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Capability ranking

Best AI for Coding

Use this coding AI model leaderboard to compare the current ranking from the LLMBoard Coding Score, aggregated across eligible coding and tool-use benchmarks.

Updated 2026-09-08

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Coding Model Leaderboard Ranking

This leaderboard ranking orders models by their LLMBoard Coding Score aggregated from eligible benchmark evidence.

30 of 99 rows
Columns

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Rank
Model
LLMBoard Coding Score
Official input / 1M
Official output / 1M
Output speed
Context
Rank01ModelANClaude MythosAnthropicLLMBoard Coding Score98.82Official input / 1MN/AOfficial output / 1MN/AOutput speedN/AContextN/A
Rank02ModelOPGPT-6-AstraOpenAILLMBoard Coding Score94.72Official input / 1M$10Official output / 1M$50Output speed30.66 tok/sContext1.1M
Rank03ModelANClaude Fable 5AnthropicLLMBoard Coding Score91.86Official input / 1M$10Official output / 1M$50Output speed43.18 tok/sContext1M
Rank04ModelOPGPT-5.6-SolOpenAILLMBoard Coding Score88.93Official input / 1M$4Official output / 1M$20Output speed2.36 tok/sContext1.1M
Rank05ModelMAKimi K3Moonshot AILLMBoard Coding Score88.17Official input / 1M$3Official output / 1M$15Output speedN/AContext1M
Rank06ModelTEHy4TencentLLMBoard Coding Score84.65Official input / 1MN/AOfficial output / 1MN/AOutput speedN/AContextN/A
Rank07ModelANClaude Opus 5AnthropicLLMBoard Coding Score84.58Official input / 1M$5Official output / 1M$25Output speed62.88 tok/sContext1M
Rank08ModelANClaude Opus 4.8AnthropicLLMBoard Coding Score83.59Official input / 1M$5Official output / 1M$25Output speed42.00 tok/sContext1M
Rank09ModelZAGLM 5.3Zhipu AILLMBoard Coding Score83.02Official input / 1M$1.4Official output / 1M$4.4Output speed472.69 tok/sContext1M
Rank10ModelDEDeepSeek-V4-ProDeepSeekLLMBoard Coding Score81.21Official input / 1MN/AOfficial output / 1MN/AOutput speed45.48 tok/sContext1M
Rank11ModelACQwen3.7 MaxAlibaba Cloud / Qwen TeamLLMBoard Coding Score80.86Official input / 1M$2.5Official output / 1M$7.5Output speedN/AContext1M
Rank12ModelANClaude Sonnet 5AnthropicLLMBoard Coding Score75.26Official input / 1M$2Official output / 1M$10Output speed42.00 tok/sContext1M
Rank13ModelACQwen3.8 Flash NextAlibaba Cloud / Qwen TeamLLMBoard Coding Score74.81Official input / 1MN/AOfficial output / 1MN/AOutput speedN/AContextN/A
Rank14ModelACQwen3.8 FlashAlibaba Cloud / Qwen TeamLLMBoard Coding Score74.81Official input / 1M$0.15Official output / 1M$0.47Output speedN/AContext1M
Rank15ModelOPGPT-5.6-TerraOpenAILLMBoard Coding Score74.07Official input / 1M$2Official output / 1M$12Output speed99.35 tok/sContext1.1M
Rank16ModelANClaude Opus 4.6AnthropicLLMBoard Coding Score72.57Official input / 1M$5Official output / 1M$25Output speed123.15 tok/sContext1M
Rank17ModelACQwen3.8 MaxAlibaba Cloud / Qwen TeamLLMBoard Coding Score71.34Official input / 1M$2Official output / 1M$6Output speed60.87 tok/sContext1M
Rank18ModelOPGPT-5.5OpenAILLMBoard Coding Score71.24Official input / 1M$5Official output / 1M$30Output speed134.94 tok/sContext1.1M
Rank19ModelANClaude Opus 4.7AnthropicLLMBoard Coding Score70.19Official input / 1M$5Official output / 1M$25Output speed42.00 tok/sContext1M
Rank20ModelMAKimi K2.6Moonshot AILLMBoard Coding Score69.83Official input / 1M$0.95Official output / 1M$4Output speed1.24 tok/sContext262.1K
Rank21ModelOPMiniCPM SALAOpenBMBLLMBoard Coding Score68.73Official input / 1MN/AOfficial output / 1MN/AOutput speedN/AContextN/A
Rank22ModelGOGemini 3.7 FlashGoogleLLMBoard Coding Score68.41Official input / 1M$0.75Official output / 1M$3.75Output speed117.86 tok/sContext1M
Rank23ModelZAGLM 5.3 FlashZhipu AILLMBoard Coding Score67.93Official input / 1M$0.075Official output / 1M$0.25Output speed74.28 tok/sContext1M
Rank24ModelACQwen2.5 Coder 32BAlibaba Cloud / Qwen TeamLLMBoard Coding Score67.88Official input / 1MN/AOfficial output / 1MN/AOutput speed44.00 tok/sContext128K
Rank25ModelAMNova 2 ProAmazonLLMBoard Coding Score66.95Official input / 1MN/AOfficial output / 1MN/AOutput speedN/AContextN/A
Rank26ModelDEDeepSeek-V4-FlashDeepSeekLLMBoard Coding Score65.82Official input / 1M$0.14Official output / 1M$0.28Output speed15.91 tok/sContext1M
Rank27ModelOPGPT-5.6-LunaOpenAILLMBoard Coding Score65.31Official input / 1M$0.20Official output / 1M$1.2Output speed41.87 tok/sContext1.1M
Rank28ModelACQwen2.5 72BAlibaba Cloud / Qwen TeamLLMBoard Coding Score63.33Official input / 1M$1.4Official output / 1M$5.6Output speed10.00 tok/sContext131.1K
Rank29ModelXIMiMo V2 ProXiaomiLLMBoard Coding Score63.07Official input / 1M$0.435Official output / 1M$0.87Output speedN/AContext1M
Rank30ModelMIMiniMax M2.1MiniMaxLLMBoard Coding Score62.32Official input / 1M$0.30Official output / 1M$1.2Output speed100.00 tok/sContext1M

