Best AI for Code in 2026Updated by AA Coding Index

Which AI codes best in 2026? Ranking of 552 models using AA Coding Index as the primary signal, with fallback to LiveCodeBench and SciCode. Built to favor current coding models instead of stale one-off spikes.

Synced: October 16, 2026 • 552 models with coding benchmarks

Use Cases

Code Autocomplete

Inline suggestions as you type. Ideal for IDEs like Cursor and VS Code.

Top models: Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback)

Code Generation

Create functions, classes and full projects from natural language descriptions.

Top models: Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback)

Debug & Code Review

Identify bugs, suggest fixes and review pull requests automatically.

Top models: Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback)

Coding Ranking — Top Models

#ModelCompanyCoding ScoreBenchmarkContextInput PriceOpen Source
🥇Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback)AnthropicAnthropic
81.6
AA Coding Index1.0M tokens$10.00—
🥈Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback)AnthropicAnthropic
80.7
AA Coding Index—$10.00—
🥉Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback)AnthropicAnthropic
79.1
AA Coding Index—$10.00—
4GPT-5.6 Sol (xhigh)OpenAIOpenAI
78.3
AA Coding Index—$4.00—
5Claude Opus 5AnthropicAnthropic
78.0
AA Coding Index1.0M tokens$5.00—
6GPT-5.6 Sol (max)OpenAIOpenAI
77.4
AA Coding Index1.1M tokens$4.00—
7GPT-5.6 Sol (high)OpenAIOpenAI
77.2
AA Coding Index—$4.00—
8GPT-6 Astra (high)OpenAIOpenAI
77.1
AA Coding Index—$10.00—
9Claude Fable 5.1 (Adaptive Reasoning, Medium Effort, Default Fallback)AnthropicAnthropic
77.1
AA Coding Index—$10.00—
10Claude Opus 5 (Adaptive Reasoning, Xhigh Effort)AnthropicAnthropic
77.0
AA Coding Index—$5.00—
11GPT-6 Astra (max)OpenAIOpenAI
76.9
AA Coding Index1.1M tokens$10.00—
12SpaceXAI: Grok 4.6xAIxAI
76.8
AA Coding Index500K tokens$2.00—
13GPT-5.6 Terra (max)OpenAIOpenAI
76.7
AA Coding Index1.1M tokens$2.00—
14GPT-6 Astra (medium)OpenAIOpenAI
76.7
AA Coding Index—$10.00—
15Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)AnthropicAnthropic
76.5
AA Coding Index1.0M tokens$10.00—
16Muse Spark 1.3 (xhigh)MetaMeta
76.5
AA Coding Index—$1.25—
17Claude Opus 5 (Adaptive Reasoning, High Effort)AnthropicAnthropic
76.5
AA Coding Index1.0M tokens$5.00—
18GPT-5.6 Sol (medium)OpenAIOpenAI
76.3
AA Coding Index—$4.00—
19Gemini 3.8 Flash (high)GoogleGoogle
76.3
AA Coding Index1.0M tokens$0.75—
20Qwen: Qwen3.8 MaxAlibabaAlibaba
76.2
AA Coding Index1.0M tokens$2.00✅
21Kimi K3Moonshot AIMoonshot AI
76.2
AA Coding Index1.0M tokens$3.00—
22Gemini 3.7 Flash (high)GoogleGoogle
76.1
AA Coding Index1.0M tokens$0.75—
23GPT-6 Astra (xhigh)OpenAIOpenAI
75.9
AA Coding Index—$10.00—
24Grok 4.6 (xhigh)SpaceXAISpaceXAI
75.9
AA Coding Index—$2.00—
25Muse Spark 1.3 (max)MetaMeta
75.8
AA Coding Index—$1.25—
26GPT-6 Astra (low)OpenAIOpenAI
75.7
AA Coding Index—$10.00—
27Claude Fable 5.1 (Adaptive Reasoning, Low Effort, Default Fallback)AnthropicAnthropic
75.2
AA Coding Index—$10.00—
28GPT-5.5OpenAIOpenAI
74.9
AA Coding Index1.1M tokens$5.00—
29GLM-5.3 (low)Z AI
74.8
AA Coding Index—$1.40—
30Grok 4.6 (medium)SpaceXAISpaceXAI
74.4
AA Coding Index—$2.00—
31Claude Opus 4.8 (Adaptive Reasoning, Max Effort)AnthropicAnthropic
74.3
AA Coding Index1.0M tokens$5.00—
32Claude Opus 5 (Adaptive Reasoning, Medium Effort)AnthropicAnthropic
74.3
AA Coding Index1.0M tokens$5.00—
33Gemini 3.8 Flash (medium)GoogleGoogle
74.1
AA Coding Index—$0.75—
34Claude Opus 4.7AnthropicAnthropic
73.6
AA Coding Index1.0M tokens$5.00—
35Gemini 3.8 Flash (low)GoogleGoogle
73.5
AA Coding Index—$0.75—
36Qwen3.8-Flash-NextAlibabaAlibaba
73.1
AA Coding Index—$0.15—
37SpaceXAI: Grok 4.5xAIxAI
72.4
AA Coding Index500K tokens$2.00—
38Muse Spark 1.2 (xhigh)MetaMeta
72.2
AA Coding Index—$1.25—
39Kimi K3 (low)KimiKimi
72.0
AA Coding Index1.0M tokens$3.00—
40Qwen: Qwen3.8 2.4T A95BAlibabaAlibaba
71.9
AA Coding Index1.0M tokens$2.00✅
41GPT-5.5 (high)OpenAIOpenAI
71.6
AA Coding Index—$5.00—
42Claude Sonnet 5AnthropicAnthropic
71.5
AA Coding Index1.0M tokens$2.00—
43GLM-5.3-FlashZ AI
71.5
AA Coding Index—$0.15—
44Gemini 3.7 Flash (medium)GoogleGoogle
71.5
AA Coding Index—$0.75—
45GPT-5.5 (medium)OpenAIOpenAI
71.5
AA Coding Index—$5.00—
46GPT-5.6 Luna (max)OpenAIOpenAI
71.4
AA Coding Index1.1M tokens$0.20—
47Muse Spark 1.1 (xhigh)MetaMeta
71.3
AA Coding Index—$1.25—
48GPT-5.4OpenAIOpenAI
71.1
AA Coding Index1.1M tokens$2.50—
49Gemini 3.7 Flash (low)GoogleGoogle
71.0
AA Coding Index—$0.75—
50GPT-5.6 Terra (xhigh)OpenAIOpenAI
70.6
AA Coding Index—$2.00—
51Google: Gemini 3.5 FlashGoogleGoogle
70.1
AA Coding Index1.0M tokens$1.50—
52GPT-5.6 Sol (low)OpenAIOpenAI
69.7
AA Coding Index—$4.00—
53Gemini 3.6 Flash (high)GoogleGoogle
69.2
AA Coding Index1.0M tokens$0.75—
54DeepSeek-V4-FlashDeepSeekDeepSeek
69.1
AA Coding Index1.0M tokens$0.44—
55Gemini 3.1 Pro PreviewGoogleGoogle
68.8
AA Coding Index1.0M tokens$2.00—
56DeepSeek V4 Pro 0813 (Non-reasoning)DeepSeekDeepSeek
68.8
AA Coding Index1.0M tokens$1.32—
57GLM-5.2 (Non-reasoning)Z AI
68.8
AA Coding Index—$1.40—
58GPT-5.6 Luna (xhigh)OpenAIOpenAI
68.6
AA Coding Index—$0.20—
59Qwen3.8 27B (medium)AlibabaAlibaba
68.1
AA Coding Index—$0.50—
60GPT-5.6 Terra (high)OpenAIOpenAI
67.1
AA Coding Index—$2.00—
61Claude Opus 5 (Adaptive Reasoning, Low Effort)AnthropicAnthropic
