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Leaderboard

Coding leaderboard

How well a model writes, debugs and reasons about code across languages and existing codebases. A value the source did not publish stays unavailable rather than becoming a zero.

Coding leaderboard

229 source-backed models, ranked by coding score. Blended cost is the 75% input / 25% output mix used everywhere else on the site.

Models ranked by Coding capability score
RankModelCodingOverallBlended $/1M
1Claude Fable 5.1Anthropic · Proprietary90.484.74$20.00
2Claude Opus 5Anthropic · Proprietary89.781.87$10.00
3Claude Fable 5Anthropic · Proprietary89.581.41$20.00
4Gemini 3.8 FlashGoogle · Proprietary75.375.89$1.50
5GPT-6 AstraOpenAI · Proprietary75.282.81$20.00
6Gemini 3.7 FlashGoogle · Proprietary74.968.52$1.50
7Gemini 3.1 ProGoogle · Proprietary74.370.14$4.50
8Grok 4.6xAI · Proprietary73.569.74$3.00
9Claude Opus 4.8Anthropic · Proprietary73.172.17$10.00
10Kimi K3Moonshot AI · Pending71.774.43$6.00
11Qwen3.7 MaxAlibaba · Proprietary69.566.87Unavailable
12Qwen3.8 MaxAlibaba · Open Weight6873.17Unavailable
13DeepSeek V3.2DeepSeek · Open Weight67.456.81$0.32
14GPT-5.2-CodexOpenAI · Proprietary67.253.95$4.81
15Gemini 3 FlashGoogle · Proprietary66.761.94$1.13
16Claude Opus 4.7Anthropic · Proprietary65.470.6$10.00
17Grok 4.5xAI · Proprietary64.767.99$3.00
18OAOrnith-1.5-397BOrnith AI · Open WeightSelf-hosted63.865.32Unavailable
19Claude Opus 4.7 (Adaptive)Anthropic · Proprietary62.869.31$10.00
20GPT-5.4 nanoOpenAI · Proprietary62.659.42$0.46
21GPT-5.6 SolOpenAI · Proprietary61.980.46$8.00
22Claude Sonnet 4.6Anthropic · Proprietary61.962.86$6.00
23Gemini 3 ProGoogle · Proprietary61.666.36$4.50
24GPT-5.6 TerraOpenAI · Proprietary61.371.13$4.50
25Muse Spark 1.2Meta · Proprietary6170.28$2.00
26APApodex 1.1Apodex · Proprietary60.451.74Unavailable
27Mistral Medium 3.5 128BMistral · Open Weight60.242.56$3.00
28Hy4 previewTencent · Open WeightSelf-hosted60.160.89$1.25
29Claude Sonnet 4.5Anthropic · Proprietary59.654.01$6.00
30Claude Sonnet 5Anthropic · Proprietary59.569.68$4.00
31Grok 4.3xAI · Proprietary59.359.73$1.56
32Kimi K2.5 (Reasoning)Moonshot AI · Proprietary58.957.39$1.20
33Kimi K2.6Moonshot AI · Open Weight58.265.5$1.71
34Qwen3.7 PlusAlibaba · Proprietary57.961.6Unavailable
35Gemini 3.6 FlashGoogle · Proprietary57.668.42$3.00
36Qwen3.5-27BAlibaba · Open WeightSelf-hosted5755.14Unavailable
37Muse Spark 1.1Meta · Proprietary56.670.18Unavailable
38GPT-5.4 miniOpenAI · Proprietary5661.05$1.69
39Qwen3.8-27BAlibaba · Open WeightSelf-hosted55.664.29Unavailable
40Claude 4.1 OpusAnthropic · Proprietary55.241.87$30.00
41GLM-5.3Z.AI · Open WeightSelf-hosted5566.93Unavailable
42GLM-5.3-FlashZ.AI · Open WeightSelf-hosted5566.06Unavailable
43Qwen3.8-Flash-NextAlibaba · Open WeightSelf-hosted54.956.98Unavailable
44DeepSeek V4 Pro 0813DeepSeek · Proprietary54.663.69$0.54
45Nemotron 3 UltraNVIDIA · Open WeightSelf-hosted53.840.5Unavailable
46GPT-5.6 LunaOpenAI · Proprietary53.764.77$0.45