Official PAYG prices appear here. Third-party offers remain on the pricing and model detail pages.

What this leaderboard says

Key findings from the current coding leaderboard ranking and its supporting benchmark coverage.

Ranked models99
Vendors25
Open-weight models62
Official prices57

Claude Mythos leads this page at 98.82, 4.10 points ahead of GPT-6-Astra.

Kimi K3 is the highest-ranked open-weight option at #5. GLM 5.3 Flash has the lowest official input price among ranked models.

Coding Leaderboard Leaders

The leading coding scores in this benchmark-backed ranking, with the axis focused on the competitive leaderboard range.

Top coding models

Coding Benchmark Profile

Compare coding benchmark strength with each model's broader capability score and leaderboard position.

ModelReasoningKnowledgeMathCodingInstruction
Claude MythosAnthropicN/A99.27N/A98.82N/A
GPT-6-AstraOpenAI100.00N/AN/A94.72N/A
Claude Fable 5AnthropicN/A98.53N/A91.86N/A
GPT-5.6-SolOpenAIN/AN/AN/A88.93N/A
Kimi K3Moonshot AIN/AN/AN/A88.17N/A
26.7046.3766.0485.71105.38-7.9120.7749.4478.12106.80LLMBoard Coding ScoreLLMBoard Overall Score
80 models with comparable dataOpen a model by selecting its logo

Capability at each price point

Official vendor API prices plotted against the coding metric used on this page. Price remains a separate decision signal.

020406080100$0.1$0.2$0.5$1.0$2.0$5.0$10LLMBoard Coding ScoreOfficial API price blend (8:1 input/output), USD / 1M
Efficient frontier57 models with official PAYG prices

Coding Leaderboard Composition

Vendor concentration and model access among the first 25 products in the ranking.

Top-model vendor mix

25 models
Anthropic7
Alibaba Cloud / Qwen Team5
OpenAI4
Moonshot AI2
Zhipu AI2
Tencent1
DeepSeek1
OpenBMB1

Access model

Open weights
11
Closed weights
14
Official price available
18

The Top AI Models for Coding

A data-backed look at the first five models in this coding leaderboard ranking, including benchmark context, price and output speed where available.

