Benchmarks · /benchmarks/artificial-analysis-coding-index

Coding Index

Name: Coding Index
Creator: Artificial Analysis

Artificial Analysis coding-focused combined score.

Source · Artificial Analysis
Version · artificial-analysis snapshot 2026-08-19
Scores · 189

Test details

Visible tradeoffsThis is a combined signal, so it bundles multiple inputs and should not be treated as one clean test.

source

Artificial Analysis

metric

Index (index)

judge

Combined

direction

higher better

group id

aa_coding_index_current

domain

Coding

What it measures vs what it misses

✓ Measures

Coding benchmark performance aggregated by Artificial Analysis.

✗ Misses

Non-coding chat quality and production latency.

Why this countsIt tells you whether the model can generate, repair, and reason over code under evaluator pressure rather than marketing examples.Same-test ruleThis percentile only compares models inside the exact benchmark/version group shown here. It is not a universal score.What it missesIt does not fully capture repo-scale iteration, IDE ergonomics, or long debugging loops.

Leaderboard · this benchmark version

#1 · Claude Opus 5 (Adaptive Reasoning, Max Effort)

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, Max Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 100%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#2 · Claude Opus 5 (Adaptive Reasoning, Xhigh Effort)

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, Xhigh Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 99.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#3 · Grok 4.6 (high)

AA · Aug 19, 2026

Source label: Grok 4.6 (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 98.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#4 · claude-opus-5-high

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, High Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 98.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#5 · Claude Fable 5

AA · Aug 19, 2026

Source label: Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 97.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#6 · Kimi K3 (max)

AA · Aug 19, 2026

Source label: Kimi K3 (max)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 97.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#7 · Gemini 3.7 Flash (high)

AA · Aug 19, 2026

Source label: Gemini 3.7 Flash (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 96.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#8 · GLM-5.3 (max)

AA · Aug 19, 2026

Source label: GLM-5.3 (max)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 96.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#9 · Claude Opus 5 (Adaptive Reasoning, Medium Effort)

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, Medium Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 95.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#10 · Claude Opus 4.8

AA · Aug 19, 2026

Source label: Claude Opus 4.8 (Adaptive Reasoning, Max Effort)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 95.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#11 · Claude Opus 4.7

AA · Aug 19, 2026

Source label: Claude Opus 4.7 (Adaptive Reasoning, Max Effort)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 94.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#12 · grok-4.5

AA · Aug 19, 2026

Source label: Grok 4.5 (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 94.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#13 · Muse Spark 1.2 (xhigh)

AA · Aug 19, 2026

Source label: Muse Spark 1.2 (xhigh)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 93.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#14 · Kimi K3 (low)

AA · Aug 19, 2026

Source label: Kimi K3 (low)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 93.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#15 · Qwen3.8 2.4T A95B

AA · Aug 19, 2026

Source label: Qwen3.8 2.4T A95B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 92.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#16 · Qwen3.8 Max

AA · Aug 19, 2026

Source label: Qwen3.8 Max

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 92%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#17 · Claude Sonnet 5 (Adaptive Reasoning, Max Effort)

AA · Aug 19, 2026

Source label: Claude Sonnet 5 (Adaptive Reasoning, Max Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 91.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#18 · Gemini 3.7 Flash (medium)

AA · Aug 19, 2026

Source label: Gemini 3.7 Flash (medium)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 91%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#19 · muse-spark-1.1

AA · Aug 19, 2026

Source label: Muse Spark 1.1 (xhigh)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 90.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#20 · GPT-5.4

AA · Aug 19, 2026

Source label: GPT-5.4 (xhigh)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 89.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#21 · Gemini 3.7 Flash (low)

AA · Aug 19, 2026

Source label: Gemini 3.7 Flash (low)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 89.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#22 · Gemini 3.5 Flash

AA · Aug 19, 2026

Source label: Gemini 3.5 Flash (high)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 88.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#23 · Gemini 3.6 Flash (high)

AA · Aug 19, 2026

Source label: Gemini 3.6 Flash (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 88.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#24 · Gemini 3.1 Pro Preview

AA · Aug 19, 2026

Source label: Gemini 3.1 Pro Preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 87.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#25 · Qwen3.8 27B

AA · Aug 19, 2026

Source label: Qwen3.8 27B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 87.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#26 · Claude Opus 5 (Adaptive Reasoning, Low Effort)

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, Low Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 86.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#27 · Claude Sonnet 5 (Non-reasoning, High Effort)

AA · Aug 19, 2026

Source label: Claude Sonnet 5 (Non-reasoning, High Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 86.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#28 · Qwen3.7 Max

AA · Aug 19, 2026

Source label: Qwen3.7 Max

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 85.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#29 · GPT-5.6 Sol

AA · Aug 19, 2026

Source label: GPT-5.6 Sol (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 85.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#30 · Motif 3

AA · Aug 19, 2026

Source label: Motif 3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 84.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#31 · Claude Sonnet 4.6

AA · Aug 19, 2026

Source label: Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 84%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#32 · Motif 3 (Beta)

AA · Aug 19, 2026

Source label: Motif 3 (Beta)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 83.5%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#33 · kimi-k2.6

AA · Aug 19, 2026

Source label: Kimi K2.6

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 83%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#34 · kimi-k2.7-code

AA · Aug 19, 2026

Source label: Kimi K2.7 Code

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 82.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#35 · mimo-v2.5-pro

AA · Aug 19, 2026

Source label: MiMo-V2.5-Pro

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 81.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#36 · KAT Coder Pro V2

AA · Aug 19, 2026

Source label: KAT Coder Pro V2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 81.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#37 · Nex-N2-Pro

AA · Aug 19, 2026

Source label: Nex-N2-Pro

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 80.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#38 · hy3

AA · Aug 19, 2026

Source label: Hy3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 80.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#39 · Agnes 2.5 Pro Alpha

AA · Aug 19, 2026

Source label: Agnes 2.5 Pro Alpha

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 79.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#40 · deepseek-v4-pro

AA · Aug 19, 2026

Source label: DeepSeek V4 Pro (Reasoning, High Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 79.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#41 · muse-spark