66.9
AA Coding Index—$5.00—
62Claude Sonnet 5 (Non-reasoning, High Effort)AnthropicAnthropic
66.4
AA Coding Index1.0M tokens$2.00—
63Grok 4.6 (low)SpaceXAISpaceXAI
66.3
AA Coding Index—$2.00—
64Qwen3.7 MaxAlibabaAlibaba
66.0
AA Coding Index—$2.50—
65GPT-5.6 Sol (Non-reasoning)OpenAIOpenAI
65.1
AA Coding Index—$4.00—
66DeepSeek V4 Flash Vision (Reasoning, Max Effort)DeepSeekDeepSeek
65.0
AA Coding Index—$0.44—
67GPT-5.6 Terra (medium)OpenAIOpenAI
64.7
AA Coding Index—$2.00—
68Motif 3Motif Technologies
63.5
AA Coding Index———
69GPT-5.6 Luna (high)OpenAIOpenAI
63.3
AA Coding Index—$0.20—
70Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort)AnthropicAnthropic
63.0
AA Coding Index—$3.00—
71Agnes 2.5 Pro BetaSapiens AI
62.3
AA Coding Index—$0.10—
72Motif 3 (Beta)Motif Technologies
62.0
AA Coding Index———
73Kimi K2.6 (Non-reasoning)KimiKimi
61.8
AA Coding Index—$0.95—
74K2 Horizon 375B A23BMBZUAI Institute of Foundation Models
61.5
AA Coding Index———
75Quasar 438BMultiverse Computing
61.2
AA Coding Index—$0.60—
76GPT-5.5 (low)OpenAIOpenAI
60.9
AA Coding Index—$5.00—
77Kimi K2.7 CodeKimiKimi
60.8
AA Coding Index—$0.95—
78Apodex 1.1Apodex
60.8
AA Coding Index—$0.30—
79Xiaomi: MiMo-V2.5-ProXiaomi
60.2
AA Coding Index1.0M tokens$0.43—
80Kwaipilot: KAT-Coder-Pro V2Kwaipilot
59.5
AA Coding Index256K tokens$0.30—
81DeepSeek V4 Pro (Reasoning, High Effort)DeepSeekDeepSeek
59.4
AA Coding Index—$0.43—
82Nex-N2-ProNex AGI
59.1
AA Coding Index262K tokens$0.50—
83Hy3-preview (Reasoning)Tencent
58.8
AA Coding Index262K tokens$0.14—
84Muse SparkMetaMeta
58.6
AA Coding Index———
85MiniMax-M3MiniMax
58.6
AA Coding Index1.0M tokens$0.30—
86Qwen3.8 27B (low)AlibabaAlibaba
58.2
AA Coding Index—$0.50—
87GPT-5.6 Terra (low)OpenAIOpenAI
58.1
AA Coding Index—$2.00—
88Ling-3.0-flash-VLInclusionAI
57.0
AA Coding Index—$0.07—
89MiMo-V2.5Xiaomi
56.8
AA Coding Index—$0.14—
90GPT-5.5 (Non-reasoning)OpenAIOpenAI
56.5
AA Coding Index—$5.00—
91DeepSeek V4 Flash 0420 (Non-reasoning)DeepSeekDeepSeek
56.2
AA Coding Index—$0.11—
92GPT-5.4 MiniOpenAIOpenAI
56.1
AA Coding Index400K tokens$0.75—
93GPT-5.4 NanoOpenAIOpenAI
56.1
AA Coding Index400K tokens$0.20—
94Qwen3.7 PlusAlibabaAlibaba
55.9
AA Coding Index—$0.40—
95Z.ai: GLM 5.1Z.aiZ.ai
55.8
AA Coding Index203K tokens$1.28✅
96Ling-3.0-flash-FinInclusionAI
55.6
AA Coding Index—$0.07—
97Qwen: Qwen3.6 PlusAlibabaAlibaba
54.5
AA Coding Index1.0M tokens$0.50✅
98Qwen3.6 27B (Non-reasoning)AlibabaAlibaba
53.7
AA Coding Index—$0.60—
99Inkling SmallThinking Machines
52.9
AA Coding Index—$0.30—
100Solar Pro 4Upstage
52.7
AA Coding Index524K tokens$0.30—
101MiniMax: MiniMax M2.7MiniMax
52.6
AA Coding Index197K tokens$0.30✅
102JT-4.1 Flash 236B A21B (Non-reasoning)China Mobile
52.4
AA Coding Index———
103GPT-5.6 Terra (Non-reasoning)OpenAIOpenAI
52.3
AA Coding Index—$2.00—
104Claude 4.5 Sonnet (Reasoning)AnthropicAnthropic
52.1
AA Coding Index—$3.00—
105InklingThinking Machines
52.1
AA Coding Index—$1.00—
106DeepSeek V4 Flash (Reasoning, High Effort)DeepSeekDeepSeek
52.0
AA Coding Index—$0.11—
107Grok Build 0.1 0616xAIxAI
51.5
AA Coding Index—$1.00—
108GPT-5.6 Luna (medium)OpenAIOpenAI
50.7
AA Coding Index—$0.20—
109Ling 3.0 FlashInclusionAI
50.6
AA Coding Index—$0.07—
110MiMo-V2-Flash (Reasoning)Xiaomi
49.8
AA Coding Index262K tokens$0.10—
111GPT-5.1OpenAIOpenAI
49.4
AA Coding Index400K tokens$1.25—
112Gemini 3.5 Flash-LiteGoogleGoogle
49.3
AA Coding Index1.0M tokens$0.30—
113Nemotron 3 Ultra 550B A55B (Reasoning)NvidiaNvidia
49.3
AA Coding Index1.0M tokens$0.60—
114Muse Glimmer (high)MetaMeta
49.0
AA Coding Index—$0.30—
115Qwen: Qwen3.5 397B A17BAlibabaAlibaba
48.2
AA Coding Index262K tokens$0.60✅
116Mistral Medium 3.5MistralMistral
46.9
AA Coding Index262K tokens$1.50—
117MoonshotAI: Kimi K2.5MoonshotAIMoonshotAI
46.8
AA Coding Index262K tokens$0.60✅
118Gemini 2.5 Pro Preview (Mar' 25)GoogleGoogle
46.7
AA Coding Index———
119GLM-4.6 (Reasoning)Z.aiZ.ai
45.8
AA Coding Index—$0.57—
120Qwen: Qwen3.5-122B-A10BAlibabaAlibaba
45.7
AA Coding Index262K tokens$0.40✅
121LongCat 2.0LongCat
45.3
AA Coding Index—$0.75—
122GLM-4.7 (Non-reasoning)Z AI
45.3
AA Coding Index—$0.60—
123Solar Open2 250BUpstage
45.0
AA Coding Index———
124Qwen3.8 27B (Non-reasoning)AlibabaAlibaba
44.6
AA Coding Index—$0.50—
125GPT-5.6 Luna (low)OpenAIOpenAI
44.2
AA Coding Index—$0.20—
126DeepSeek V3.2 (Reasoning)DeepSeekDeepSeek
44.2
AA Coding Index—$0.28—
127Claude 4.5 Haiku (Reasoning)AnthropicAnthropic
43.9
AA Coding Index—$1.00—
128DeepSeek V3.1 Terminus (Reasoning)DeepSeekDeepSeek
43.5
AA Coding Index—$1.64—
129Gemma 4 31BGoogleGoogle
43.4
AA Coding Index262K tokens——
130Qwen3.5 122B A10B (Non-reasoning)AlibabaAlibaba
43.3
AA Coding Index—$0.40—
131Ring-2.6-1TInclusionAI
42.8
AA Coding Index—$0.30—
132SpaceXAI: Grok 4.3xAIxAI
42.2
AA Coding Index1.0M tokens$1.25—
133Qwen: Qwen3.6 35B A3BAlibabaAlibaba
41.9
AA Coding Index262K tokens$0.38✅
134K-EXAONE 2.0 0803LG AI Research
40.6
AA Coding Index———
135o1OpenAIOpenAI
39.7
AA Coding Index200K tokens$15.00—
136Step 3.7 FlashStepFun
39.6
AA Coding Index—$0.20—
137GPT-5.5 Instant (June 2026)OpenAIOpenAI
39.4
AA Coding Index—$5.00—
138GPT-5.6 Luna (Non-reasoning)OpenAIOpenAI
39.3
AA Coding Index—$0.20—
139Gemma 4 26B A4BGoogleGoogle
39.3
AA Coding Index262K tokens$0.10—
140A.X-K2SK Telecom
38.8
AA Coding Index———
