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    Swe Bench Verified Multiple Attempts

    🏆 Leaderboard

    As of August 20, 2026, Kimi K2 Instruct is #1 for Swe Bench Verified Multiple Attempts at 71.6%. Ranked by the Swe Bench Verified Multiple Attempts score 1 models in this index have a published Swe Bench Verified Multiple Attempts score. Swe Bench Verified Multiple Attempts leaderboard: rank models by Swe Bench Verified Multiple Attempts next to live API token prices.

    Updated August 20, 2026282 models33 providers
    Kimi K2 InstructOSS
    Moonshot AI · Open Source
    		71.6%$1.00
    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 Fable 5
    Anthropic · Proprietary
    		—$60.00
    Claude Haiku 4.5
    Anthropic · Proprietary
    		—$6.00
    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 Opus 4.6
    Anthropic · Proprietary
    		—$30.00
    Claude Opus 4.7
    Anthropic · Proprietary
    		—$30.00
    Claude Opus 4.8
    Anthropic · Proprietary
    		—$30.00
    Claude Opus 5
    Anthropic · Proprietary
    		—$30.00
    Claude Sonnet 4
    Anthropic · Proprietary
    		—$18.00
    Claude Sonnet 4.5
    Anthropic · Proprietary
    		—$18.00
    Claude Sonnet 4.6
    Anthropic · Proprietary
    		—$18.00
    Claude Sonnet 5
    Anthropic · Proprietary
    		—$12.00
    Command A+OSS
    Cohere · Open Source
    		—$12.50
    Command R+OSS
    Cohere · Open Source
    		—$1.25
    Composer 2
    Cursor · Proprietary
    		—$3.00
    Composer 2 Fast
    Cursor · Proprietary
    		—$9.00
    DeepSeek R1 Distill Llama 70BOSS
    DeepSeek · Open Source
    		—$0.50
    DeepSeek R1 Distill Qwen 32BOSS
    DeepSeek · Open Source
    		—$0.30
    DeepSeek-R1OSS
    DeepSeek · Open Source
    		—$2.74
    DeepSeek-R1-0528OSS
    DeepSeek · Open Source
    		—$2.74
    DeepSeek-V2.5OSS
    DeepSeek · Open Source
    		—$0.42
    DeepSeek-V3OSS
    DeepSeek · Open Source
    		—$1.37
    DeepSeek-V3 0324OSS
    DeepSeek · Open Source
    		—$1.42
    DeepSeek-V3.1OSS
    DeepSeek · Open Source
    		—$1.27
    DeepSeek-V3.2OSS
    DeepSeek · Open Source · via OpenRouter
    		—$0.57
    DeepSeek-V3.2 (Non-thinking)OSS
    DeepSeek · Open Source
    		—$0.70
    DeepSeek-V3.2-ExpOSS
    DeepSeek · Open Source
    		—$0.68
    DeepSeek-V4-Flash-0423OSS
    DeepSeek · Open Source
    		—$0.30
    DeepSeek-V4-Flash-0731OSS
    DeepSeek · Open Source
    		—$1.76
    DeepSeek-V4-Flash-MaxOSS
    DeepSeek · Open Source
    		—$0.42
    DeepSeek-V4-Pro-0813OSS
    DeepSeek · Open Source
    		—$5.28
    DeepSeek-V4-Pro-MaxOSS
    DeepSeek · Open Source
    		—$5.22
    Devstral Medium
    Mistral · Proprietary · via Mistral AI
    		—$2.40
    Devstral Small 1.1OSS
    Mistral · Open Source · via Mistral AI
    		—$0.40
    ERNIE 4.5
    Baidu · Proprietary
    		—$4.40
    Gemini 1.0 Pro
    Google · Proprietary
    		—$2.00
    Gemini 1.5 Flash
    Google · Proprietary
    		—$0.75
    Gemini 1.5 Flash 8B
    Google · Proprietary
    		—$0.37
    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 Swe Bench Verified Multiple Attempts right now?

    As of August 20, 2026, Kimi K2 Instruct by Moonshot AI is #1 for Swe Bench Verified Multiple Attempts at 71.6%. Ranked by the Swe Bench Verified Multiple Attempts score This board also tracks Swe Bench Verified Multiple Attempts. This swe bench verified multiple attempts leaderboard ranks models by Swe Bench Verified Multiple Attempts. 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 1 for swe bench verified multiple attempts. Ranked by the Swe Bench Verified Multiple Attempts score Input and output are dollars per million tokens.
    RankModelSwe Bench Verified Multiple AttemptsInput /MOutput /M
    1Kimi K2 Instruct71.6%$0.50$0.50

    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

    Swe Bench Verified Multiple Attempts FAQ

    Who ranks #1 on the Swe Bench Verified Multiple Attempts leaderboard?

    As of August 20, 2026, Kimi K2 Instruct by Moonshot AI ranks #1 on Swe Bench Verified Multiple Attempts at 71.6%. API pricing is $0.50/M input and $0.50/M output.

    Which swe bench verified multiple attempts model is the cheapest?

    Kimi K2 Instruct currently leads Swe Bench Verified Multiple Attempts and is also the cheapest scored model on this page, at $0.50/M input and $0.50/M output ($1.00 blended).

    Should I always pick the #1 Swe Bench Verified Multiple Attempts model?

    Not automatically. Kimi K2 Instruct leads Swe Bench Verified Multiple Attempts, but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh Swe Bench Verified Multiple Attempts against input/output price, context window, and related evals.

    How often is the Swe Bench Verified Multiple Attempts 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 Swe Bench Verified Multiple Attempts?

    Swe Bench Verified Multiple Attempts is a public LLM eval (the Swe Bench Verified Multiple Attempts score). This page ranks models that have published a score, next to live API prices.

    Where is the Swe Bench Verified Multiple Attempts leaderboard?

    This page is the Swe Bench Verified Multiple Attempts leaderboard. Models are sorted by Swe Bench Verified Multiple Attempts, 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 Swe Bench Verified Multiple Attempts ranking different from the official board?

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