AA · Aug 19, 2026

Source label: Muse Spark

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 78.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#42 · minimax-m3

AA · Aug 19, 2026

Source label: MiniMax-M3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 78.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#43 · mimo-v2.5

AA · Aug 19, 2026

Source label: MiMo-V2.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 77.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#44 · GPT-5.5

AA · Aug 19, 2026

Source label: GPT-5.5 (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 77.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#45 · GPT-5.4 nano

AA · Aug 19, 2026

Source label: GPT-5.4 nano (xhigh)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 76.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#46 · qwen3.7-plus

AA · Aug 19, 2026

Source label: Qwen3.7 Plus

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 76.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#47 · glm-5.1

AA · Aug 19, 2026

Source label: GLM-5.1 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 75.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#48 · qwen3.6-plus

AA · Aug 19, 2026

Source label: Qwen3.6 Plus

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 75%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#49 · Qwen3.6 27B (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3.6 27B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 74.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#50 · Inkling Small

AA · Aug 19, 2026

Source label: Inkling Small

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 73.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#51 · Solar Pro 4

AA · Aug 19, 2026

Source label: Solar Pro 4

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 73.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#52 · minimax-m2.7

AA · Aug 19, 2026

Source label: MiniMax-M2.7

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 72.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#53 · JT-4.1 Flash 236B A21B

AA · Aug 19, 2026

Source label: JT-4.1 Flash 236B A21B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 72.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#54 · GPT-5.6 Terra

AA · Aug 19, 2026

Source label: GPT-5.6 Terra (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 71.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#55 · Claude Sonnet 4.5

AA · Aug 19, 2026

Source label: Claude 4.5 Sonnet (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 71.3%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#56 · Inkling (xhigh)

AA · Aug 19, 2026

Source label: Inkling (xhigh)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 70.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#57 · deepseek-v4-flash

AA · Aug 19, 2026

Source label: DeepSeek V4 Flash (Reasoning, High Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 70.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#58 · Grok Build 0.1 0616

AA · Aug 19, 2026

Source label: Grok Build 0.1 0616

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 69.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#59 · Ling 3.0 Flash

AA · Aug 19, 2026

Source label: Ling 3.0 Flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 69.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#60 · mimo-v2-flash (non-thinking)

AA · Aug 19, 2026

Source label: MiMo-V2-Flash (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 68.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#61 · GPT-5.1

AA · Aug 19, 2026

Source label: GPT-5.1 (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 68.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#62 · Gemini 3.5 Flash-Lite

AA · Aug 19, 2026

Source label: Gemini 3.5 Flash-Lite

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 67.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#63 · Nemotron 3 Ultra 550B A55B (Reasoning)

AA · Aug 19, 2026

Source label: Nemotron 3 Ultra 550B A55B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 67%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#64 · Muse Glimmer (high)

AA · Aug 19, 2026

Source label: Muse Glimmer (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 66.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#65 · Qwen3.5 397B A17B

AA · Aug 19, 2026

Source label: Qwen3.5 397B A17B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 66%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#66 · mistral-medium-3.5

AA · Aug 19, 2026

Source label: Mistral Medium 3.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 65.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#67 · Kimi K2.5 (Reasoning)

AA · Aug 19, 2026

Source label: Kimi K2.5 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 64.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#68 · Gemini 2.5 Pro Preview (Mar' 25)

AA · Aug 19, 2026

Source label: Gemini 2.5 Pro Preview (Mar' 25)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 64.4%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#69 · Qwen3.6 27B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.6 27B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 63.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#70 · glm-5.2-max

AA · Aug 19, 2026

Source label: GLM-5.2 (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 63.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#71 · glm-4.6

AA · Aug 19, 2026

Source label: GLM-4.6 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 62.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#72 · LongCat 2.0

AA · Aug 19, 2026

Source label: LongCat 2.0

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 62.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#73 · glm-4.7

AA · Aug 19, 2026

Source label: GLM-4.7 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 61.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#74 · Solar Open2 250B

AA · Aug 19, 2026

Source label: Solar Open2 250B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 61.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#75 · DeepSeek Chat

AA · Aug 19, 2026

Source label: DeepSeek V3.2 (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 60.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#76 · Claude 4.5 Haiku (Reasoning)

AA · Aug 19, 2026

Source label: Claude 4.5 Haiku (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 60.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#77 · deepseek-v3.1-terminus

AA · Aug 19, 2026

Source label: DeepSeek V3.1 Terminus (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 59.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#78 · Qwen3.5 122B A10B

AA · Aug 19, 2026

Source label: Qwen3.5 122B A10B (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 59%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#79 · Ring-2.6-1T

AA · Aug 19, 2026

Source label: Ring-2.6-1T

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 58.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#80 · Qwen3.6 35B A3B (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3.6 35B A3B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 58%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#81 · K-EXAONE 2.0 0803

AA · Aug 19, 2026

Source label: K-EXAONE 2.0 0803

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 57.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#82 · o1

AA · Aug 19, 2026

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 56.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#83 · Step 3.7 Flash

AA · Aug 19, 2026

Source label: Step 3.7 Flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 56.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#84 · gpt-5.5-instant

AA · Aug 19, 2026

Source label: GPT-5.5 Instant (June 2026)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 55.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#85 · Gemma 4 26B A4B

AA · Aug 19, 2026

Source label: Gemma 4 26B A4B (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 55.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#86 · GPT-5.6 Luna

AA · Aug 19, 2026

Source label: GPT-5.6 Luna (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 54.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#87 · A.X-K2

AA · Aug 19, 2026

Source label: A.X-K2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 54.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#88 · GPT-5

AA · Aug 19, 2026

Source label: GPT-5 (high)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 53.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#89 · nvidia-nemotron-3-super-120b-a12b

AA · Aug 19, 2026

Source label: Nemotron 3 Super 120B A12B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 53.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#90 · Claude 4 Sonnet (Reasoning)

AA · Aug 19, 2026

Source label: Claude 4 Sonnet (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 52.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#91 · Qwen3.5 35B A3B

AA · Aug 19, 2026

Source label: Qwen3.5 35B A3B (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 52.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#92 · North Mini Code