About this leaderboard

Common questions about the Best AI for Coding leaderboard, benchmark evidence and ranking method.

What is the best model on Best AI for Coding?

Claude Mythos is currently ranked first with a coding score of 98.82.

Which three AI models lead this capability ranking?

The current leaders are Claude Mythos (98.82 LLMBoard Coding Score), GPT-6-Astra (94.72 LLMBoard Coding Score), and Claude Fable 5 (91.86 LLMBoard Coding Score).

Which ranked model has the lowest official input price?

GLM 5.3 Flash has the lowest current official input price among ranked models at $0.08 per 1M tokens.

Which ranked models have the highest measured output speed?

The fastest matched records are GLM 5.3 (472.69 tok/s via FriendliAI), Gemini 3.5 Flash (210.94 tok/s via Google), and GPT-5.5 (134.94 tok/s via OpenAI).

Which open-weight model ranks highest?

Kimi K3 is the highest-ranked open-weight model at rank #5.

Which model offers the longest context in this ranking?

GPT-6-Astra has the largest listed context window at 1.1M tokens.

How is this leaderboard ranked?

Each model appears once using its current scored version. The leaderboard ranking follows the capability named in the title, while the overall page uses the LLMBoard score aggregated from eligible benchmark evidence.

How many models are included?

This page currently ranks 99 unique model products.

Where does pricing come from?

Main price columns use the model vendor's official standard PAYG API rate. Eligible third-party offers appear only in separately labeled columns, and unavailable official prices display as N/A.

Does Arena affect the score?

No. Arena results are displayed as an independent signal and are not included in the current LLMBoard capability score.

Top coding modelClaude Mythos98.82 coding score
Best open-weight modelKimi K3Rank #5
Lowest official inputGLM 5.3 Flash$0.08 / 1M
Largest contextGPT-6-Astra1.1M tokens

Ranking basisThis coding AI model leaderboard uses the coding capability score shown on this page. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    AN
    Claude MythosAnthropic
    LLMBoard Coding Score
    98.82

    Strengths

    • Ranks #1 with a 98.82 LLMBoard Coding Score

    Considerations

    • 40% benchmark coverage
    • Weights are not marked as open
  2. 02
    OP
    GPT-6-AstraOpenAI
    LLMBoard Coding Score
    94.72
    Price
    $10 input / $50 output per 1M tokens
    Speed
    30.66 tok/s via OpenAI

    Strengths

    • Ranks #2 with a 94.72 LLMBoard Coding Score
    • 1.1M maximum context tokens

    Considerations

    • 40% benchmark coverage
    • Weights are not marked as open
  3. 03
    AN
    Anthropic
    LLMBoard Coding Score
    91.86
    Price
    $10 input / $50 output per 1M tokens
    Speed
    43.18 tok/s via Anthropic

    Strengths

    • Ranks #3 with a 91.86 LLMBoard Coding Score
    • 1M maximum context tokens

    Considerations

    • 40% benchmark coverage
    • Weights are not marked as open
  4. 04
    OP
    OpenAI
    LLMBoard Coding Score
    88.93
    Price
    $4 input / $20 output per 1M tokens
    Speed
    2.36 tok/s via OpenAI

    Strengths

    • Ranks #4 with a 88.93 LLMBoard Coding Score
    • 1.1M maximum context tokens

    Considerations

    • 20% benchmark coverage
    • Weights are not marked as open
  5. 05
    MA
    Moonshot AI
    LLMBoard Coding Score
    88.17
    Price
    $3 input / $15 output per 1M tokens

    Strengths

    • Ranks #5 with a 88.17 LLMBoard Coding Score
    • Open-weight model version
    • Lowest official input price among the top models

    Considerations

    • 20% benchmark coverage

Selection summary

Best AI Models for Coding

Claude Mythos is currently the best-ranked LLM for coding with a 98.82 coding score. The score is a relative ranking signal, so price, speed, context and evidence coverage should still be checked separately.

Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.

Claude Fable 5
GPT-5.6-Sol
Kimi K3
Capability rank #1Claude Mythos98.82
Capability rank #2GPT-6-Astra30.66 tok/s via OpenAI
Capability rank #3Claude Fable 543.18 tok/s via Anthropic