Best Meta Models for Coding

Quick answer · Updated July 2026

Muse Spark 1.1 is the best Meta model for coding, with a 71.3 Artificial Analysis Coding Index across benchmarks like SWE-bench and SciCode.

71.3Coding

50.6Intelligence

$1.25Input /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.

1M
muse-spark-1.1
ReasoningToolsJSON+250.6 intel · $1.25/M · 1.0M ctx
71.3
Coding

Frequently asked

What is the best Meta model for coding?

Muse Spark 1.1 is the best Meta model for coding, with a 71.3 Artificial Analysis Coding Index across benchmarks like SWE-bench and SciCode.

How many Meta models are there?

modelgrep tracks 1 Meta models with live benchmarks, speed, latency and per-provider pricing, led on intelligence by Muse Spark 1.1. 1 of them qualify for this ranking.

More Meta rankings

Meta: Smartest LLMs Meta: Best LLMs for Design & Frontend Meta: Fastest LLMs Meta: Lowest-Latency LLMs Meta: Cheapest LLMs Meta: Best Free LLMs Meta: Best Reasoning LLMs Meta: Best Vision LLMs Meta: Best LLMs for Agents Meta: Best Open-Source LLMs Meta: Longest-Context LLMs

All rankings

Small & Fast LLMs Smartest LLMs Best LLMs for Design & Frontend Fastest LLMs Lowest-Latency LLMs Cheapest LLMs Best Free LLMs Best Reasoning LLMs Best Vision LLMs Best LLMs for Agents Best Open-Source LLMs Longest-Context LLMs