AA · Aug 19, 2026

Source label: North Mini Code

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 51.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#93 · Claude Sonnet 3.7

AA · Aug 19, 2026

Source label: Claude 3.7 Sonnet (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 51.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#94 · Qwen3 Coder Next

AA · Aug 19, 2026

Source label: Qwen3 Coder Next

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 50.5%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#95 · Grok 4.3

AA · Aug 19, 2026

Source label: Grok 4.3 (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 50%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#96 · Gemini 3.1 Flash-Lite Preview

AA · Aug 19, 2026

Source label: Gemini 3.1 Flash-Lite

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 49.5%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#97 · o1 Preview

AA · Aug 19, 2026

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 48.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#98 · Nova 2.0 Pro Preview (medium)

AA · Aug 19, 2026

Source label: Nova 2.0 Pro Preview (medium)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 48.4%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#99 · Gemini 2.5 Pro

AA · Aug 19, 2026

Source label: Gemini 2.5 Pro

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 47.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#100 · gemma-4-31b

AA · Aug 19, 2026

Source label: Gemma 4 31B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 47.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#101 · K-EXAONE (Reasoning)

AA · Aug 19, 2026

Source label: K-EXAONE (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 46.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#102 · G9v3-39A5B

AA · Aug 19, 2026

Source label: G9v3-39A5B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 46.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#103 · Devstral 2

AA · Aug 19, 2026

Source label: Devstral 2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 45.7%
Last updated: recent
Eligibility: specialized_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#104 · mercury-2

AA · Aug 19, 2026

Source label: Mercury 2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 45.2%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#105 · Gemma 4 12B (Reasoning)

AA · Aug 19, 2026

Source label: Gemma 4 12B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 44.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#106 · Claude 3.5 Sonnet (Oct '24)

AA · Aug 19, 2026

Source label: Claude 3.5 Sonnet (Oct '24)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 44.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#107 · Devstral Small 2

AA · Aug 19, 2026

Source label: Devstral Small 2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 43.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#108 · Qwen3.6 35B A3B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.6 35B A3B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 43.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#109 · Command A+

AA · Aug 19, 2026

Source label: Command A+

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 42.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#110 · Nemotron 3.5 Lightning

AA · Aug 19, 2026

Source label: Nemotron 3.5 Lightning

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 42%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#111 · Mistral Small 4

AA · Aug 19, 2026

Source label: Mistral Small 4 (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 41.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#112 · Ling 3.0 Tiny

AA · Aug 19, 2026

Source label: Ling 3.0 Tiny

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 41%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#113 · Mistral Small 3.1

AA · Aug 19, 2026

Source label: Mistral Small 3.1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 40.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#114 · Claude 3.5 Sonnet (June '24)

AA · Aug 19, 2026

Source label: Claude 3.5 Sonnet (June '24)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 39.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#115 · trinity-large-thinking

AA · Aug 19, 2026

Source label: Trinity Large Thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 39.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#116 · Gemini 2.0 Pro Experimental

AA · Aug 19, 2026

Source label: Gemini 2.0 Pro Experimental (Feb '25)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 38.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#117 · Nemotron Cascade 2 30B A3B

AA · Aug 19, 2026

Source label: Nemotron Cascade 2 30B A3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 38.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#118 · Ling 2.6 Flash

AA · Aug 19, 2026

Source label: Ling 2.6 Flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 37.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#119 · DeepSeek Reasoner

AA · Aug 19, 2026

Source label: DeepSeek R1 (Jan '25)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 37.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#120 · GPT-4o

AA · Aug 19, 2026

Source label: GPT-4o (May '24)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 36.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#121 · Gemini 2.0 Flash Thinking Experimental (Jan '25)

AA · Aug 19, 2026

Source label: Gemini 2.0 Flash Thinking Experimental (Jan '25)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 36.2%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#122 · EXAONE 4.5 33B (Non-reasoning)

AA · Aug 19, 2026

Source label: EXAONE 4.5 33B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 35.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#123 · Qwen3.5 9B

AA · Aug 19, 2026

Source label: Qwen3.5 9B (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 35.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#124 · HyperNova 60B 2605

AA · Aug 19, 2026

Source label: HyperNova 60B 2605

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 34.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#125 · Nova 2.0 Lite (high)

AA · Aug 19, 2026

Source label: Nova 2.0 Lite (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 34%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#126 · deepseek-v3

AA · Aug 19, 2026

Source label: DeepSeek V3 (Dec '24)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 33.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#127 · Qwen3.5 4B (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3.5 4B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 33%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#128 · Qwen3 235B A22B 2507 (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3 235B A22B 2507 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 32.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#129 · GPT-4 Turbo

AA · Aug 19, 2026

Source label: GPT-4 Turbo

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 31.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#130 · Magistral Medium 1.2

AA · Aug 19, 2026

Source label: Magistral Medium 1.2

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 31.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#131 · GPT-OSS 120B

AA · Aug 19, 2026

Source label: gpt-oss-120b (low)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 30.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#132 · deepseek-v3-0324

AA · Aug 19, 2026

Source label: DeepSeek V3 0324

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 30.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#133 · K2 Think V2

AA · Aug 19, 2026

Source label: K2 Think V2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 29.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#134 · Nova 2.0 Pro Preview (Non-reasoning)

AA · Aug 19, 2026

Source label: Nova 2.0 Pro Preview (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 29.3%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#135 · GPT-OSS 20B

AA · Aug 19, 2026

Source label: gpt-oss-20b (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 28.7%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#136 · Mistral Medium 3.1

AA · Aug 19, 2026

Source label: Mistral Medium 3.1

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 28.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#137 · Qwen3.5 4B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.5 4B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 27.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#138 · GPT-4.1 mini

AA · Aug 19, 2026

Source label: GPT-4.1 mini

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 27.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#139 · Mistral Large 3

AA · Aug 19, 2026

Source label: Mistral Large 3

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 26.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#140 · Gemini 1.5 Pro

AA · Aug 19, 2026

Source label: Gemini 1.5 Pro (May '24)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 26.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#141 · DiffusionGemma 26B A4B

