Best Meta Models for Coding

Match · Updated July 2026

Llama 4 Maverick is the best Meta model for coding, with a 16.3 Artificial Analysis Coding Index across benchmarks like SWE-bench and SciCode. Llama 4 Scout (8.2) is next.

16.3Coding

14.3Intelligence

$0.200Input /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 AI coding models for code generation, debugging and agentic development.

Frequently asked

What is the best Meta model for coding?

Llama 4 Maverick is the best Meta model for coding, with a 16.3 Artificial Analysis Coding Index across benchmarks like SWE-bench and SciCode. Llama 4 Scout (8.2) is next.

What's a good alternative to Llama 4 Maverick?

Llama 4 Scout (8.2) is the closest alternative on this metric. See the full ranking above for the tradeoffs.

How many Meta models are there?

modelgrep tracks 8 Meta models with live benchmarks, speed, latency and per-provider pricing, led on intelligence by Llama 4 Maverick. 2 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 Meta: Best LLMs for Writing Meta: Best LLMs for Math & Science Meta: Best LLMs for RAG Meta: Best LLMs for SQL & Data Analysis Meta: Best LLMs for Roleplay Meta: Best Uncensored LLMs

All rankings

Small & Fast LLMs Best Local 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 Best LLMs for Writing Best LLMs for Math & Science Best LLMs for RAG Best LLMs for SQL & Data Analysis Best LLMs for Roleplay Best Uncensored LLMs