47MiMo-V2-FlashXiaomi · Open WeightSelf-hosted53.448.83Unavailable
48DSdots3-note PreviewDots Studio · Open WeightSelf-hosted52.864.14Unavailable
49MiniMax M3MiniMax · Open Weight52.861.25$0.52
50GLM-4.7Z.AI · Open WeightSelf-hosted52.857.76Unavailable
51Qwen3.6 PlusAlibaba · Proprietary52.660.36Unavailable
52TMInkling-SmallThinking Machines Lab · Open Weight52.658.78$0.79
53Gemini 3.1 Flash-LiteGoogle · Proprietary52.456.32$0.56
54Claude 4 SonnetAnthropic · Proprietary52.339.26$6.00
55GLM-5.1Z.AI · Open Weight52.163.26$2.15
56GPT-5.3 CodexOpenAI · Proprietary5264.03$4.81
57GPT-5.5OpenAI · Proprietary51.871.86$11.25
58Qwen3.5-122B-A10BAlibaba · Open WeightSelf-hosted51.250.67Unavailable
59Claude Opus 4.6Anthropic · Proprietary50.369.21$10.00
60Claude Opus 4.5Anthropic · Proprietary50.258.42$10.00
61OAOrnith-1.5-35B-A3BOrnith AI · Open WeightSelf-hosted49.936.86Unavailable
62GLM-5Z.AI · Open Weight49.561.47$1.55
63TMInklingThinking Machines Lab · Open Weight4960.38$2.57
64Gemini 3.5 FlashGoogle · Proprietary47.968.02$3.38
65Qwen3.5-35B-A3BAlibaba · Open WeightSelf-hosted47.653.47Unavailable
66Hy3 PreviewTencent · Open WeightSelf-hosted47.355.71$0.29
67GPT-5.2OpenAI · Proprietary46.564.86$4.81
68MiMo-V2.5-ProXiaomi · Proprietary44.962.61Unavailable
69Ling 3.0 FlashInclusionAI · Open Weight44.846.83Unavailable
70Grok 4.20xAI · Proprietary43.667.27$3.00
71Qwen 3.6 Max (preview)Alibaba · Proprietary43.463.94Unavailable
72MiMo-V2.5Xiaomi · Proprietary43.457.78Unavailable
73GPT-5.4OpenAI · Proprietary42.870.88$5.63
74Kimi K2.5Moonshot AI · Open Weight42.854.02$1.20
75MiniMax M2.7MiniMax · Open Weight42.155.01$0.52
76GPT-OSS 120BOpenAI · Open WeightSelf-hosted41.945.82$0.26
77Qwen3.6-27BAlibaba · Open WeightSelf-hosted41.447.73Unavailable
78Gemini 3.5 Flash-LiteGoogle · Proprietary39.758.78$0.85
79GLM-5.2Z.AI · Open Weight3866.68$2.15
80Muse SparkMeta · Proprietary37.967.51Unavailable
81Gemini 2.5 ProGoogle · Proprietary37.957.31$3.44
82Step 3.7 FlashStepFun · Open Weight37.849.78$0.44
83MAI-Thinking-1Microsoft · Proprietary36.350.84Unavailable
84Muse Glimmer 30BMeta · Open WeightSelf-hosted36.345.08$0.64
85Qwen3.5 397BAlibaba · Open Weight34.855.09$1.35
86PMTernary Bonsai 2 27BPrism ML · Open WeightSelf-hosted3350.78$0.18
87Claude Haiku 4.5Anthropic · Proprietary30.752.89$2.00
88Kimi K2.7 CodeMoonshot AI · Open Weight27.665.6$1.71
89Qwen3.6-35B-A3BAlibaba · Open Weight25.643.85Unavailable
90Nemotron 3 Nano Omni 30B A3BNVIDIA · Open WeightSelf-hosted23.340.89Unavailable
91Ling 2.6 FlashInclusionAI · Open Weight23.340.59Unavailable
92o3-miniOpenAI · Proprietary2346.72$1.93
93GPT-4.1OpenAI · Proprietary2341.29$3.50
94GPT-4.1 miniOpenAI · Proprietary2333.36$0.70
95Gemma 4 31BGoogle · Open WeightSelf-hosted22.652.4Unavailable
96Laguna M.1Poolside · Proprietary22.13.81Unavailable
97Nemotron 3.5 Lightning 30B A3B NVFP4NVIDIA · Open WeightSelf-hosted18.620.46Unavailable
98Laguna XS.2Poolside · Open WeightSelf-hosted18.61.47Unavailable