AA · Aug 19, 2026

Source label: DiffusionGemma 26B A4B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 25.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#142 · Claude Opus 3

AA · Aug 19, 2026

Source label: Claude 3 Opus

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 25%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#143 · Gemini 1.0 Ultra

AA · Aug 19, 2026

Source label: Gemini 1.0 Ultra

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 24.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#144 · qwen3-next-80b-a3b-instruct

AA · Aug 19, 2026

Source label: Qwen3 Next 80B A3B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 23.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#145 · Llama 4 Maverick

AA · Aug 19, 2026

Source label: Llama 4 Maverick

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 23.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#146 · o3 mini

AA · Aug 19, 2026

Source label: o3-mini (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 22.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#147 · Solar Pro 3

AA · Aug 19, 2026

Source label: Solar Pro 3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 22.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#148 · Claude Haiku 3.5

AA · Aug 19, 2026

Source label: Claude 3.5 Haiku

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 21.8%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#149 · Claude Haiku 4.5

AA · Aug 19, 2026

Source label: Claude 3.5 Haiku

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 21.8%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

Parsed from Artificial Analysis public leaderboard field `codingIndex`. Backfilled from Claude Haiku 3.5 via approved benchmark identity mapping map-claude-haiku-4-5-to-3-5.

#150 · GPT-5.4 mini

AA · Aug 19, 2026

Source label: GPT-5 mini (high)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 20.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#151 · Qwen3 32B

AA · Aug 19, 2026

Source label: Qwen3 32B (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 20.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#152 · Magistral Small 1.2

AA · Aug 19, 2026

Source label: Magistral Small 1.2

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 19.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#153 · Celeris-1

AA · Aug 19, 2026

Source label: Celeris-1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 19.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#154 · NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)

AA · Aug 19, 2026

Source label: NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 18.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#155 · Ministral 3 14B

AA · Aug 19, 2026

Source label: Ministral 3 14B

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 18.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#156 · Claude 2.1

AA · Aug 19, 2026

Source label: Claude 2.1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 17.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#157 · Qwen3 14B

AA · Aug 19, 2026

Source label: Qwen3 14B (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 17%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#158 · Nemotron 3 Nano Omni 30B A3B Reasoning

AA · Aug 19, 2026

Source label: Nemotron 3 Nano Omni 30B A3B Reasoning

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 16.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#159 · GPT-4

AA · Aug 19, 2026

Source label: GPT-4

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 16%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#160 · Claude 2.0

AA · Aug 19, 2026

Source label: Claude 2.0

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 15.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#161 · Mistral Small 3.2

AA · Aug 19, 2026

Source label: Mistral Small 3.2

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 14.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#162 · Qwen3 30B A3B 2507 (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3 30B A3B 2507 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 14.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#163 · Llama 3.3 Instruct 70B

AA · Aug 19, 2026

Source label: Llama 3.3 Instruct 70B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 13.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#164 · GPT-4o mini

AA · Aug 19, 2026

Source label: GPT-4o mini

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 13.3%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#165 · GPT-4.1 nano

AA · Aug 19, 2026

Source label: GPT-4.1 nano

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 12.8%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#166 · GPT-3.5 Turbo

AA · Aug 19, 2026

Source label: GPT-3.5 Turbo

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 12.2%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#167 · Granite 4.1 30B

AA · Aug 19, 2026

Source label: Granite 4.1 30B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 11.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#168 · Gemma 3 27B Instruct

AA · Aug 19, 2026

Source label: Gemma 3 27B Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 11.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#169 · G9v3-3B

AA · Aug 19, 2026

Source label: G9v3-3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 10.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#170 · Ministral 3 8B

AA · Aug 19, 2026

Source label: Ministral 3 8B

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 10.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#171 · Nanbeige4.1-3B

AA · Aug 19, 2026

Source label: Nanbeige4.1-3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 9.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#172 · granite-4.1-8b

AA · Aug 19, 2026

Source label: Granite 4.1 8B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#173 · Gemma 4 E4B (Reasoning)

AA · Aug 19, 2026

Source label: Gemma 4 E4B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 8.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#174 · Qwen3 8B

AA · Aug 19, 2026

Source label: Qwen3 8B (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#175 · Llama 4 Scout

AA · Aug 19, 2026

Source label: Llama 4 Scout

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 7.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#176 · NVIDIA Nemotron 3 Nano 4B

AA · Aug 19, 2026

Source label: NVIDIA Nemotron 3 Nano 4B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 6.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#177 · Claude Instant

AA · Aug 19, 2026

Source label: Claude Instant

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 6.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#178 · Gemma 4 E2B (Reasoning)

AA · Aug 19, 2026

Source label: Gemma 4 E2B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 5.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#179 · Gemma 3 12B Instruct

AA · Aug 19, 2026

Source label: Gemma 3 12B Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 5.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#180 · Llama 3.1 Instruct 8B

AA · Aug 19, 2026

Source label: Llama 3.1 Instruct 8B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 4.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#181 · Ministral 3 3B

AA · Aug 19, 2026

Source label: Ministral 3 3B

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 4.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#182 · Granite 4.1 3B

AA · Aug 19, 2026

Source label: Granite 4.1 3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 3.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#183 · palm-2

AA · Aug 19, 2026

Source label: PALM-2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 3.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#184 · Phi-4 Mini Instruct

AA · Aug 19, 2026

Source label: Phi-4 Mini Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 2.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#185 · Gemma 3n E4B Instruct

AA · Aug 19, 2026

Source label: Gemma 3n E4B Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 2.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#186 · Gemma 3 4B Instruct

AA · Aug 19, 2026

Source label: Gemma 3 4B Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 1.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#187 · Qwen3.5 2B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.5 2B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 1.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#188 · MiniCPM-V 4.6 1.3B

AA · Aug 19, 2026

Source label: MiniCPM-V 4.6 1.3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 0.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#189 · Qwen3.5 0.8B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.5 0.8B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 0%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

Benchmarks · /benchmarks/artificial-analysis-coding-index

Coding Index

Artificial Analysis coding-focused combined score.

