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    Swe Bench Verified Agentic Coding

    🏆 Leaderboard

    As of August 20, 2026, Claude Sonnet 4.5 is #1 for Swe Bench Verified Agentic Coding at 77.2%. Ranked by the Swe Bench Verified Agentic Coding score 2 models in this index have a published Swe Bench Verified Agentic Coding score. Swe Bench Verified Agentic Coding leaderboard: rank models by Swe Bench Verified Agentic Coding next to live API token prices.

    Updated August 20, 2026282 models33 providers
    Claude Sonnet 4.5
    Anthropic · Proprietary
    		77.2%$18.00
    Kimi K2 InstructOSS
    Moonshot AI · Open Source
    		65.8%$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 4.6
    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 Agentic Coding right now?

    As of August 20, 2026, Claude Sonnet 4.5 by Anthropic is #1 for Swe Bench Verified Agentic Coding at 77.2%. Ranked by the Swe Bench Verified Agentic Coding score This board also tracks Swe Bench Verified Agentic Coding. Next on the same board: Kimi K2 Instruct. This swe bench verified agentic coding leaderboard ranks models by Swe Bench Verified Agentic Coding. 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 2 for swe bench verified agentic coding. Ranked by the Swe Bench Verified Agentic Coding score Input and output are dollars per million tokens.
    RankModelSwe Bench Verified Agentic CodingInput /MOutput /M
    1Claude Sonnet 4.577.2%$3.00$15.00
    2Kimi K2 Instruct65.8%$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 Agentic Coding FAQ

    Who ranks #1 on the Swe Bench Verified Agentic Coding leaderboard?

    As of August 20, 2026, Claude Sonnet 4.5 by Anthropic ranks #1 on Swe Bench Verified Agentic Coding at 77.2%. API pricing is $3.00/M input and $15.00/M output.

    What are the top models on Swe Bench Verified Agentic Coding?

    The current Swe Bench Verified Agentic Coding ranking as of August 20, 2026 is 1. Claude Sonnet 4.5 at 77.2%; 2. Kimi K2 Instruct at 65.8%.

    Which swe bench verified agentic coding model is the cheapest?

    Kimi K2 Instruct is the cheapest scored model on this swe bench verified agentic coding leaderboard at $0.50/M input and $0.50/M output ($1.00 blended). Claude Sonnet 4.5 still leads Swe Bench Verified Agentic Coding at 77.2%.

    Should I always pick the #1 Swe Bench Verified Agentic Coding model?

    Not automatically. Claude Sonnet 4.5 leads Swe Bench Verified Agentic Coding, 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 Agentic Coding against input/output price, context window, and related evals.

    How often is the Swe Bench Verified Agentic Coding 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 Agentic Coding?

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

    Where is the Swe Bench Verified Agentic Coding leaderboard?

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

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