141K2 Horizon 7BInstitute of Foundation Models
38.6
AA Coding Index———
142GPT-5OpenAIOpenAI
37.8
AA Coding Index400K tokens$1.25—
143NVIDIA Nemotron 3 Super 120B A12B (Reasoning)NvidiaNvidia
37.7
AA Coding Index1.0M tokens$0.30—
144Claude 4 Sonnet (Reasoning)AnthropicAnthropic
37.6
AA Coding Index—$3.00—
145Qwen3.5 35B A3B (Non-reasoning)AlibabaAlibaba
37.0
AA Coding Index—$0.25—
146North Mini CodeCohereCohere
36.5
AA Coding Index———
147Claude 3.7 Sonnet (thinking)AnthropicAnthropic
36.4
AA Coding Index200K tokens——
148Qwen: Qwen3 Coder NextAlibabaAlibaba
36.2
AA Coding Index262K tokens$0.50✅
149Grok 4.3 (Non-reasoning)SpaceXAISpaceXAI
35.2
AA Coding Index—$1.25—
150Gemini 3.1 Flash Lite PreviewGoogleGoogle
34.7
AA Coding Index1.0M tokens$0.25—
151Nova 2.0 Pro Preview (medium)AmazonAmazon
34.0
AA Coding Index—$1.25—
152o1-previewOpenAIOpenAI
34.0
AA Coding Index—$16.50—
153Gemini 2.5 ProGoogleGoogle
33.3
AA Coding Index1.0M tokens$1.25—
154Gemma 4 31B (Non-reasoning)GoogleGoogle
33.2
AA Coding Index—$0.17—
155G9v3-39A5BAI9Stars
33.1
AA Coding Index———
156K-EXAONE (Non-reasoning)LG AI Research
32.1
AA Coding Index———
157Devstral 2MistralMistral
31.3
AA Coding Index———
158Inception: Mercury 2Inception
31.1
AA Coding Index128K tokens$0.25—
159Gemma 4 12B (Reasoning)GoogleGoogle
31.0
AA Coding Index—$0.10—
160gpt-oss-120bOpenAIOpenAI
30.4
AA Coding Index131K tokens$0.15—
161Claude 3.5 Sonnet (Oct '24)AnthropicAnthropic
30.2
AA Coding Index—$3.00—
162Granite 4.2 30BIBM
29.9
AA Coding Index—$0.16—
163Devstral Small 2MistralMistral
29.3
AA Coding Index———
164Qwen3.5 9B (Reasoning)AlibabaAlibaba
28.7
AA Coding Index—$0.14—
165Qwen3.6 35B A3B (Non-reasoning)AlibabaAlibaba
28.1
AA Coding Index—$0.38—
166Command A+CohereCohere
27.8
AA Coding Index192K tokens——
167Nemotron 3.5 LightningNVIDIANVIDIA
26.8
AA Coding Index262K tokens$0.06—
168Mistral Small 4 (Non-reasoning)MistralMistral
26.6
AA Coding Index—$0.15—
169Ling 3.0 TinyInclusionAI
26.5
AA Coding Index———
170Mistral Small 3.1MistralMistral
26.3
AA Coding Index—$0.08—
171K2 Horizon 3.7BInstitute of Foundation Models
26.1
AA Coding Index———
172Claude 3.5 Sonnet (June '24)AnthropicAnthropic
26.0
AA Coding Index—$3.00—
173Nova 2.0 Pro Preview (low)AmazonAmazon
25.9
AA Coding Index—$1.25—
174Arcee AI: Trinity Large ThinkingArcee AI
25.8
AA Coding Index262K tokens$0.25✅
175Gemini 2.0 Pro Experimental (Feb '25)GoogleGoogle
25.5
AA Coding Index———
176Nemotron Cascade 2 30B A3BNvidiaNvidia
25.3
AA Coding Index———
177Ling 2.6 FlashInclusion AI
25.3
AA Coding Index—$0.10—
178DeepSeek R1 (Jan '25)DeepSeekDeepSeek
24.6
AA Coding Index—$2.00—
179OpenAI: GPT-4o (2024-05-13)OpenAIOpenAI
24.2
AA Coding Index128K tokens$5.00—
180Gemini 2.0 Flash Thinking Experimental (Jan '25)GoogleGoogle
24.1
AA Coding Index———
181Gemini 1.5 Pro (Sep '24)GoogleGoogle
23.6
AA Coding Index———
182EXAONE 4.5 33B (Non-reasoning)LG AI Research
23.6
AA Coding Index———
183Qwen3.5 9B (Non-reasoning)AlibabaAlibaba
23.5
AA Coding Index—$0.17—
184HyperNova 60B 2605Multiverse Computing
23.2
AA Coding Index—$0.04—
185Nova 2.0 Lite (high)AmazonAmazon
23.0
AA Coding Index—$0.30—
186DeepSeek V3DeepSeekDeepSeek
23.0
AA Coding Index164K tokens$0.32✅
187Qwen3.5 4B (Reasoning)AlibabaAlibaba
22.6
AA Coding Index—$0.03—
188Granite 4.2 8BIBM
22.4
AA Coding Index—$0.06—
189Qwen3 235B A22B 2507 (Reasoning)AlibabaAlibaba
22.1
AA Coding Index—$0.23—
190GPT-4 TurboOpenAIOpenAI
21.5
AA Coding Index128K tokens$10.00—
191Magistral Medium 1.2Mistral AIMistral AI
21.3
AA Coding Index—$2.00—
192DeepSeek V3 0324DeepSeekDeepSeek
21.2
AA Coding Index—$0.24—
193gpt-oss-120b (low)OpenAIOpenAI
21.2
AA Coding Index131K tokens$0.15—
194K2 Think V2MBZUAI Institute of Foundation Models
21.0
AA Coding Index———
195gpt-oss-20bOpenAIOpenAI
20.7
AA Coding Index131K tokens$0.07—
196Mistral: Mistral Medium 3.1Mistral AIMistral AI
20.5
AA Coding Index131K tokens$0.40✅
197Qwen3.5 4B (Non-reasoning)AlibabaAlibaba
20.3
AA Coding Index—$0.03—
198GPT-4.1 MiniOpenAIOpenAI
20.2
AA Coding Index1.0M tokens$0.40—
199Mistral Large 3MistralMistral
20.1
AA Coding Index—$0.50—
200Gemini 1.5 Pro (May '24)GoogleGoogle
19.8
AA Coding Index———
201DiffusionGemma 26B A4BGoogleGoogle
19.7
AA Coding Index———
202Claude 3 OpusAnthropicAnthropic
19.5
AA Coding Index—$15.00—
203Gemini 1.0 UltraGoogleGoogle
17.6
AA Coding Index———
204Granite 4.2 3BIBM
17.5
AA Coding Index—$0.03—
205Qwen3 Next 80B A3B (Reasoning)AlibabaAlibaba
17.4
AA Coding Index—$0.15—
206o3 Mini HighOpenAIOpenAI
16.3
AA Coding Index200K tokens$1.10—
207Llama 4 MaverickMetaMeta
16.3
AA Coding Index1.0M tokens$0.25✅
208Solar Pro 3Upstage
16.2
AA Coding Index128K tokens$0.15—
209Claude 3.5 HaikuAnthropicAnthropic
15.9
AA Coding Index200K tokens——
210GPT-5 MiniOpenAIOpenAI
15.6
AA Coding Index400K tokens$0.25—
211Qwen3 32B (Reasoning)AlibabaAlibaba
15.3
AA Coding Index—$0.24—
212Magistral Small 1.2MistralMistral
14.7
AA Coding Index—$0.50—
213MiniCPM5-2BOpenBMB
14.5
AA Coding Index———
214NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)NvidiaNvidia
14.4
AA Coding Index—$0.05—
215Ministral 3 14BMistralMistral
14.4
AA Coding Index—$0.20—
216Celeris-1Unknown
14.4
AA Coding Index—$0.20—
217Claude 2.1AnthropicAnthropic
14.0
AA Coding Index———
218Qwen3 14B (Reasoning)AlibabaAlibaba
13.8
AA Coding Index—$0.12—
219Nemotron 3 Nano Omni 30B A3B ReasoningNvidiaNvidia
13.8