Source · Artificial Analysis
Version · artificial-analysis snapshot 2026-08-19
Scores · 189

Test details

Visible tradeoffsThis is a combined signal, so it bundles multiple inputs and should not be treated as one clean test.

source

Artificial Analysis

metric

Index (index)

judge

Combined

direction

higher better

group id

aa_coding_index_current

domain

Coding

What it measures vs what it misses

✓ Measures

Coding benchmark performance aggregated by Artificial Analysis.

✗ Misses

Non-coding chat quality and production latency.

Leaderboard · this benchmark version

#1 · Claude Opus 5 (Adaptive Reasoning, Max Effort)

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, Max Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 100%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#2 · Claude Opus 5 (Adaptive Reasoning, Xhigh Effort)

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, Xhigh Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 99.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#3 · Grok 4.6 (high)

AA · Aug 19, 2026

Source label: Grok 4.6 (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 98.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#4 · claude-opus-5-high

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, High Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 98.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#5 · Claude Fable 5

AA · Aug 19, 2026

Source label: Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 97.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#6 · Kimi K3 (max)

AA · Aug 19, 2026

Source label: Kimi K3 (max)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 97.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#7 · Gemini 3.7 Flash (high)

AA · Aug 19, 2026

Source label: Gemini 3.7 Flash (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 96.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#8 · GLM-5.3 (max)

AA · Aug 19, 2026

Source label: GLM-5.3 (max)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 96.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#9 · Claude Opus 5 (Adaptive Reasoning, Medium Effort)

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, Medium Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 95.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#10 · Claude Opus 4.8

AA · Aug 19, 2026

Source label: Claude Opus 4.8 (Adaptive Reasoning, Max Effort)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 95.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#11 · Claude Opus 4.7

AA · Aug 19, 2026

Source label: Claude Opus 4.7 (Adaptive Reasoning, Max Effort)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 94.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#12 · grok-4.5

AA · Aug 19, 2026

Source label: Grok 4.5 (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 94.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#13 · Muse Spark 1.2 (xhigh)

AA · Aug 19, 2026

Source label: Muse Spark 1.2 (xhigh)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 93.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#14 · Kimi K3 (low)

AA · Aug 19, 2026

Source label: Kimi K3 (low)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 93.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#15 · Qwen3.8 2.4T A95B

AA · Aug 19, 2026

Source label: Qwen3.8 2.4T A95B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 92.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#16 · Qwen3.8 Max

AA · Aug 19, 2026

Source label: Qwen3.8 Max

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 92%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#17 · Claude Sonnet 5 (Adaptive Reasoning, Max Effort)

AA · Aug 19, 2026

Source label: Claude Sonnet 5 (Adaptive Reasoning, Max Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 91.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#18 · Gemini 3.7 Flash (medium)

AA · Aug 19, 2026

Source label: Gemini 3.7 Flash (medium)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 91%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#19 · muse-spark-1.1

AA · Aug 19, 2026

Source label: Muse Spark 1.1 (xhigh)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 90.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#20 · GPT-5.4

AA · Aug 19, 2026

Source label: GPT-5.4 (xhigh)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 89.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#21 · Gemini 3.7 Flash (low)

AA · Aug 19, 2026

Source label: Gemini 3.7 Flash (low)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 89.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#22 · Gemini 3.5 Flash

AA · Aug 19, 2026

Source label: Gemini 3.5 Flash (high)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 88.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#23 · Gemini 3.6 Flash (high)

AA · Aug 19, 2026

Source label: Gemini 3.6 Flash (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 88.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#24 · Gemini 3.1 Pro Preview

AA · Aug 19, 2026

Source label: Gemini 3.1 Pro Preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 87.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#25 · Qwen3.8 27B

AA · Aug 19, 2026

Source label: Qwen3.8 27B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 87.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#26 · Claude Opus 5 (Adaptive Reasoning, Low Effort)

AA · Aug 19, 2026

Source label: Claude Opus 5 (Adaptive Reasoning, Low Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 86.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#27 · Claude Sonnet 5 (Non-reasoning, High Effort)

AA · Aug 19, 2026

Source label: Claude Sonnet 5 (Non-reasoning, High Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 86.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#28 · Qwen3.7 Max

AA · Aug 19, 2026

Source label: Qwen3.7 Max

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 85.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#29 · GPT-5.6 Sol

AA · Aug 19, 2026

Source label: GPT-5.6 Sol (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 85.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#30 · Motif 3

AA · Aug 19, 2026

Source label: Motif 3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 84.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#31 · Claude Sonnet 4.6

AA · Aug 19, 2026

Source label: Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 84%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#32 · Motif 3 (Beta)

AA · Aug 19, 2026

Source label: Motif 3 (Beta)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 83.5%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#33 · kimi-k2.6

AA · Aug 19, 2026

Source label: Kimi K2.6

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 83%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#34 · kimi-k2.7-code

AA · Aug 19, 2026

Source label: Kimi K2.7 Code

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 82.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#35 · mimo-v2.5-pro

AA · Aug 19, 2026

Source label: MiMo-V2.5-Pro

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 81.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#36 · KAT Coder Pro V2

AA · Aug 19, 2026

Source label: KAT Coder Pro V2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 81.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#37 · Nex-N2-Pro

AA · Aug 19, 2026

Source label: Nex-N2-Pro

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 80.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#38 · hy3

AA · Aug 19, 2026

Source label: Hy3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 80.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#39 · Agnes 2.5 Pro Alpha

AA · Aug 19, 2026

Source label: Agnes 2.5 Pro Alpha

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 79.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#40 · deepseek-v4-pro

AA · Aug 19, 2026

Source label: DeepSeek V4 Pro (Reasoning, High Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 79.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#41 · muse-spark

AA · Aug 19, 2026

Source label: Muse Spark

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 78.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#42 · minimax-m3

AA · Aug 19, 2026

Source label: MiniMax-M3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 78.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#43 · mimo-v2.5

AA · Aug 19, 2026

Source label: MiMo-V2.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 77.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#44 · GPT-5.5

AA · Aug 19, 2026

Source label: GPT-5.5 (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 77.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#45 · GPT-5.4 nano

