Model comparison

Kimi K2.7 Code vs Muse Spark

Muse Spark is the stronger model overall, scoring 50.3 to 43.0 on the Noometry Index.

Last verified . 5 shared benchmarks.

Kimi K2.7 Code Moonshot AI

43.0

Rank #90 Confirmed

Muse Spark Meta

50.3

Rank #41 Confirmed

Summary

  • They share 5 benchmarks with published results for both. Kimi K2.7 Code scores higher in 2 categories and Muse Spark in 2 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Muse Spark leads 65.7 to 53.6.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 95.6% for Kimi K2.7 Code and 88.9% for Muse Spark.
  • Kimi K2.7 Code has downloadable open weights; the other is API-only.

Side by side

Kimi K2.7 Code and Muse Spark specifications
Kimi K2.7 CodeMuse Spark
ProviderMoonshot AIMeta
Noometry Index43.050.3
Released2026-06-122026-04-08
WeightsOpenProprietary
Context window262K—
Max output262K—
Input $ / M tokens$0.95—
Output $ / M tokens$4—
Results tracked1927

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Category by category

Coding Muse Spark leads

Kimi K2.7 Code: 42.4 (#92), Muse Spark: 45.6 (#65)

Coding benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
SciCode47.5%51.5%
DeepSWE30.5%—
FrontierCode30.1%—
LMArena WebDev1473—
WeirdML54.1%—
LMArena Coding—1482
ALE-Bench886.23—

Agentic & Tool Use Not comparable

Kimi K2.7 Code: 23.9 (#115), Muse Spark: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
APEX-Agents37.6%—
GBAEval0.9%—
Vending-Bench 25,083—

Reasoning Kimi K2.7 Code leads

Kimi K2.7 Code: 38.2 (#56), Muse Spark: 34.9 (#61)

Reasoning benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
CritPt10%11.3%
Epoch Capabilities Index150.01152.09
SimpleBench57.9%—
Chess Puzzles21%—
LMArena Hard Prompts—1475
Surface Evolver Bench48.8%—

Math Kimi K2.7 Code leads

Kimi K2.7 Code: 52.6 (#39), Muse Spark: 46.8 (#57)

Math benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
OTIS Mock AIME 2024-202595.6%88.9%
FrontierMath (Tiers 1-3)54%—
FrontierMath Tier 412.2%—
ProofBench—17%
LMArena Math—1455
FrontierMath (Feb 2025 set)—39%
FrontierMath Tier 4 (v1)—14.6%

Knowledge Muse Spark leads

Kimi K2.7 Code: 53.6 (#51), Muse Spark: 65.7 (#12)

Knowledge benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
GPQA Diamond87.9%89.8%
Humanity's Last Exam—40.6%
SimpleQA Verified36.5%—
LMArena Expert—1458

Multimodal Not comparable

Kimi K2.7 Code: —, Muse Spark: 42.7 (#23)

Multimodal benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
LMArena Vision—1306
LMArena Document—1444

Multilingual Not comparable

Kimi K2.7 Code: —, Muse Spark: 56.3 (#23)

Multilingual benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
LMArena Non-English—1464
LMArena Chinese—1507
LMArena French—1497
LMArena German—1497
LMArena Korean—1457
LMArena Russian—1467
LMArena Spanish—1471

Instruction Following Not comparable

Kimi K2.7 Code: —, Muse Spark: 76.1 (#47)

Instruction Following benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
LMArena Instruction Following—1443

Long Context Not comparable

Kimi K2.7 Code: —, Muse Spark: 44.4 (#65)

Long Context benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
LMArena Longer Query—1451

Writing & Preference Not comparable

Kimi K2.7 Code: —, Muse Spark: 66.2 (#37)

Writing & Preference benchmarks
BenchmarkKimi K2.7 CodeMuse Spark
LMArena Text—1474
LMArena Creative Writing—1460
LMArena Multi-Turn—1477

Frequently asked questions

Is Kimi K2.7 Code better than Muse Spark?

Muse Spark is the stronger model overall, scoring 50.3 to 43.0 on the Noometry Index.

Is Kimi K2.7 Code or Muse Spark better for coding?

Muse Spark scores higher on coding benchmarks: 45.6 versus 42.4 in the Noometry coding category.

How many benchmarks do Kimi K2.7 Code and Muse Spark share?

5 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Muse Spark has 27.

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