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Artificial Analysis Coding Index

Artificial Analysis aggregate coding score.

The Coding Index is the source dataset's aggregate coding signal. Use it as a broad programming capability view before drilling into individual code benchmarks such as LiveCodeBench and SciCode.

Test type: Aggregate coding evaluation that combines code-focused benchmark results exposed by Artificial Analysis.

Coverage

266 models have this metric.

78.3

Current leader: GPT-5.6 Sol (xhigh)

Project links

Scores come from the current Artificial Analysis dataset, read from Supabase when configured.

Artificial Analysis Coding Index resultsArtificial Analysis methodology

Top Coding Models

Top models ranked by Coding.

Leaderboard

RankModelCreatorValueSpeedBlended Price
#1GPT-5.6 Sol (xhigh)OpenAI78.362.8 tok/s$11.25/M
#2
Claude Opus 5 (Adaptive Reasoning, Max Effort)
Anthropic
78.0
56.2 tok/s
$10.00/M
#3GPT-5.6 Sol (max)OpenAI77.468.1 tok/s$11.25/M
#4GPT-5.6 Sol (high)OpenAI77.265.8 tok/s$11.25/M
#5Claude Opus 5 (Adaptive Reasoning, Xhigh Effort)Anthropic77.053.5 tok/s$10.00/M
#6GPT-5.6 Terra (max)OpenAI76.7132 tok/s$4.50/M
#7Claude Fable 5Anthropic76.5n/a-
#8Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)Anthropic76.559.9 tok/s$20.00/M
#9Claude Opus 5 (Adaptive Reasoning, High Effort)Anthropic76.553.6 tok/s$10.00/M
#10GPT-5.6 Sol (medium)OpenAI76.357.6 tok/s$11.25/M
#11Kimi K3 (max)Kimi76.233.5 tok/s$6.00/M
#12GPT-5.5 (xhigh)OpenAI74.9n/a$11.25/M
#13Claude Opus 4.8Anthropic74.3n/a-
#14Claude Opus 4.8 (Adaptive Reasoning, Max Effort)Anthropic74.3n/a$10.00/M
#15Claude Opus 5 (Adaptive Reasoning, Medium Effort)Anthropic74.354.1 tok/s$10.00/M
#16Claude Opus 4.7 (Adaptive Reasoning, Max Effort)Anthropic73.6n/a$10.00/M
#17Claude Opus 4.7 (Non-reasoning, High Effort)Anthropic73.6n/a$10.00/M
#18Grok 4.5 (high)SpaceXAI72.453.3 tok/s$3.00/M
#19Kimi K3 (low)Kimi72.033.7 tok/s$6.00/M
#20GPT-5.5 (high)OpenAI71.6n/a$11.25/M
#21Claude Sonnet 5 (Adaptive Reasoning, High Effort)Anthropic71.566.1 tok/s$4.00/M
#22Claude Sonnet 5 (Adaptive Reasoning, Low Effort)Anthropic71.562.4 tok/s$4.00/M
#23Claude Sonnet 5 (Adaptive Reasoning, Max Effort)Anthropic71.583.6 tok/s$4.00/M
#24Claude Sonnet 5 (Adaptive Reasoning, Medium Effort)Anthropic71.565 tok/s$4.00/M
#25Claude Sonnet 5 (Adaptive Reasoning, Xhigh Effort)Anthropic71.567.1 tok/s$4.00/M
#26GPT-5.5 (medium)OpenAI71.5n/a$11.25/M
#27GPT-5.6 Luna (max)OpenAI71.4174.2 tok/s$0.450/M
#28Muse Spark 1.1Meta71.3n/a-
#29Muse Spark 1.1 (xhigh)Meta71.3139.7 tok/s$2.00/M
#30GPT-5.4 (low)OpenAI71.1n/a$5.63/M