99Granite 4.2 8BIBM · Open WeightSelf-hosted17.538.27Unavailable
100GPT-5.2 ProOpenAI · ProprietaryUnavailable68.99$57.75
101GPT-5.1OpenAI · ProprietaryUnavailable63.18$3.44
102MiMo-V2-ProXiaomi · ProprietaryUnavailable62.51Unavailable
103Claude Opus 4.6 (Adaptive)Anthropic · ProprietaryUnavailable62.23Unavailable
104GPT-5.5 ProOpenAI · ProprietaryUnavailable61.9$67.50
105GLM-5-TurboZ.AI · ProprietaryUnavailable61.42$1.90
106Hy3Tencent · Open WeightSelf-hostedUnavailable60.79$0.14
107GPT-5.4 ProOpenAI · ProprietaryUnavailable60.49$67.50
108Gemini 3 Pro Deep ThinkGoogle · ProprietaryUnavailable59.32Unavailable
109Grok 4.1xAI · ProprietaryUnavailable57.99Unavailable
110GLM-5 (Reasoning)Z.AI · Open WeightUnavailable57.81$1.55
111Qwen3.5 397B (Reasoning)Alibaba · Open WeightUnavailable57.54$1.35
112MiMo-V2-OmniXiaomi · ProprietaryUnavailable57.53Unavailable
113GLM-5V-TurboZ.AI · ProprietaryUnavailable57.41$1.90
114GPT-5.2 InstantOpenAI · ProprietaryUnavailable57.05$2.63
115GPT-5.3 InstantOpenAI · ProprietaryUnavailable56.95$4.81
116GPT-5 (high)OpenAI · ProprietaryUnavailable56.7$3.44
117DeepSeek V3.2 (Thinking)DeepSeek · Open WeightUnavailable56.19$0.96
118Qwen3.5 FlashAlibaba · ProprietaryUnavailable56.19$0.18
119Qwen3 235B 2507 (Reasoning)Alibaba · Open WeightSelf-hostedUnavailable56.08Unavailable
120GLM-4.5Z.AI · ProprietaryUnavailable55.64$1.00
121Gemma 4 26B A4BGoogle · Open WeightSelf-hostedUnavailable55Unavailable
122GPT-5.3-Codex-SparkOpenAI · ProprietaryUnavailable54.99Unavailable
123Grok 4.1 Fast (Reasoning)xAI · ProprietaryUnavailable54.82Unavailable
124MiniMax M2.5MiniMax · ProprietaryUnavailable54.76$0.52
125Qwen3 235B 2507Alibaba · Open WeightSelf-hostedUnavailable54.11Unavailable
126Trinity-Large-PreviewArcee AI · Open WeightUnavailable54.04$0.44
127Grok 4xAI · ProprietaryUnavailable53.4Unavailable
128Claude Opus 4.5 ThinkingAnthropic · ProprietaryUnavailable53.05Unavailable
129DeepSeek LLM 2.0DeepSeek · Open WeightSelf-hostedUnavailable52.65Unavailable
130GPT-5.1-Codex-MaxOpenAI · ProprietaryUnavailable52.6$3.44
131Grok 3 [Beta]xAI · ProprietaryUnavailable51.85Unavailable
132GLM-4.6Z.AI · Open WeightUnavailable51.73Unavailable
133Gemini 2.5 FlashGoogle · ProprietaryUnavailable51.24$0.85
134Grok 4 Fast (Reasoning)xAI · ProprietaryUnavailable51.16Unavailable
135Nemotron 3 Nano 30BNVIDIA · Open WeightSelf-hostedUnavailable51.09Unavailable
136DeepSeek V3.1DeepSeek · Open WeightSelf-hostedUnavailable50.72Unavailable
137DeepSeek-R1DeepSeek · Open WeightUnavailable50.55$0.96
138Qwen3.5 PlusAlibaba · ProprietaryUnavailable50.33$0.90
139Step 3.5 FlashStepFun · Open WeightUnavailable49.68$0.15
140GPT-5 (medium)OpenAI · ProprietaryUnavailable49.62Unavailable
141Qwen3.7 FlashAlibaba · ProprietaryUnavailable49.46$0.055
142Nemotron 3 Super 120B A12BNVIDIA · Open WeightSelf-hostedUnavailable49.15$0.17
143DeepSeek V3.1 (Reasoning)DeepSeek · Open WeightSelf-hostedUnavailable48.67Unavailable
144DeepSeek Coder 2.0DeepSeek · Open WeightUnavailable48.48Unavailable