AA Coding Index—$0.30—
220OpenAI: GPT-4OpenAIOpenAI
13.1
AA Coding Index8K tokens$30.00—
221Claude 2.0AnthropicAnthropic
12.9
AA Coding Index———
222Mistral Small 3.2MistralMistral
12.5
AA Coding Index—$0.07—
223Qwen3 30B A3B 2507 (Reasoning)AlibabaAlibaba
12.1
AA Coding Index—$0.36—
224Llama 3.3 70B InstructMetaMeta
11.9
AA Coding Index131K tokens$0.71✅
225OpenAI: GPT-4o-miniOpenAIOpenAI
11.4
AA Coding Index128K tokens$0.15—
226GPT-4.1 NanoOpenAIOpenAI
11.1
AA Coding Index1.0M tokens$0.10—
227GPT-3.5 TurboOpenAIOpenAI
10.7
AA Coding Index—$0.50—
228Granite 4.1 30BIBM
10.4
AA Coding Index———
229Gemma 3 27BGoogleGoogle
10.1
AA Coding Index131K tokens——
230G9v3-3BAI9Stars
9.9
AA Coding Index———
231Ministral 3 8BMistralMistral
9.7
AA Coding Index—$0.15—
232Nanbeige4.1-3BNanbeige
9.6
AA Coding Index———
233Granite 4.1 8BIBM
9.5
AA Coding Index—$0.05—
234Qwen3 8B (Reasoning)AlibabaAlibaba
9.0
AA Coding Index—$0.18—
235Llama 4 ScoutMetaMeta
8.2
AA Coding Index1.3M tokens$0.18✅
236NVIDIA Nemotron 3 Nano 4BNvidiaNvidia
8.0
AA Coding Index———
237Claude InstantAnthropicAnthropic
7.8
AA Coding Index———
238LFM2.5-2.6B—
7.7
AA Coding Index———
239Gemma 4 E2B (Reasoning)GoogleGoogle
7.2
AA Coding Index———
240Gemma 3 12BGoogleGoogle
5.8
AA Coding Index131K tokens——
241Llama 3.1 8B InstructMetaMeta
5.4
AA Coding Index16K tokens$0.04✅
242Ministral 3 3BMistralMistral
4.8
AA Coding Index—$0.10—
243Granite 4.1 3BIBM
4.7
AA Coding Index———
244PALM-2GoogleGoogle
4.6
AA Coding Index———
245Phi-4 Mini InstructMicrosoftMicrosoft
3.8
AA Coding Index—$0.07—
246K2 Horizon 0.9BInstitute of Foundation Models
3.4
AA Coding Index———
247Gemma 3n E4B InstructGoogleGoogle
3.2
AA Coding Index—$0.06—
248Qwen3.5 2B (Reasoning)AlibabaAlibaba
2.9
AA Coding Index———
249Gemma 3 4BGoogleGoogle
2.7
AA Coding Index131K tokens——
250Qwen3.5 2B (Non-reasoning)AlibabaAlibaba
2.4
AA Coding Index———
251Qwen3.5 0.8B (Non-reasoning)AlibabaAlibaba
1.2
AA Coding Index———
252MiniCPM-V 4.6 1.3BOpenBMB
0.7
AA Coding Index———
253Gemini 3 Pro Preview (high)GoogleGoogle
92.0
LiveCodeBench—$2.00—
254Gemini 3 Flash Preview (Reasoning)GoogleGoogle
91.0
LiveCodeBench—$0.50—
255DeepSeek V3.2 SpecialeDeepSeekDeepSeek
90.0
LiveCodeBench164K tokens—✅
256GPT-5.2OpenAIOpenAI
89.0
LiveCodeBench400K tokens$1.75—
257Claude Opus 4.5 (Reasoning)AnthropicAnthropic
87.0
LiveCodeBench—$5.00—
258MiMo-V2-Flash (Feb 2026)Xiaomi
86.8
LiveCodeBench———
259Gemini 3 Pro Preview (low)GoogleGoogle
86.0
LiveCodeBench—$2.00—
260o4 MiniOpenAIOpenAI
86.0
LiveCodeBench200K tokens$1.10—
261DeepSeek V3.2 Exp (Reasoning)DeepSeekDeepSeek
86.0
LiveCodeBench—$0.28—
262o4 Mini HighOpenAIOpenAI
85.9
LiveCodeBench200K tokens$1.10—
263Kimi K2 ThinkingKimiKimi
85.0
LiveCodeBench262K tokens$0.60—
264GPT-5.1-CodexOpenAIOpenAI
85.0
LiveCodeBench400K tokens$1.25—
265GPT-5.1-Codex-MiniOpenAIOpenAI
84.0
LiveCodeBench400K tokens$0.25—
266GPT-5 CodexOpenAIOpenAI
84.0
LiveCodeBench400K tokens$1.25—
267Grok 4 FastxAIxAI
83.0
LiveCodeBench2.0M tokens$0.20—
268MiniMax-M2MiniMax
83.0
LiveCodeBench205K tokens$0.30—
269Grok 4xAIxAI
82.0
LiveCodeBench256K tokens$3.00—
270Grok 4.1 FastxAIxAI
82.0
LiveCodeBench2.0M tokens——
271MiniMax: MiniMax M2.1MiniMax
81.0
LiveCodeBench197K tokens$0.30✅
272o3OpenAIOpenAI
81.0
LiveCodeBench200K tokens$2.00—
273ERNIE 5.0 Thinking PreviewBaidu
81.0
LiveCodeBench———
274Apriel-v1.6-15B-ThinkerServiceNow
81.0
LiveCodeBench———
275o3 ProOpenAIOpenAI
80.8
LiveCodeBench200K tokens$20.00—
276Gemini 3 Flash Preview (Non-reasoning)GoogleGoogle
80.0
LiveCodeBench—$0.50—
277DeepSeek V3.1 TerminusDeepSeekDeepSeek
80.0
LiveCodeBench164K tokens$0.27✅
278Qwen: Qwen3 235B A22B Instruct 2507AlibabaAlibaba
79.0
LiveCodeBench262K tokens$0.22✅
279GPT-5 NanoOpenAIOpenAI
79.0
LiveCodeBench400K tokens$0.05—
280INTELLECT-3Prime Intellect
78.0
LiveCodeBench131K tokens—✅
281DeepSeek V3.1DeepSeekDeepSeek
78.0
LiveCodeBench164K tokens$0.56✅
282GPT-5.4 ProOpenAIOpenAI
77.5
LiveBench Coding1.1M tokens$30.00—
283Gemini 2.5 Pro Preview (May' 25)GoogleGoogle
77.0
LiveCodeBench—$1.25—
284Qwen: Qwen3 MaxAlibabaAlibaba
77.0
LiveCodeBench262K tokens$1.20✅
285Seed-OSS-36B-InstructByteDance Seed
77.0
LiveCodeBench—$0.21—
286Claude Sonnet 4.5AnthropicAnthropic
76.1
LiveBench Coding1.0M tokens$3.00—
287KAT-Coder-Pro V1KwaiKAT
75.0
LiveCodeBench———
288EXAONE 4.0 32B (Reasoning)LG AI Research
75.0
LiveCodeBench———
289Claude Opus 4.5AnthropicAnthropic
74.0
LiveCodeBench200K tokens$5.00—
290GLM-4.5 (Reasoning)Z.aiZ.ai
74.0
LiveCodeBench131K tokens——
291Llama Nemotron Super 49B v1.5 (Reasoning)NvidiaNvidia
74.0
LiveCodeBench—$0.40—
292Qwen3 VL 32B (Reasoning)AlibabaAlibaba
74.0
LiveCodeBench—$0.16—
293Apriel-v1.5-15B-ThinkerServiceNow
73.0
LiveCodeBench———
294o3 MiniOpenAIOpenAI
72.0
LiveCodeBench200K tokens$1.10—
295Falcon-H1R-7BTII UAE
72.0
LiveCodeBench———
296NVIDIA Nemotron Nano 9B V2 (Reasoning)NvidiaNvidia
72.0
LiveCodeBench—$0.04—
297Gemini 2.5 Flash Preview (Sep '25) (Reasoning)GoogleGoogle
71.0
LiveCodeBench———
298MiniMax M1 80kMiniMax
71.0
LiveCodeBench—$0.55—
299NVIDIA: Nemotron Nano 9B V2NvidiaNvidia
70.1
LiveCodeBench131K tokens$0.05—
300Gemini 2.5 Flash Preview (Reasoning)GoogleGoogle
70.0
LiveCodeBench—$0.30—
301Olmo 3.1 32B ThinkAllen Institute for AI
70.0
LiveCodeBench———
302Qwen3 VL 30B A3B (Reasoning)AlibabaAlibaba
70.0
LiveCodeBench—$0.50—
303Cogito v2.1 (Reasoning)Deep Cogito