AA · Aug 19, 2026

Source label: GPT-5.4 nano (xhigh)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 76.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#46 · qwen3.7-plus

AA · Aug 19, 2026

Source label: Qwen3.7 Plus

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 76.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#47 · glm-5.1

AA · Aug 19, 2026

Source label: GLM-5.1 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 75.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#48 · qwen3.6-plus

AA · Aug 19, 2026

Source label: Qwen3.6 Plus

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 75%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#49 · Qwen3.6 27B (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3.6 27B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 74.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#50 · Inkling Small

AA · Aug 19, 2026

Source label: Inkling Small

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 73.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#51 · Solar Pro 4

AA · Aug 19, 2026

Source label: Solar Pro 4

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 73.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#52 · minimax-m2.7

AA · Aug 19, 2026

Source label: MiniMax-M2.7

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 72.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#53 · JT-4.1 Flash 236B A21B

AA · Aug 19, 2026

Source label: JT-4.1 Flash 236B A21B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 72.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#54 · GPT-5.6 Terra

AA · Aug 19, 2026

Source label: GPT-5.6 Terra (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 71.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#55 · Claude Sonnet 4.5

AA · Aug 19, 2026

Source label: Claude 4.5 Sonnet (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 71.3%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#56 · Inkling (xhigh)

AA · Aug 19, 2026

Source label: Inkling (xhigh)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 70.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#57 · deepseek-v4-flash

AA · Aug 19, 2026

Source label: DeepSeek V4 Flash (Reasoning, High Effort)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 70.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#58 · Grok Build 0.1 0616

AA · Aug 19, 2026

Source label: Grok Build 0.1 0616

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 69.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#59 · Ling 3.0 Flash

AA · Aug 19, 2026

Source label: Ling 3.0 Flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 69.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#60 · mimo-v2-flash (non-thinking)

AA · Aug 19, 2026

Source label: MiMo-V2-Flash (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 68.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#61 · GPT-5.1

AA · Aug 19, 2026

Source label: GPT-5.1 (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 68.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#62 · Gemini 3.5 Flash-Lite

AA · Aug 19, 2026

Source label: Gemini 3.5 Flash-Lite

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 67.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#63 · Nemotron 3 Ultra 550B A55B (Reasoning)

AA · Aug 19, 2026

Source label: Nemotron 3 Ultra 550B A55B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 67%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#64 · Muse Glimmer (high)

AA · Aug 19, 2026

Source label: Muse Glimmer (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 66.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#65 · Qwen3.5 397B A17B

AA · Aug 19, 2026

Source label: Qwen3.5 397B A17B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 66%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#66 · mistral-medium-3.5

AA · Aug 19, 2026

Source label: Mistral Medium 3.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 65.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#67 · Kimi K2.5 (Reasoning)

AA · Aug 19, 2026

Source label: Kimi K2.5 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 64.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#68 · Gemini 2.5 Pro Preview (Mar' 25)

AA · Aug 19, 2026

Source label: Gemini 2.5 Pro Preview (Mar' 25)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 64.4%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#69 · Qwen3.6 27B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.6 27B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 63.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#70 · glm-5.2-max

AA · Aug 19, 2026

Source label: GLM-5.2 (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 63.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#71 · glm-4.6

AA · Aug 19, 2026

Source label: GLM-4.6 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 62.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#72 · LongCat 2.0

AA · Aug 19, 2026

Source label: LongCat 2.0

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 62.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#73 · glm-4.7

AA · Aug 19, 2026

Source label: GLM-4.7 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 61.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#74 · Solar Open2 250B

AA · Aug 19, 2026

Source label: Solar Open2 250B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 61.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#75 · DeepSeek Chat

AA · Aug 19, 2026

Source label: DeepSeek V3.2 (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 60.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#76 · Claude 4.5 Haiku (Reasoning)

AA · Aug 19, 2026

Source label: Claude 4.5 Haiku (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 60.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#77 · deepseek-v3.1-terminus

AA · Aug 19, 2026

Source label: DeepSeek V3.1 Terminus (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 59.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#78 · Qwen3.5 122B A10B

AA · Aug 19, 2026

Source label: Qwen3.5 122B A10B (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 59%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#79 · Ring-2.6-1T

AA · Aug 19, 2026

Source label: Ring-2.6-1T

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 58.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#80 · Qwen3.6 35B A3B (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3.6 35B A3B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 58%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#81 · K-EXAONE 2.0 0803

AA · Aug 19, 2026

Source label: K-EXAONE 2.0 0803

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 57.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#82 · o1

AA · Aug 19, 2026

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 56.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#83 · Step 3.7 Flash

AA · Aug 19, 2026

Source label: Step 3.7 Flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 56.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#84 · gpt-5.5-instant

AA · Aug 19, 2026

Source label: GPT-5.5 Instant (June 2026)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 55.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#85 · Gemma 4 26B A4B

AA · Aug 19, 2026

Source label: Gemma 4 26B A4B (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 55.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#86 · GPT-5.6 Luna

AA · Aug 19, 2026

Source label: GPT-5.6 Luna (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 54.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#87 · A.X-K2

AA · Aug 19, 2026

Source label: A.X-K2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 54.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#88 · GPT-5

AA · Aug 19, 2026

Source label: GPT-5 (high)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 53.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#89 · nvidia-nemotron-3-super-120b-a12b

AA · Aug 19, 2026

Source label: Nemotron 3 Super 120B A12B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 53.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#90 · Claude 4 Sonnet (Reasoning)

AA · Aug 19, 2026

Source label: Claude 4 Sonnet (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 52.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#91 · Qwen3.5 35B A3B

AA · Aug 19, 2026

Source label: Qwen3.5 35B A3B (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 52.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#92 · North Mini Code

AA · Aug 19, 2026

Source label: North Mini Code

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 51.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#93 · Claude Sonnet 3.7

AA · Aug 19, 2026

Source label: Claude 3.7 Sonnet (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 51.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#94 · Qwen3 Coder Next

AA · Aug 19, 2026

Source label: Qwen3 Coder Next

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 50.5%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#95 · Grok 4.3