145Seed 1.6ByteDance · ProprietaryUnavailable48.43Unavailable
146Nemotron 3 Super 100BNVIDIA · Open WeightSelf-hostedUnavailable48.28Unavailable
147o4-mini (high)OpenAI · ProprietaryUnavailable48.2$1.93
148GPT-5.1-CodexOpenAI · ProprietaryUnavailable48.16$3.44
149DeepSeekMath V2DeepSeek · Open WeightSelf-hostedUnavailable48.09Unavailable
150Qwen2.5-1MAlibaba · Open WeightSelf-hostedUnavailable48.09Unavailable
151Seed-2.0-LiteByteDance · ProprietaryUnavailable48.04Unavailable
152o3-proOpenAI · ProprietaryUnavailable47.84$35.00
153o3OpenAI · ProprietaryUnavailable47.58$3.50
154Ministral 3 14B (Reasoning)Mistral · Open WeightUnavailable47.56$0.20
155Grok 4.1 FastxAI · ProprietaryUnavailable47.14$0.28
156Grok 3 MinixAI · ProprietaryUnavailable46.98$0.35
157ALAion-2.0Aion Labs · ProprietaryUnavailable46.89$1.00
158o1OpenAI · ProprietaryUnavailable46.19$26.25
159GLM-4.7-FlashZ.AI · Open WeightSelf-hostedUnavailable46.13Unavailable
160o1-previewOpenAI · ProprietaryUnavailable46.09$26.25
161Mistral Large 3Mistral · ProprietaryUnavailable45.45$0.75
162GPT-5 miniOpenAI · ProprietaryUnavailable45$0.69
163GLM-4.5-AirZ.AI · ProprietaryUnavailable43.73$0.43
164Z-1Z · ProprietaryUnavailable43.43Unavailable
165Seed 1.6 FlashByteDance · ProprietaryUnavailable43.39Unavailable
166Mistral 8x7BMistral · Open WeightSelf-hostedUnavailable43.29Unavailable
167Trinity-Large-ThinkingArcee AI · Open WeightUnavailable43.27$0.41
168Moonshot v1Moonshot AI · ProprietaryUnavailable43.1Unavailable
169Gemma 4 12BGoogle · Open WeightUnavailable42.99Unavailable
170Seed-2.0-MiniByteDance · ProprietaryUnavailable42.91Unavailable
171Command A+Cohere · Open WeightUnavailable42.85$4.38
172Mistral Small 4Mistral · Open WeightUnavailable42.85$0.26
173Nemotron Ultra 253BNVIDIA · Open WeightSelf-hostedUnavailable42.72Unavailable
174Mercury 2Inception · ProprietaryUnavailable42.17$0.38
175o1-proOpenAI · ProprietaryUnavailable42.05$262.50
176DeepSeek V3DeepSeek · Open WeightUnavailable41.64$0.48
177GPT-OSS 20BOpenAI · Open WeightSelf-hostedUnavailable41.08$0.055
178Qwen3 MaxAlibaba · ProprietaryUnavailable40.75$1.56
179Gemma 4 E4BGoogle · Open WeightSelf-hostedUnavailable40.18Unavailable
180SASarvam 105BSarvam · Open WeightSelf-hostedUnavailable40.12Unavailable
181LFM2.5-2.6BLiquidAI · Open WeightSelf-hostedUnavailable39.9Unavailable
182Gemma 4 E2BGoogle · Open WeightSelf-hostedUnavailable39.58Unavailable
183LFM2.5-8B-A1BLiquidAI · Open WeightSelf-hostedUnavailable39.28Unavailable
184SASarvam 30BSarvam · Open WeightSelf-hostedUnavailable38.93Unavailable
185GPT-4oOpenAI · ProprietaryUnavailable38.81$4.38
186Ministral 3 8B (Reasoning)Mistral · Open WeightUnavailable38.79$0.15
187Qwen3-Omni-30B-A3B-InstructAlibaba · Open WeightUnavailable38.64Unavailable
188Qwen2.5-VL-32BAlibaba · Open WeightSelf-hostedUnavailable38.27Unavailable
189Llama 4 BehemothMeta · Open WeightSelf-hostedUnavailable38.22Unavailable
190Granite-4.0-H-1BIBM · Open WeightSelf-hostedUnavailable38.21Unavailable
