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Kimi K3 vs Muse Wonder Full

Kimi K3 and Muse Wonder Full are closely matched at 52.2 and 52.1 on the LLM Stats Score.

Moonshot AI · Meta · Updated for 2026

Which is better?

Kimi K3 and Muse Wonder Full are closely matched on the overall LLM Stats Score at 52.2 and 52.1.

In the 3 individual benchmarks reported for both models, Muse Wonder Full wins 2; this is a narrower head-to-head signal than the composite indexes.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Kimi K3

  • you need open weights you can self-host or fine-tune

Choose Muse Wonder Full

  • you value its reported benchmark strengths — it wins 2 of 3 exact shared results
  • you want the most recent training data — it shipped Oct 2026

At a glance

The differences that matter most.

Core performance indexes
52.2
#12
52.1
#13
51.4
#9
38.4
#71
40.8
#10
41.5
#8
37.5
#13
38.5
#8
Cost, coverage & limits
Benchmark wins
1 of 3
2 of 3
Input price
$2.85 / M
— / M
Output price
$14.25 / M
— / M
Context window
1,048,576
—

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
Kimi K3
Muse Wonder Full
35.9#10
31.7#28
37.4#6
31.8#25
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

31 reported for Kimi K3 · 16 for Muse Wonder Full

3 shared

Kimi K3 outperforms in 1 benchmarks (Program Bench), while Muse Wonder Full is better at 2 benchmarks (DeepSWE 1.1, SWE-Marathon).

Muse Wonder Full shows notably better performance in the majority of benchmarks.

Tue Oct 13 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Kimi K3 specifies input context (1,048,576 tokens). Only Kimi K3 specifies output context (1,048,576 tokens).

Moonshot AI
Kimi K3
Input1,048,576 tokens
Output1,048,576 tokens
Meta
Muse Wonder Full
Input- tokens
Output- tokens
Tue Oct 13 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Kimi K3 and Muse Wonder Full support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Kimi K3

Text
Images
Audio
Video

Muse Wonder Full

Text
Images
Audio
Video

License

Usage and distribution terms

Kimi K3 is licensed under Kimi K3 License, while Muse Wonder Full uses a proprietary license.

License differences may affect how you can use these models in commercial or open-source projects.

Kimi K3

Kimi K3 License

Open weights

Muse Wonder Full

Proprietary

Closed source

Release Timeline

When each model was launched

Kimi K3 was released on 2026-07-16, while Muse Wonder Full was released on 2026-10-12.

Muse Wonder Full is 3 months newer than Kimi K3.

Kimi K3

Jul 16, 2026

2 months ago

Muse Wonder Full

Oct 12, 2026

0 days ago

2mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Kimi K3 and Muse Wonder Full side-by-side, then vote on the output you prefer.

Kimi K3
✓ Preferred
Muse Wonder Full
Open in Playground

FAQ

Common questions about Kimi K3 vs Muse Wonder Full.

Which is better, Kimi K3 or Muse Wonder Full?

Kimi K3 and Muse Wonder Full are closely matched on the LLM Stats Score at 52.2 and 52.1. Kimi K3 is made by Moonshot AI and Muse Wonder Full is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Kimi K3 compare to Muse Wonder Full in benchmarks?

Kimi K3 scores MathVision: 97.8%, DeepSearchQA: 95.0%, GPQA: 93.5%, CharXiv-R: 91.3%, BrowseComp: 91.2%. Muse Wonder Full scores MemoryBench: 85.5%, DeepSWE 1.1: 79.0%, OSWorld 2.1 (partial): 78.4%, JobBench: 75.3%, HealthBench Professional: 62.3%.

What are the context window sizes for Kimi K3 and Muse Wonder Full?

Kimi K3 supports 1.0M tokens and Muse Wonder Full supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Kimi K3 and Muse Wonder Full?

Key differences include LLM Stats Score (52.2 vs 52.1), licensing (Kimi K3 License vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Kimi K3 and Muse Wonder Full?

Kimi K3 is developed by Moonshot AI and Muse Wonder Full is developed by Meta.