69.0
LiveCodeBench—$1.25—
304Gemini 2.5 Flash-Lite Preview (Sep '25) (Reasoning)GoogleGoogle
69.0
LiveCodeBench—$0.10—
305NVIDIA Nemotron Nano 12B v2 VL (Reasoning)NvidiaNvidia
69.0
LiveCodeBench—$0.20—
306Hermes 4 - Llama-3.1 405B (Reasoning)Nous Research
69.0
LiveCodeBench—$1.00—
307Ling-1TInclusionAI
68.0
LiveCodeBench———
308Qwen3 Omni 30B A3B (Reasoning)AlibabaAlibaba
68.0
LiveCodeBench—$0.25—
309Qwen: Qwen3 Next 80B A3B InstructAlibabaAlibaba
68.0
LiveCodeBench262K tokens$0.15✅
310Olmo 3 32B ThinkAllenAI
67.0
LiveCodeBench66K tokens—✅
311GPT-5.2-CodexOpenAIOpenAI
66.9
LiveCodeBench400K tokens$1.75—
312MiniMax M1 40kMiniMax
66.0
LiveCodeBench———
313Nova 2.0 Omni (medium)AmazonAmazon
66.0
LiveCodeBench—$0.30—
314Grok Code Fast 1xAIxAI
66.0
LiveCodeBench256K tokens——
315Mi:dm K 2.5 ProKorea Telecom
66.0
LiveCodeBench———
316Claude 4.1 Opus (Non-reasoning)AnthropicAnthropic
65.4
LiveCodeBench—$15.00—
317SpaceXAI: Grok Build 0.1xAIxAI
65.4
LiveBench Coding256K tokens$1.00—
318Claude 4.1 Opus (Reasoning)AnthropicAnthropic
65.0
LiveCodeBench—$15.00—
319Qwen3 VL 235B A22B (Reasoning)AlibabaAlibaba
65.0
LiveCodeBench—$0.40—
320Qwen3 Max (Preview)AlibabaAlibaba
65.0
LiveCodeBench—$1.20—
321Hermes 4 - Llama-3.1 70B (Reasoning)Nous Research
65.0
LiveCodeBench—$0.13—
322Motif-2-12.7B-ReasoningMotif Technologies
65.0
LiveCodeBench———
323Claude 4 Opus (Reasoning)AnthropicAnthropic
64.0
LiveCodeBench—$15.00—
324Ring-1TInclusionAI
64.0
LiveCodeBench———
325Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)NvidiaNvidia
64.0
LiveCodeBench—$0.60—
326Gemini 2.5 Flash-Lite Preview (Sep '25) (Non-reasoning)GoogleGoogle
64.0
LiveCodeBench—$0.10—
327Qwen3 4B 2507 (Reasoning)AlibabaAlibaba
64.0
LiveCodeBench———
328QwQ 32BAlibabaAlibaba
63.0
LiveCodeBench—$0.66—
329HyperCLOVA X SEED Think (32B)Naver
63.0
LiveCodeBench———
330Ring-flash-2.0InclusionAI
63.0
LiveCodeBench—$0.14—
331Qwen3 235B A22B (Reasoning)AlibabaAlibaba
62.0
LiveCodeBench—$0.70—
332Solar Pro 2 (Non-reasoning)Upstage
62.0
LiveCodeBench———
333Olmo 3 7B ThinkAllen Institute for AI
62.0
LiveCodeBench———
334DeepSeek: R1DeepSeekDeepSeek
61.7
LiveCodeBench64K tokens$1.35✅
335MoonshotAI: Kimi K2 0905MoonshotAIMoonshotAI
61.0
LiveCodeBench262K tokens$0.60✅
336GLM-4.5V (Reasoning)Z.aiZ.ai
60.0
LiveCodeBench—$0.60—
337Claude 4.5 Sonnet (Non-reasoning)AnthropicAnthropic
59.0
LiveCodeBench—$3.00—
338DeepSeek V3.2DeepSeekDeepSeek
59.0
LiveCodeBench164K tokens$0.28✅
339Qwen: Qwen3 VL 235B A22B InstructAlibabaAlibaba
59.0
LiveCodeBench262K tokens$0.21✅
340Qwen3 Coder 480B A35B InstructAlibabaAlibaba
59.0
LiveCodeBench—$0.30—
341Nova 2.0 Omni (low)AmazonAmazon
59.0
LiveCodeBench—$0.30—
342Ling-flash-2.0InclusionAI
59.0
LiveCodeBench—$0.14—
343Gemini 2.5 Flash LiteGoogleGoogle
59.0
LiveCodeBench1.0M tokens$0.10—
344o1-miniOpenAIOpenAI
58.0
LiveCodeBench———
345Mi:dm K 2.5 Pro PreviewKorea Telecom
58.0
LiveCodeBench———
346GPT-5 (minimal)OpenAIOpenAI
56.0
LiveCodeBench—$1.25—
347Kimi K2Moonshot AIMoonshot AI
56.0
LiveCodeBench131K tokens$0.57—
348DeepSeek V3.2 Exp (Non-reasoning)DeepSeekDeepSeek
55.0
LiveCodeBench—$0.28—
349GPT-5 mini (minimal)OpenAIOpenAI
55.0
LiveCodeBench—$0.25—
350Hermes 4 - Llama-3.1 405B (Non-reasoning)Nous Research
55.0
LiveCodeBench—$1.00—
351Claude Opus 4AnthropicAnthropic
54.0
LiveCodeBench200K tokens$15.00—
352Qwen3 Max Thinking (Preview)AlibabaAlibaba
54.0
LiveCodeBench—$1.20—
353GPT-5 (ChatGPT)OpenAIOpenAI
54.0
LiveCodeBench———
354K2-V2 (medium)MBZUAI Institute of Foundation Models
54.0
LiveCodeBench———
355Magistral Medium 1MistralMistral
53.0
LiveCodeBench———
356GPT-5.3-CodexOpenAIOpenAI
53.0
SciCode400K tokens$1.75—
357Qwen3 30B A3B 2507 InstructAlibabaAlibaba
52.0
LiveCodeBench—$0.20—
358Claude Opus 4.6 (Adaptive Reasoning, Max Effort)AnthropicAnthropic
52.0
SciCode—$5.00—
359Claude Haiku 4.5AnthropicAnthropic
51.0
LiveCodeBench200K tokens$1.00—
360Qwen: Qwen3 VL 32B InstructAlibabaAlibaba
51.0
LiveCodeBench131K tokens$0.16✅
361Qwen3 30B A3B (Reasoning)AlibabaAlibaba
51.0
LiveCodeBench—$0.14—
362Magistral Small 1MistralMistral
51.0
LiveCodeBench———
363DeepSeek R1 0528 Qwen3 8BDeepSeekDeepSeek
51.0
LiveCodeBench———
364Gemini 2.5 FlashGoogleGoogle
50.0
LiveCodeBench1.0M tokens$0.30—
365GPT-5.5 Instant (May 2026)OpenAIOpenAI
50.0
SciCode—$5.00—
366Llama 3.1 Nemotron Nano 4B v1.1 (Reasoning)NvidiaNvidia
49.0
LiveCodeBench———
367Gemini 3.5 Flash (minimal)GoogleGoogle
49.0
SciCode—$1.50—
368Qwen: Qwen3 VL 30B A3B InstructAlibabaAlibaba
48.0
LiveCodeBench131K tokens$0.35✅
369Baidu: ERNIE 4.5 300B A47BBaidu
47.0
LiveCodeBench123K tokens$0.28✅
370GPT-5 nano (minimal)OpenAIOpenAI
47.0
LiveCodeBench—$0.05—
371EXAONE 4.0 32B (Non-reasoning)LG AI Research
47.0
LiveCodeBench———
372Qwen3 4B (Reasoning)AlibabaAlibaba
47.0
LiveCodeBench———
373Qwen3.6 Max PreviewAlibabaAlibaba
47.0
SciCode—$1.30—
374Claude Sonnet 4.6AnthropicAnthropic
47.0
SciCode1.0M tokens$3.00—
375GPT-4.1OpenAIOpenAI
46.0
LiveCodeBench1.0M tokens$2.00—
376Solar Pro 2 (Preview) (Reasoning)Upstage
46.0
LiveCodeBench———
377Claude Opus 4.6AnthropicAnthropic
46.0
SciCode1.0M tokens$5.00—
378Claude Sonnet 4AnthropicAnthropic
45.0
LiveCodeBench200K tokens$3.00—
379Grok 4.20 0309 (Reasoning)xAIxAI
45.0
SciCode—$2.00—
380Reka Flash 3Reka Flash 3
44.0
LiveCodeBench66K tokens$0.20✅
381GLM-5-TurboZ.aiZ.ai
44.0
SciCode203K tokens——
