
    GLM-5.2OSS
    Z AI · Open Source
    41.5%$5.80
    Claude Sonnet 4.6
    Anthropic · Proprietary
    31.8%$18.00
    Kimi K2.7 CodeOSS
    Moonshot AI · Open Source
    30.5%$4.93
    Gemini 3.5 Flash
    Google · Proprietary
    28.3%$10.50
    Hy3OSS
    Tencent · Open Source
    28%$0.66
    Claude Opus 4.6
    Anthropic · Proprietary
    27.6%$30.00
    GPT-5.4 mini
    OpenAI · Proprietary
    24.3%$5.25
    Kimi K2.6OSS
    Moonshot AI · Open Source
    23.9%$4.93
    Seed 2.1 Turbo
    ByteDance · Proprietary
    23%$3.00
    MiniMax M3OSS
    MiniMax · Open Source
    20.4%$1.50
    MiMo-V2.5-ProOSS
    Xiaomi · Open Source
    19.5%$1.30
    Qwen3.7 Max
    Qwen · Proprietary
    17.7%$5.00
    GLM-5.1OSS
    Z AI · Open Source
    17.5%$5.80
    Gemini 3.1 Pro
    Google · Proprietary
    9.7%$17.50
    Gemini 3 Flash
    Google · Proprietary
    5.1%$3.50
    Qwen3.6 Plus
    Qwen · Proprietary
    2.6%$3.50
    MiniMax M2.7OSS
    MiniMax · Open Source
    0.2%$1.50
    Claude Haiku 4.5
    Anthropic · Proprietary
    0.2%$6.00
    ChatGPT-4o Latest
    OpenAI · Proprietary
    $12.50
    Claude 3 Haiku
    Anthropic · Proprietary
    $1.50
    Claude 3 Opus
    Anthropic · Proprietary
    $90.00
    Claude 3 Sonnet
    Anthropic · Proprietary
    $18.00
    Claude 3.5 Haiku
    Anthropic · Proprietary
    $4.80
    Claude 3.5 Sonnet
    Anthropic · Proprietary
    $18.00
    Claude 3.5 Sonnet
    Anthropic · Proprietary
    $18.00
    Claude 3.7 Sonnet
    Anthropic · Proprietary
    $18.00
    Claude Mythos 5
    Anthropic · Proprietary
    $60.00
    Claude Mythos Preview
    Anthropic · Proprietary
    $60.00
    Claude Opus 4
    Anthropic · Proprietary
    $90.00
    Claude Opus 4.1
    Anthropic · Proprietary
    $90.00
    Claude Opus 4.5
    Anthropic · Proprietary
    $30.00
    Claude Sonnet 4
    Anthropic · Proprietary
    $18.00
    Claude Sonnet 4.5
    Anthropic · Proprietary
    $18.00
    Command A+OSS
    Cohere · Open Source
    $12.50
    Showing 150 of 282 models

    Next step

    You found the model. Now ship the product.

    Auth, billing, and the API layer are already decided. Fork 8 finished AI apps, or have us build the first version with you.

    The index

    All Large Language Models

    282 models across 33 providers. Search or jump to a lab — 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 DeepSWE right now?

    As of August 20, 2026, Claude Opus 5 by Anthropic is #1 for DeepSWE at 73.7%. Ranked by DeepSWE: repository-level coding agents on real GitHub work. This board also tracks DeepSWE. Next on the same board: GPT-5.6 Sol and GPT-5.5. This deepswe leaderboard ranks models by DeepSWE. 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 deepswe. Ranked by DeepSWE: repository-level coding agents on real GitHub work. Input and output are dollars per million tokens.
    RankModelDeepSWEInput /MOutput /M
    1Claude Opus 573.7%$5.00$25.00
    2GPT-5.6 Sol72.7%$5.00$30.00
    3GPT-5.570.0%$5.00$30.00
    4Claude Fable 569.9%$10.00$50.00
    5GPT-5.6 Terra69.6%$2.00$12.00
    6Kimi K367.5%$3.00$15.00
    7GPT-5.6 Luna67.2%$0.20$1.20
    8DeepSeek-V4-Pro-081362.7%$1.32$3.96

    DeepSWE FAQ

    Who ranks #1 on the DeepSWE leaderboard?

    As of August 20, 2026, Claude Opus 5 by Anthropic ranks #1 on DeepSWE at 73.7%. API pricing is $5.00/M input and $25.00/M output.

    What are the top models on DeepSWE?

    The current DeepSWE ranking as of August 20, 2026 is 1. Claude Opus 5 at 73.7%; 2. GPT-5.6 Sol at 72.7%; 3. GPT-5.5 at 70.0%.

    Which deepswe model is the cheapest?

    Hy3 is the cheapest scored model on this deepswe leaderboard at $0.13/M input and $0.53/M output ($0.66 blended). Claude Opus 5 still leads DeepSWE at 73.7%.

    Should I always pick the #1 DeepSWE model?

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

    How often is the DeepSWE 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 DeepSWE?

    DeepSWE — software engineering agent benchmark on real repositories. This page ranks models that have published a DeepSWE score, with live API token prices on the same row.

    Where is the DeepSWE leaderboard?

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

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