Model Benchmarks

Top 5 developer models ranked

Side-by-side comparison of the best AI models for software development. Scores derived from HumanEval, SWE-bench, MMLU, and LiveCodeBench — updated regularly.

Coding Score

Based on HumanEval & LiveCodeBench

Reasoning Score

Based on MMLU & GPQA benchmarks

SWE-bench

Real-world software engineering tasks

Free Models

Best free models for developers

Open-source and free-tier models that deliver strong coding performance without any cost barrier.

1

DeepSeek V4-Pro

Top Pick
DeepSeek

Context

256K

Coding90%
Reasoning89%
SWE-bench80%
~90 tok/s

Best for: Best all-round open model (MIT license)

2

GLM-5.2

Zhipu AI

Context

200K

Coding87%
Reasoning88%
SWE-bench72%
~80 tok/s

Best for: Strongest all-round open-weight model

3

MiniMax M3

MiniMax

Context

1M

Coding88%
Reasoning82%
SWE-bench59%
~85 tok/s

Best for: Frontier coding, long context & multimodal

4

Kimi K2.7 Code

Moonshot AI

Context

256K

Coding86%
Reasoning80%
SWE-bench60%
~88 tok/s

Best for: Agentic coding stability & tool use

5

Qwen3.6 Plus

Alibaba

Context

1M

Coding83%
Reasoning78%
SWE-bench55%
~95 tok/s

Best for: Long context on a budget

Paid Models

Best paid models for developers

Premium frontier models offering the highest benchmark scores and most advanced reasoning capabilities.

All available via Kodo
1

Claude Opus 4.8

Top Pick
Anthropic

Context

1M

Coding97%
Reasoning96%
SWE-bench89%
~50 tok/s

Best for: Complex agent workflows

2

GPT-5.6 Sol

OpenAI

Context

1M

Coding95%
Reasoning93%
SWE-bench87%
~55 tok/s

Best for: Frontier reasoning & agentic coding

3

Gemini 3.1 Pro

Google

Context

2M

Coding92%
Reasoning97%
SWE-bench81%
~70 tok/s

Best for: Massive context & scientific reasoning

4

Claude Sonnet 4.6

Anthropic

Context

1M

Coding88%
Reasoning85%
SWE-bench80%
~90 tok/s

Best for: Best speed-quality balance

5

Grok 4.5

xAI

Context

500K

Coding89%
Reasoning86%
SWE-bench76%
~100 tok/s

Best for: Fast, affordable coding agent

Benchmark scores are aggregated from publicly available evaluations including HumanEval, LiveCodeBench, SWE-bench Verified, MMLU, and GPQA. Scores reflect averages across multiple runs and may differ slightly from provider-reported numbers. Speed estimates are approximate and vary by hardware. Last updated July 21, 2026.