382Claude Sonnet 4.6 (Non-reasoning, Low Effort)AnthropicAnthropic
44.0
SciCode—$3.00—
383GPT-4o (March 2025, chatgpt-4o-latest)OpenAIOpenAI
43.0
LiveCodeBench———
384Ling-mini-2.0InclusionAI
43.0
LiveCodeBench———
385Xiaomi: MiMo-V2-ProXiaomi
43.0
SciCode1.0M tokens——
386MiniMax: MiniMax M2.5MiniMax
43.0
SciCode197K tokens$0.30✅
387Qwen: Qwen3 Max ThinkingAlibabaAlibaba
43.0
SciCode262K tokens$0.78✅
388GPT-4o (2024-11-20)OpenAIOpenAI
42.5
LiveCodeBench128K tokens$2.50—
389Qwen3 Omni 30B A3B InstructAlibabaAlibaba
42.0
LiveCodeBench—$0.25—
390Gemini 2.5 Flash Preview (Non-reasoning)GoogleGoogle
41.0
LiveCodeBench———
391Qwen3.5 Omni PlusAlibabaAlibaba
41.0
SciCode—$0.40—
392Mistral: Mistral Medium 3Mistral AIMistral AI
40.0
LiveCodeBench131K tokens$0.40✅
393Qwen: Qwen3 Coder 30B A3B InstructAlibabaAlibaba
40.0
LiveCodeBench160K tokens$0.15✅
394MiMo-V2-Omni-0327Xiaomi
40.0
SciCode———
395Qwen: Qwen3.5-27BAlibabaAlibaba
40.0
SciCode262K tokens$0.30✅
396Step 3.5 FlashStepFun
40.0
SciCode—$0.10—
397Claude 3.7 SonnetAnthropicAnthropic
39.0
LiveCodeBench200K tokens$3.00—
398Solar Pro 2 (Preview) (Non-reasoning)Upstage
39.0
LiveCodeBench———
399DeepSeek R1 Distill Qwen 14BDeepSeekDeepSeek
38.0
LiveCodeBench———
400Kimi Linear 48B A3B InstructKimiKimi
38.0
LiveCodeBench———
401Qwen3 4B 2507 InstructAlibabaAlibaba
38.0
LiveCodeBench———
402JT-4.1 Flash 236B A21BChina Mobile
38.0
SciCode———
403Qwen: Qwen3.5-35B-A3BAlibabaAlibaba
38.0
SciCode262K tokens$0.25✅
404GLM-5 (Non-reasoning)Z.aiZ.ai
38.0
SciCode205K tokens$1.00—
405Ling-2.6-1TInclusion AI
37.0
SciCode—$0.30—
406Xiaomi: MiMo-V2-OmniXiaomi
37.0
SciCode262K tokens——
407Qwen2.5 MaxAlibabaAlibaba
36.0
LiveCodeBench———
408NVIDIA: Nemotron 3 Nano 30B A3BNvidiaNvidia
36.0
LiveCodeBench262K tokens$0.05—
409GLM-5.1 (Non-reasoning)Z.aiZ.ai
36.0
SciCode—$1.38—
410Qwen3 VL 8B (Reasoning)AlibabaAlibaba
35.0
LiveCodeBench—$0.18—
411NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning)NvidiaNvidia
35.0
LiveCodeBench—$0.20—
412Qwen: Qwen3 235B A22B Thinking 2507AlibabaAlibaba
34.3
LiveCodeBench131K tokens$0.15✅
413Mistral: Devstral MediumMistral AIMistral AI
34.0
LiveCodeBench131K tokens—✅
414QwQ 32B-PreviewAlibabaAlibaba
34.0
LiveCodeBench———
415Gemini 2.0 FlashGoogleGoogle
33.0
LiveCodeBench1.0M tokens——
416Qwen: Qwen3 VL 8B InstructAlibabaAlibaba
33.0
LiveCodeBench131K tokens$0.18✅
417GPT-4o (ChatGPT)OpenAIOpenAI
33.0
SciCode———
418Qwen: Qwen3 30B A3B Thinking 2507AlibabaAlibaba
32.2
LiveCodeBench131K tokens$0.08✅
419GPT-4o (2024-08-06)OpenAIOpenAI
32.0
LiveCodeBench128K tokens$2.50—
420Qwen: Qwen3 30B A3B Instruct 2507AlibabaAlibaba
32.0
LiveCodeBench262K tokens$0.12✅
421Qwen3 VL 4B (Reasoning)AlibabaAlibaba
32.0
LiveCodeBench———
422OpenAI: GPT-4oOpenAIOpenAI
31.0
LiveCodeBench128K tokens$2.50—
423Llama 3.1 Instruct 405BMetaMeta
31.0
LiveCodeBench—$2.50—
424Nova 2.0 Omni (Non-reasoning)AmazonAmazon
31.0
LiveCodeBench—$0.30—
425Qwen3 1.7B (Reasoning)AlibabaAlibaba
31.0
LiveCodeBench———
426Step3 VL 10BStepFun
31.0
SciCode———
427Qwen2.5 Coder 32B InstructAlibabaAlibaba
30.0
LiveCodeBench33K tokens—✅
428SonarPerplexityPerplexity
30.0
LiveCodeBench127K tokens——
429Sarvam M (Reasoning)Sarvam
30.0
LiveCodeBench———
430Llama 3.1 Tulu3 405BAllen Institute for AI
29.0
LiveCodeBench———
431Mistral Large 2 (Nov '24)MistralMistral
29.0
LiveCodeBench—$4.00—
432Qwen3 32B (Non-reasoning)AlibabaAlibaba
29.0
LiveCodeBench—$0.15—
433Cohere: Command ACohereCohere
29.0
LiveCodeBench256K tokens$2.50—
434Llama Nemotron Super 49B v1.5 (Non-reasoning)NvidiaNvidia
29.0
LiveCodeBench—$0.40—
435Qwen3 VL 4B InstructAlibabaAlibaba
29.0
LiveCodeBench———
436JT-35B-FlashChina Mobile
29.0
SciCode———
437Llama 3.3 Nemotron Super 49B v1 (Reasoning)NvidiaNvidia
28.0
LiveCodeBench———
438Qwen3 14B (Non-reasoning)AlibabaAlibaba
28.0
LiveCodeBench—$0.12—
439Qwen2.5 72B InstructAlibabaAlibaba
28.0
LiveCodeBench33K tokens$0.47✅
440Llama 3.3 Nemotron Super 49B v1 (Non-reasoning)NvidiaNvidia
28.0
LiveCodeBench———
441Sonar Reasoning ProPerplexityPerplexity
28.0
LiveCodeBench128K tokens——
442LongCat Flash LiteLongCat
28.0
SciCode———
443DeepSeek: R1 Distill Qwen 32BDeepSeekDeepSeek
27.0
LiveCodeBench128K tokens—✅
444R1 Distill Llama 70BDeepSeekDeepSeek
27.0
LiveCodeBench8K tokens$0.70✅
445Hermes 4 - Llama-3.1 70B (Non-reasoning)Nous Research
27.0
LiveCodeBench—$0.13—
446Grok 2 (Dec '24)xAIxAI
27.0
LiveCodeBench———
447Gemini 1.5 Flash (Sep '24)GoogleGoogle
27.0
LiveCodeBench———
448Mistral Large 2 (Jul '24)MistralMistral
27.0
LiveCodeBench131K tokens$2.00—
449Olmo 3 7B InstructAllen Institute for AI
27.0
LiveCodeBench—$0.10—
450JT-MINIChina Mobile
27.0
SciCode———
451Solar Open 100B (Reasoning)Upstage
27.0
SciCode———
452Mistral: Pixtral Large 2411Mistral AIMistral AI
26.0
LiveCodeBench131K tokens——
453Devstral Small (May '25)MistralMistral
26.0
LiveCodeBench———
454Qwen3.5 Omni FlashAlibabaAlibaba
26.0
SciCode—$0.10—
455Sarvam 105B (high)Sarvam
26.0
SciCode—$0.04—
456Devstral Small (Jul '25)MistralMistral
25.0
LiveCodeBench131K tokens——
457Mistral Small 3MistralMistral
25.0
LiveCodeBench—$0.05—
458Qwen2.5 Instruct 32BAlibabaAlibaba
25.0
LiveCodeBench———
459Granite 4.0 H SmallIBM
25.0
LiveCodeBench—$0.06—
460Grok BetaxAIxAI
24.0
LiveCodeBench———
461Gemma 4 E4B (Reasoning)GoogleGoogle
24.0
SciCode—$0.02—
462Mistral: SabaMistral AIMistral AI
24.0
SciCode33K tokens$0.20✅
463Llama 3.1 70B InstructMetaMeta
23.0
