modelgrep

Best Meta Models for Coding

Quick answer · Updated June 2026

Llama 4 Maverick is the best Meta model for coding, with a 15.6 Artificial Analysis Coding Index across benchmarks like SWE-bench and SciCode. Llama 3.1 70B Instruct (10.9) and Llama 3.3 70B Instruct (free) (10.7) round out the top three.

15.6Coding
18.4Intelligence
72 t/sSpeed
$0.150Input /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. 1M
    llama-4-maverick
    ToolsJSONVision18.4 intel · $0.150/M · 72 t/s
    15.6
    Coding
  2. 2M
    llama-3.1-70b-instruct
    ToolsJSON12.5 intel · $0.400/M · 28 t/s
    10.9
    Coding
  3. 3M
    llama-3.3-70b-instruct:free
    Tools14.5 intel · Free/M · 115 t/s
    10.7
    Coding
  4. 4M
    llama-3.3-70b-instruct
    ToolsJSON14.5 intel · $0.100/M · 115 t/s
    10.7
    Coding
  5. 5M
    llama-3-70b-instruct
    JSON8.9 intel · $0.510/M · 18 t/s
    6.8
    Coding
  6. 6M
    llama-4-scout
    ToolsJSONVision13.5 intel · $0.100/M · 130 t/s
    6.7
    Coding
  7. 7M
    llama-3.1-8b-instruct
    ToolsJSON11.8 intel · $0.020/M · 145 t/s
    4.9
    Coding
  8. 8M
    llama-3.2-11b-vision-instruct
    JSONVision8.7 intel · $0.345/M · 35 t/s
    4.2
    Coding
  9. 9M
    llama-3-8b-instruct
    6.4 intel · $0.140/M · 63 t/s
    4.0
    Coding
  10. 10M
    llama-3.2-1b-instruct
    6.3 intel · $0.027/M · 169 t/s
    0.6
    Coding

Frequently asked

What is the best Meta model for coding?

Llama 4 Maverick is the best Meta model for coding, with a 15.6 Artificial Analysis Coding Index across benchmarks like SWE-bench and SciCode. Llama 3.1 70B Instruct (10.9) and Llama 3.3 70B Instruct (free) (10.7) round out the top three.

What's a good alternative to Llama 4 Maverick?

Llama 3.1 70B Instruct (10.9) is the closest alternative on this metric, followed by Llama 3.3 70B Instruct (free) (10.7). See the full ranking above for the tradeoffs.

How many Meta models are there?

modelgrep tracks 13 Meta models with live benchmarks, speed, latency and per-provider pricing, led on intelligence by Llama 4 Maverick. 10 of them qualify for this ranking.

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