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Best Thinking Machines Models for Coding

Quick answer · Updated July 2026

Inkling is the best Thinking Machines model for coding, with a 52.1 Artificial Analysis Coding Index across benchmarks like SWE-bench and SciCode.

52.1Coding
40.7Intelligence
$1.00Input /M
1.0MContext

AI models ranked by the Artificial Analysis Coding Index, measuring real-world software engineering ability across benchmarks like SWE-bench, SciCode and terminal tasks. The best LLMs for code generation, debugging and agentic development.

  1. 1T
    inkling
    ReasoningToolsVision+140.7 intel · $1.00/M · 1.0M ctx
    52.1
    Coding

Frequently asked

What is the best Thinking Machines model for coding?

Inkling is the best Thinking Machines model for coding, with a 52.1 Artificial Analysis Coding Index across benchmarks like SWE-bench and SciCode.

How many Thinking Machines models are there?

modelgrep tracks 1 Thinking Machines models with live benchmarks, speed, latency and per-provider pricing, led on intelligence by Inkling. 1 of them qualify for this ranking.

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