LiveCodeBench131K tokens$0.56✅
464Microsoft: Phi 4MicrosoftMicrosoft
23.0
LiveCodeBench16K tokens$0.13✅
465Qwen3 4B (Non-reasoning)AlibabaAlibaba
23.0
LiveCodeBench———
466DeepSeek R1 Distill Llama 8BDeepSeekDeepSeek
23.0
LiveCodeBench———
467Gemini 1.5 Flash-8BGoogleGoogle
22.0
LiveCodeBench———
468Gemini 2.0 Flash (experimental)GoogleGoogle
21.0
LiveCodeBench———
469Llama 3.2 Instruct 90B (Vision)MetaMeta
21.0
LiveCodeBench———
470Jamba Reasoning 3BAI21 Labs
21.0
LiveCodeBench———
471DeepHermes 3 - Mistral 24B Preview (Non-reasoning)Nous Research
20.0
LiveCodeBench———
472Llama 3 70B InstructMetaMeta
20.0
LiveCodeBench8K tokens$0.65✅
473Gemini 1.5 Flash (May '24)GoogleGoogle
20.0
LiveCodeBench———
474Qwen3 8B (Non-reasoning)AlibabaAlibaba
20.0
LiveCodeBench—$0.20—
475Gemma 4 E2B (Non-reasoning)GoogleGoogle
20.0
SciCode———
476Gemini 2.0 Flash-Lite (Feb '25)GoogleGoogle
19.0
LiveCodeBench———
477Hermes 3 - Llama-3.1 70BNous Research
19.0
LiveCodeBench—$0.70—
478Sarvam 30BSarvam
19.0
SciCode—$0.03—
479Gemini 2.0 Flash LiteGoogleGoogle
18.5
LiveCodeBench1.0M tokens$0.07—
480Gemini 2.0 Flash-Lite (Preview)GoogleGoogle
18.0
LiveCodeBench———
481Claude 3 SonnetAnthropicAnthropic
18.0
LiveCodeBench—$3.00—
482AI21: Jamba Large 1.7AI21 Labs
18.0
LiveCodeBench256K tokens$2.00✅
483Granite 4.0 MicroIBM
18.0
LiveCodeBench131K tokens—✅
484Tri-21B-think PreviewTrillion Labs
18.0
SciCode———
485Mistral LargeMistral AIMistral AI
17.8
LiveCodeBench128K tokens$4.00✅
486Llama 3.1 Nemotron 70B InstructNvidiaNvidia
17.0
LiveCodeBench131K tokens$1.20✅
487Jamba 1.6 LargeAI21 Labs
17.0
LiveCodeBench—$2.00—
488Tri-21B-ThinkTrillion Labs
17.0
SciCode———
489Olmo 3.1 32B InstructAllenAI
17.0
SciCode66K tokens—✅
490GLM-4.6V (Reasoning)Z.aiZ.ai
16.0
LiveCodeBench—$0.30—
491Qwen2 Instruct 72BAlibabaAlibaba
16.0
LiveCodeBench———
492DeepSeek Coder V2 Lite InstructDeepSeekDeepSeek
16.0
LiveCodeBench———
493Mixtral 8x22B InstructMistralMistral
15.0
LiveCodeBench———
494Anthropic: Claude 3 HaikuAnthropicAnthropic
15.0
LiveCodeBench200K tokens$0.25—
495LFM2 8B A1BLiquid AI
15.0
LiveCodeBench———
496Mistral Small (Sep '24)MistralMistral
14.0
LiveCodeBench—$0.20—
497Jamba 1.5 LargeAI21 Labs
14.0
LiveCodeBench—$2.00—
498Gemma 3n E4B Instruct Preview (May '25)GoogleGoogle
14.0
LiveCodeBench———
499Qwen2.5 Coder Instruct 7BAlibabaAlibaba
13.0
LiveCodeBench———
500Phi-4 Multimodal InstructMicrosoftMicrosoft
13.0
LiveCodeBench—$0.08—
501Granite 3.3 8B (Non-reasoning)IBM
13.0
LiveCodeBench—$0.03—
502Qwen3 1.7B (Non-reasoning)AlibabaAlibaba
13.0
LiveCodeBench———
503Molmo2-8BAllen Institute for AI
13.0
SciCode———
504Cohere: Command R+ (08-2024)CohereCohere
12.2
LiveCodeBench128K tokens$2.50—
505Command-R+ (Apr '24)CohereCohere
12.0
LiveCodeBench—$3.00—
506Gemini 1.0 ProGoogleGoogle
12.0
LiveCodeBench———
507Phi-3 Mini Instruct 3.8BMicrosoftMicrosoft
12.0
LiveCodeBench———
508Granite 4.0 H 1BIBM
12.0
LiveCodeBench———
509Qwen3 0.6B (Reasoning)AlibabaAlibaba
12.0
LiveCodeBench———
510OpenChat 3.5 (1210)OpenChat
12.0
LiveCodeBench———
511Mistral Small (Feb '24)MistralMistral
11.0
LiveCodeBench—$0.15—
512Llama 3.2 11B Vision InstructMetaMeta
11.0
LiveCodeBench131K tokens$0.34✅
513LFM2-24B-A2BLiquidAI
11.0
SciCode33K tokens—✅
514Llama 3 8B InstructMetaMeta
10.0
LiveCodeBench8K tokens$0.04✅
515Mistral MediumMistralMistral
10.0
LiveCodeBench—$1.50—
516Llama 2 Chat 13BMetaMeta
10.0
LiveCodeBench———
517LFM 40BLiquid AI
10.0
LiveCodeBench———
518Gemma 3n E2B InstructGoogleGoogle
10.0
LiveCodeBench———
519Llama 2 Chat 70BMetaMeta
10.0
LiveCodeBench———
520DBRX InstructDatabricks
9.0
LiveCodeBench———
521DeepHermes 3 - Llama-3.1 8B Preview (Non-reasoning)Nous Research
9.0
LiveCodeBench———
522Llama 3.2 3B InstructMetaMeta
8.0
LiveCodeBench80K tokens—✅
523LFM2 2.6BLiquid AI
8.0
LiveCodeBench———
524LFM2.5-8B-A1BLiquid AI
8.0
SciCode———
525Jamba 1.6 MiniAI21 Labs
7.0
LiveCodeBench—$0.20—
526OLMo 2 32BAllen Institute for AI
7.0
LiveCodeBench———
527DeepSeek R1 Distill Qwen 1.5BDeepSeekDeepSeek
7.0
LiveCodeBench———
528Qwen3 0.6B (Non-reasoning)AlibabaAlibaba
7.0
LiveCodeBench———
529Mistral: Mixtral 8x7B InstructMistral AIMistral AI
7.0
LiveCodeBench33K tokens$0.45✅
530Jamba 1.7 MiniAI21 Labs
6.0
LiveCodeBench———
531Jamba 1.5 MiniAI21 Labs
6.0
LiveCodeBench—$0.20—
532Apertus 70B InstructSwiss AI Initiative
6.0
SciCode—$0.82—
533Granite 4.0 1BIBM
5.0
LiveCodeBench———
534Command-R (Mar '24)CohereCohere
5.0
LiveCodeBench—$0.50—
535Mistral 7B InstructMistralMistral
5.0
LiveCodeBench—$0.15—
536OLMo 2 7BAllen Institute for AI
4.0
LiveCodeBench———
537Molmo 7B-DAllen Institute for AI
4.0
LiveCodeBench———
538MiniCPM5-1B (Non-reasoning)OpenBMB
4.0
SciCode———
539Gemma 4 E4B (Non-reasoning)GoogleGoogle
4.0
SciCode—$0.02—
540Tiny Aya GlobalCohereCohere
4.0
SciCode———
541LFM2.5-1.2B-ThinkingLiquid AI
4.0
SciCode———
542Apertus 8B InstructSwiss AI Initiative
4.0
SciCode—$0.10—
543LFM2.5-VL-1.6BLiquid AI
3.0
SciCode———
544LFM2 1.2BLiquid AI
2.0
LiveCodeBench———
545Granite 4.0 H 350MIBM
2.0
LiveCodeBench———
546Llama 3.2 1B InstructMetaMeta
2.0
LiveCodeBench60K tokens—✅
547Granite 4.0 350MIBM
2.0
LiveCodeBench———
548Gemma 3 1B InstructGoogleGoogle
2.0
LiveCodeBench———
549LFM2.5-1.2B-InstructLiquid AI
2.0
SciCode———
550Gemma 3 270MGoogleGoogle
0.0
LiveCodeBench———
551Llama 2 Chat 7BMetaMeta
0.0
LiveCodeBench—$0.05—
552Qwen3.5 0.8B (Reasoning)AlibabaAlibaba
0.0
SciCode———