AA · Aug 19, 2026

Source label: Grok 4.3 (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 50%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#96 · Gemini 3.1 Flash-Lite Preview

AA · Aug 19, 2026

Source label: Gemini 3.1 Flash-Lite

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 49.5%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#97 · o1 Preview

AA · Aug 19, 2026

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 48.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#98 · Nova 2.0 Pro Preview (medium)

AA · Aug 19, 2026

Source label: Nova 2.0 Pro Preview (medium)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 48.4%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#99 · Gemini 2.5 Pro

AA · Aug 19, 2026

Source label: Gemini 2.5 Pro

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 47.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#100 · gemma-4-31b

AA · Aug 19, 2026

Source label: Gemma 4 31B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 47.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#101 · K-EXAONE (Reasoning)

AA · Aug 19, 2026

Source label: K-EXAONE (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 46.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#102 · G9v3-39A5B

AA · Aug 19, 2026

Source label: G9v3-39A5B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 46.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#103 · Devstral 2

AA · Aug 19, 2026

Source label: Devstral 2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 45.7%
Last updated: recent
Eligibility: specialized_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#104 · mercury-2

AA · Aug 19, 2026

Source label: Mercury 2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 45.2%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#105 · Gemma 4 12B (Reasoning)

AA · Aug 19, 2026

Source label: Gemma 4 12B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 44.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#106 · Claude 3.5 Sonnet (Oct '24)

AA · Aug 19, 2026

Source label: Claude 3.5 Sonnet (Oct '24)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 44.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#107 · Devstral Small 2

AA · Aug 19, 2026

Source label: Devstral Small 2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 43.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#108 · Qwen3.6 35B A3B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.6 35B A3B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 43.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#109 · Command A+

AA · Aug 19, 2026

Source label: Command A+

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 42.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#110 · Nemotron 3.5 Lightning

AA · Aug 19, 2026

Source label: Nemotron 3.5 Lightning

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 42%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#111 · Mistral Small 4

AA · Aug 19, 2026

Source label: Mistral Small 4 (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 41.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#112 · Ling 3.0 Tiny

AA · Aug 19, 2026

Source label: Ling 3.0 Tiny

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 41%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#113 · Mistral Small 3.1

AA · Aug 19, 2026

Source label: Mistral Small 3.1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 40.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#114 · Claude 3.5 Sonnet (June '24)

AA · Aug 19, 2026

Source label: Claude 3.5 Sonnet (June '24)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 39.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#115 · trinity-large-thinking

AA · Aug 19, 2026

Source label: Trinity Large Thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 39.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#116 · Gemini 2.0 Pro Experimental

AA · Aug 19, 2026

Source label: Gemini 2.0 Pro Experimental (Feb '25)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 38.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#117 · Nemotron Cascade 2 30B A3B

AA · Aug 19, 2026

Source label: Nemotron Cascade 2 30B A3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 38.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#118 · Ling 2.6 Flash

AA · Aug 19, 2026

Source label: Ling 2.6 Flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 37.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#119 · DeepSeek Reasoner

AA · Aug 19, 2026

Source label: DeepSeek R1 (Jan '25)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 37.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#120 · GPT-4o

AA · Aug 19, 2026

Source label: GPT-4o (May '24)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 36.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#121 · Gemini 2.0 Flash Thinking Experimental (Jan '25)

AA · Aug 19, 2026

Source label: Gemini 2.0 Flash Thinking Experimental (Jan '25)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 36.2%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#122 · EXAONE 4.5 33B (Non-reasoning)

AA · Aug 19, 2026

Source label: EXAONE 4.5 33B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 35.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#123 · Qwen3.5 9B

AA · Aug 19, 2026

Source label: Qwen3.5 9B (Non-reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 35.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#124 · HyperNova 60B 2605

AA · Aug 19, 2026

Source label: HyperNova 60B 2605

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 34.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#125 · Nova 2.0 Lite (high)

AA · Aug 19, 2026

Source label: Nova 2.0 Lite (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 34%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#126 · deepseek-v3

AA · Aug 19, 2026

Source label: DeepSeek V3 (Dec '24)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 33.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#127 · Qwen3.5 4B (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3.5 4B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 33%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#128 · Qwen3 235B A22B 2507 (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3 235B A22B 2507 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 32.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#129 · GPT-4 Turbo

AA · Aug 19, 2026

Source label: GPT-4 Turbo

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 31.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#130 · Magistral Medium 1.2

AA · Aug 19, 2026

Source label: Magistral Medium 1.2

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 31.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#131 · GPT-OSS 120B

AA · Aug 19, 2026

Source label: gpt-oss-120b (low)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 30.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#132 · deepseek-v3-0324

AA · Aug 19, 2026

Source label: DeepSeek V3 0324

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 30.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#133 · K2 Think V2

AA · Aug 19, 2026

Source label: K2 Think V2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 29.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#134 · Nova 2.0 Pro Preview (Non-reasoning)

AA · Aug 19, 2026

Source label: Nova 2.0 Pro Preview (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 29.3%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#135 · GPT-OSS 20B

AA · Aug 19, 2026

Source label: gpt-oss-20b (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 28.7%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#136 · Mistral Medium 3.1

AA · Aug 19, 2026

Source label: Mistral Medium 3.1

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 28.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#137 · Qwen3.5 4B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.5 4B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 27.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#138 · GPT-4.1 mini

AA · Aug 19, 2026

Source label: GPT-4.1 mini

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 27.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#139 · Mistral Large 3

AA · Aug 19, 2026

Source label: Mistral Large 3

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 26.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#140 · Gemini 1.5 Pro

AA · Aug 19, 2026

Source label: Gemini 1.5 Pro (May '24)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 26.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#141 · DiffusionGemma 26B A4B

AA · Aug 19, 2026

Source label: DiffusionGemma 26B A4B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 25.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#142 · Claude Opus 3

AA · Aug 19, 2026

Source label: Claude 3 Opus

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 25%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#143 · Gemini 1.0 Ultra

AA · Aug 19, 2026

Source label: Gemini 1.0 Ultra

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 24.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#144 · qwen3-next-80b-a3b-instruct

AA · Aug 19, 2026

Source label: Qwen3 Next 80B A3B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 23.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#145 · Llama 4 Maverick

AA · Aug 19, 2026

Source label: Llama 4 Maverick

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 23.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#146 · o3 mini

AA · Aug 19, 2026

Source label: o3-mini (high)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 22.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#147 · Solar Pro 3

AA · Aug 19, 2026

Source label: Solar Pro 3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 22.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#148 · Claude Haiku 3.5

AA · Aug 19, 2026

Source label: Claude 3.5 Haiku

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 21.8%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#149 · Claude Haiku 4.5

AA · Aug 19, 2026

Source label: Claude 3.5 Haiku

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 21.8%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

Parsed from Artificial Analysis public leaderboard field `codingIndex`. Backfilled from Claude Haiku 3.5 via approved benchmark identity mapping map-claude-haiku-4-5-to-3-5.