191Granite-4.0-1BIBM · Open WeightSelf-hostedUnavailable38.06Unavailable
192Granite-4.0-350MIBM · Open WeightSelf-hostedUnavailable38.02Unavailable
193Granite-4.0-H-350MIBM · Open WeightSelf-hostedUnavailable38.02Unavailable
194Ministral 3 3B (Reasoning)Mistral · Open WeightUnavailable37.94$0.10
195Mistral 8x7B v0.2Mistral · Open WeightSelf-hostedUnavailable37.56Unavailable
196Qwen2.5-72BAlibaba · Open WeightSelf-hostedUnavailable37.52Unavailable
197GPT-5 nanoOpenAI · ProprietaryUnavailable36.91$0.14
198Llama 3.1 405BMeta · Open WeightSelf-hostedUnavailable36.7Unavailable
199Mistral Large 2Mistral · ProprietaryUnavailable36.33Unavailable
200Gemma 3 27BGoogle · Open WeightSelf-hostedUnavailable35.73Unavailable
201Claude 3 OpusAnthropic · ProprietaryUnavailable34.4$30.00
202Grok Code Fast 1xAI · ProprietaryUnavailable34.02$0.53
203Gemini 1.5 ProGoogle · ProprietaryUnavailable33.46$2.19
204Llama 4 ScoutMeta · Open WeightSelf-hostedUnavailable33.32$0.15
205Qwen2.5 Coder 32B InstructAlibaba · Open WeightSelf-hostedUnavailable33.3Unavailable
206GPT-4o miniOpenAI · ProprietaryUnavailable33.26$0.26
207Phi-4Microsoft · Open WeightSelf-hostedUnavailable33.09$0.0875
208DeepSeek R1 Distill Qwen 32BDeepSeek · Open WeightSelf-hostedUnavailable32.54Unavailable
209Claude 3.5 SonnetAnthropic · ProprietaryUnavailable32.09$6.00
210Claude 4.1 Opus ThinkingAnthropic · ProprietaryUnavailable31.4Unavailable
211Llama 3 70BMeta · Open WeightSelf-hostedUnavailable30.73Unavailable
212Mistral Medium 3Mistral · ProprietaryUnavailable30.64$0.80
213Ministral 3 14BMistral · Open WeightUnavailable30.19$0.20
214GPT-4.1 nanoOpenAI · ProprietaryUnavailable27.21$0.18
215Mixtral 8x22B Instruct v0.1Mistral · Open WeightSelf-hostedUnavailable26.85Unavailable
216GPT-4 TurboOpenAI · ProprietaryUnavailable24.4$15.00
217Kimi K2Moonshot AI · ProprietaryUnavailable23.12$1.08
218Llama 4 MaverickMeta · Open WeightSelf-hostedUnavailable22.73$0.30
219MiniMax M1 80kMiniMax · ProprietaryUnavailable21.38Unavailable
220Nova ProAmazon · ProprietaryUnavailable19.04Unavailable
221LFM2-24B-A2BLiquidAI · ProprietarySelf-hostedUnavailable18.48Unavailable
222Claude 3 HaikuAnthropic · ProprietaryUnavailable17.96$0.50
223Ministral 3 8BMistral · Open WeightUnavailable17.78$0.15
224LFM2.5-1.2B-ThinkingLiquidAI · ProprietarySelf-hostedUnavailable16.65Unavailable
225Gemini 1.0 ProGoogle · ProprietaryUnavailable16.32Unavailable
226LFM2.5-1.2B-InstructLiquidAI · ProprietarySelf-hostedUnavailable15.97Unavailable
227Ministral 3 3BMistral · Open WeightUnavailable15.96$0.10
228Nemotron-4 15BNVIDIA · Open WeightSelf-hostedUnavailable15.9Unavailable
229Mistral 7B v0.3Mistral · Open WeightSelf-hostedUnavailable8.66Unavailable

Evidence key: ObservedUnavailable

68 of these rows are marked self-hosted by the source: open-weight models with no first-party hosted token rate. 11 of them show a hosted rate matched from another provider; the rest report an unavailable price rather than zero.