+ 323 models without coding benchmarks available.View all models

Complete Guide: AI for Programming in 2026

The State of AI for Code in 2026

Artificial intelligence has fundamentally changed software development. In 2026, large language models (LLMs) can generate working code in dozens of languages, fix bugs in production codebases, and build complete applications from plain-English descriptions. SWE-bench — the most rigorous coding benchmark — evaluates models on real software engineering tasks pulled from GitHub issues.

SWE-bench: The Gold Standard

SWE-bench (Software Engineering Benchmark) is widely considered the gold standard for evaluating LLM coding ability. Unlike academic benchmarks like HumanEval (which tests isolated functions), SWE-bench presents real issues from popular repositories such as Django, Flask, scikit-learn, and requests. The model must understand the project context, locate the relevant files, and generate a patch that resolves the bug — mirroring the actual workflow of a professional developer.

The “Verified” variant (SWE-bench Verified) is curated by human engineers to ensure every task has a clear, verifiable solution. Scores on this benchmark correlate strongly with real-world coding performance, making it the single most informative metric when choosing an AI coding assistant.

HumanEval and LiveCodeBench

HumanEval, created by OpenAI, tests a model's ability to generate Python functions from docstrings. It is simpler than SWE-bench but useful for gauging basic code fluency. LiveCodeBench raises the bar by using problems that are refreshed regularly, reducing the risk of data contamination — a concern when a model may have seen the answers during training.

How to Choose the Best AI Model for Code

The right model depends on your specific use case. For real-time code autocomplete (Cursor, Copilot), speed and latency matter more than peak benchmark scores — lighter mini and flash-class models often deliver the best speed-to-quality ratio. For full project generation or complex debugging, the frontier models from Anthropic, OpenAI and Google are better suited, despite higher costs.

Teams with strict data control requirements (compliance, security) should consider open-source models like DeepSeek Coder, Code Llama, and StarCoder, which can be deployed on-premises with competitive performance. The trade-off between proprietary and open-source involves cost, latency, privacy, and quality considerations.

AI-Powered Coding Tools

The leading AI-assisted development tools in 2026 include Cursor, GitHub Copilot, Windsurf and agentic IDE workflows that let you swap between multiple frontier models. Each tool uses different models under the hood, and the quality of generated code depends directly on the LLM powering it.

Trends for 2026 and Beyond

The most significant trends in AI for code include autonomous software engineering agents (that solve complex tasks without supervision), automated test generation, intelligent refactoring, and native CI/CD pipeline integration. The frontier is shifting from “code assistant” to “autonomous engineer”, with models increasingly capable of navigating large codebases and making architectural decisions.

Frequently Asked Questions

What is the best AI for coding?

In 2026, the top models on coding benchmarks are Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback). The best choice depends on your use case: code autocomplete, full project generation, debugging, or code review.

ChatGPT or Claude for code?

Today the strongest options on coding benchmarks are Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback), Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback). Claude tends to shine in long-context refactors; GPT is strong in fast generation and tool use. Test with your own repository and workflow.

What is SWE-bench?

SWE-bench (Software Engineering Benchmark) evaluates how well models can resolve real issues from open-source GitHub repositories. It is considered the most realistic coding benchmark because it tests bug resolution in real projects, not academic exercises.

Which free LLMs are good for coding?

Open-source models like DeepSeek Coder, Qwen Coder, and Code Llama offer excellent coding performance with no API cost. You can run them locally with Ollama or access them for free on platforms like Together AI and Groq.

What coding benchmarks matter most?

SWE-bench Verified is the gold standard for real-world coding ability. HumanEval tests basic function generation, while LiveCodeBench uses regularly updated problems to reduce data contamination. For a complete picture, look at all three.

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