#150 · GPT-5.4 mini

AA · Aug 19, 2026

Source label: GPT-5 mini (high)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 20.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#151 · Qwen3 32B

AA · Aug 19, 2026

Source label: Qwen3 32B (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 20.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#152 · Magistral Small 1.2

AA · Aug 19, 2026

Source label: Magistral Small 1.2

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 19.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#153 · Celeris-1

AA · Aug 19, 2026

Source label: Celeris-1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 19.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#154 · NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)

AA · Aug 19, 2026

Source label: NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 18.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#155 · Ministral 3 14B

AA · Aug 19, 2026

Source label: Ministral 3 14B

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 18.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#156 · Claude 2.1

AA · Aug 19, 2026

Source label: Claude 2.1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 17.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#157 · Qwen3 14B

AA · Aug 19, 2026

Source label: Qwen3 14B (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 17%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#158 · Nemotron 3 Nano Omni 30B A3B Reasoning

AA · Aug 19, 2026

Source label: Nemotron 3 Nano Omni 30B A3B Reasoning

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 16.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#159 · GPT-4

AA · Aug 19, 2026

Source label: GPT-4

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 16%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#160 · Claude 2.0

AA · Aug 19, 2026

Source label: Claude 2.0

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 15.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#161 · Mistral Small 3.2

AA · Aug 19, 2026

Source label: Mistral Small 3.2

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 14.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#162 · Qwen3 30B A3B 2507 (Reasoning)

AA · Aug 19, 2026

Source label: Qwen3 30B A3B 2507 (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 14.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#163 · Llama 3.3 Instruct 70B

AA · Aug 19, 2026

Source label: Llama 3.3 Instruct 70B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 13.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#164 · GPT-4o mini

AA · Aug 19, 2026

Source label: GPT-4o mini

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 13.3%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#165 · GPT-4.1 nano

AA · Aug 19, 2026

Source label: GPT-4.1 nano

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 12.8%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#166 · GPT-3.5 Turbo

AA · Aug 19, 2026

Source label: GPT-3.5 Turbo

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 12.2%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#167 · Granite 4.1 30B

AA · Aug 19, 2026

Source label: Granite 4.1 30B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 11.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#168 · Gemma 3 27B Instruct

AA · Aug 19, 2026

Source label: Gemma 3 27B Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 11.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#169 · G9v3-3B

AA · Aug 19, 2026

Source label: G9v3-3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 10.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#170 · Ministral 3 8B

AA · Aug 19, 2026

Source label: Ministral 3 8B

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 10.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#171 · Nanbeige4.1-3B

AA · Aug 19, 2026

Source label: Nanbeige4.1-3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 9.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#172 · granite-4.1-8b

AA · Aug 19, 2026

Source label: Granite 4.1 8B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#173 · Gemma 4 E4B (Reasoning)

AA · Aug 19, 2026

Source label: Gemma 4 E4B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 8.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#174 · Qwen3 8B

AA · Aug 19, 2026

Source label: Qwen3 8B (Reasoning)

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#175 · Llama 4 Scout

AA · Aug 19, 2026

Source label: Llama 4 Scout

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 7.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#176 · NVIDIA Nemotron 3 Nano 4B

AA · Aug 19, 2026

Source label: NVIDIA Nemotron 3 Nano 4B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 6.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#177 · Claude Instant

AA · Aug 19, 2026

Source label: Claude Instant

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 6.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#178 · Gemma 4 E2B (Reasoning)

AA · Aug 19, 2026

Source label: Gemma 4 E2B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 5.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#179 · Gemma 3 12B Instruct

AA · Aug 19, 2026

Source label: Gemma 3 12B Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 5.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#180 · Llama 3.1 Instruct 8B

AA · Aug 19, 2026

Source label: Llama 3.1 Instruct 8B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 4.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#181 · Ministral 3 3B

AA · Aug 19, 2026

Source label: Ministral 3 3B

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 4.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#182 · Granite 4.1 3B

AA · Aug 19, 2026

Source label: Granite 4.1 3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 3.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#183 · palm-2

AA · Aug 19, 2026

Source label: PALM-2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 3.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#184 · Phi-4 Mini Instruct

AA · Aug 19, 2026

Source label: Phi-4 Mini Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 2.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#185 · Gemma 3n E4B Instruct

AA · Aug 19, 2026

Source label: Gemma 3n E4B Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 2.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#186 · Gemma 3 4B Instruct

AA · Aug 19, 2026

Source label: Gemma 3 4B Instruct

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 1.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#187 · Qwen3.5 2B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.5 2B (Non-reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 1.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#188 · MiniCPM-V 4.6 1.3B

AA · Aug 19, 2026

Source label: MiniCPM-V 4.6 1.3B

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 0.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

#189 · Qwen3.5 0.8B (Non-reasoning)

AA · Aug 19, 2026

Source label: Qwen3.5 0.8B (Reasoning)

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://artificialanalysis.ai/leaderboards/models
Percentile: 0%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)

Parsed from Artificial Analysis public leaderboard field `codingIndex`.

Coding Index

Test details

What it measures vs what it misses

✓ Measures

✗ Misses

Leaderboard · this benchmark version

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Coding Index

Test details

What it measures vs what it misses

✓ Measures

✗ Misses

Leaderboard · this benchmark version