#31GPT-5.4 (Non-reasoning)OpenAI71.1n/a$5.63/M
#32GPT-5.4 (xhigh)OpenAI71.1n/a$5.63/M
#33GPT-5.6 Terra (xhigh)OpenAI70.6109.7 tok/s$4.50/M
#34Gemini 3.5 Flash (high)Google70.1220.6 tok/s$3.38/M
#35Gemini 3.5 Flash (medium)Google70.1240.9 tok/s$3.38/M
#36Gemini 3.5 Flash (minimal)Google70.1223.3 tok/s$3.38/M
#37GPT-5.6 Sol (low)OpenAI69.759.1 tok/s$11.25/M
#38Gemini 3.6 Flash (high)Google69.2214.8 tok/s$3.00/M
#39DeepSeek V4 Flash 0731 (Reasoning, Max Effort)DeepSeek69.1n/a$0.175/M
#40Gemini 3.1 Pro PreviewGoogle68.8134.1 tok/s$4.50/M
#41GLM 5.2Zai68.8n/a-
#42GLM-5.2 (max)Z AI68.899.9 tok/s$2.15/M
#43GPT-5.6 Luna (xhigh)OpenAI68.6174 tok/s$0.450/M
#44GPT-5.6 Terra (high)OpenAI67.1117.9 tok/s$4.50/M
#45Claude Opus 5 (Adaptive Reasoning, Low Effort)Anthropic66.953.9 tok/s$10.00/M
#46Claude Sonnet 5 (Non-reasoning, High Effort)Anthropic66.469.2 tok/s$4.00/M
#47Qwen3.7 MaxAlibaba66.0202 tok/s$3.75/M
#48GPT-5.6 Sol (Non-reasoning)OpenAI65.162.3 tok/s$11.25/M
#49GPT-5.6 Terra (medium)OpenAI64.7111.6 tok/s$4.50/M
#50GPT-5.6 Luna (high)OpenAI63.3172.1 tok/s$0.450/M
#51Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort)Anthropic63.0n/a$6.00/M
#52Claude Sonnet 4.6 (Non-reasoning, High Effort)Anthropic63.0n/a$6.00/M
#53Claude Sonnet 4.6 (Non-reasoning, Low Effort)Anthropic63.052.8 tok/s$6.00/M
#54Motif 3 (Beta)Motif Technologies62.0n/a-
#55Kimi K2.6Kimi61.8n/a$1.71/M
#56Kimi K2.6 (Non-reasoning)Kimi61.836.4 tok/s$1.71/M
#57GPT-5.5 (low)OpenAI60.9n/a$11.25/M
#58Kimi K2.7 CodeKimi60.839.1 tok/s$1.71/M
#59MOKimi K2.7 CodeMoonshotai60.8n/a-
#60MiMo-V2.5-ProXiaomi60.244.2 tok/s$0.544/M
#61MiMo-V2.5-Pro (Non-reasoning)Xiaomi60.243 tok/s$0.544/M
#62KAT Coder Pro V2KwaiKAT59.5105 tok/s$0.525/M
#63DeepSeek V4 Pro (Non-reasoning)DeepSeek59.463.8 tok/s$0.544/M
#64DeepSeek V4 Pro (Reasoning, Max Effort)DeepSeek59.459.6 tok/s$0.544/M
#65NANex-N2-ProNex AGI59.1132 tok/s$1.00/M
#66SAAgnes 2.5 Pro AlphaSapiens AI58.8127.2 tok/s$0.563/M
#67TEHy3Tencent58.872.2 tok/s$0.241/M
#68TEHy3-preview (Reasoning)Tencent58.8145 tok/s$0.107/M
#69DeepSeek V4 Pro (Reasoning, High Effort)DeepSeek58.755.3 tok/s$0.544/M
#70MiniMax M3Minimax58.6n/a-
#71MiniMax-M3MiniMax58.678 tok/s$0.525/M
#72Muse SparkMeta58.6n/a-
#73GPT-5.6 Terra (low)OpenAI58.1115.7 tok/s$4.50/M
#74MiMo-V2.5Xiaomi56.869.8 tok/s$0.175/M
#75GPT-5.5 (Non-reasoning)OpenAI56.5n/a$11.25/M
#76DeepSeek V4 Flash (Reasoning, Max Effort)DeepSeek56.2106.7 tok/s$0.175/M
#77GPT-5.4 mini (medium)OpenAI56.1n/a$1.69/M
#78GPT-5.4 mini (Non-Reasoning)OpenAI56.1n/a$1.69/M
#79GPT-5.4 mini (xhigh)OpenAI56.1n/a$1.69/M
#80GPT-5.4 nano (medium)OpenAI56.1n/a$0.463/M