Head-to-head comparison

Muse Wonder Full vs. Kimi K2.6

Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.

shared result series: 121
distinct benchmarks: 12
latest retrieval: 2026-10-15

First modelSecond model

Specifications

General specifications

Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.

Specifications for Muse Wonder Full and Kimi K2.6
Attribute	Muse Wonder Full	Kimi K2.6
Provider	Meta	Moonshot AI
Released	Oct 12, 2026	Apr 20, 2026
Availability	Subscription only	Active
Model type	Proprietary	Open Weights
Parameters	Not published	1T, 32B active
Architecture	Not published	Mixture of Experts
Context window	1M tokens	262,144 tokens
Knowledge cutoff	Not published	Not published
Technical sources	Model, Context	Model, Context

Pricing

API pricing compared

The table compares official standard API rates per 1M tokens, including published cache pricing. Batch, fast, priority, regional surcharges, tool calls, and cloud platform pricing are excluded.

API pricing for Muse Wonder Full and Kimi K2.6
Price type	Muse Wonder Full	Kimi K2.6
API input	—	$0.95
API output	—	$4
Cache read	Not listed	$0.16
Cache write (5 min.)	Not listed	Not listed
Cache write (1 hr.)	Not listed	Not listed
Price verified	10/15/2026	09/22/2026 Source

Pricing by provider

Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.

No provider tariff for Muse Wonder Full is available in the stored OpenRouter snapshot. The official direct price is still shown.

Provider pricing for Muse Wonder Full and Kimi K2.6
Model	Provider	Purchase route and tariff	Input per 1M tokens	Output per 1M tokens	Source
Kimi K2.6	Moonshot AI	Direct from developerStandard API	$0.95	$4	Source09/22/2026
	AtlasCloud	Via OpenRouteratlas-cloud/int4	$0.95	$4	Source10/16/2026
	Baidu	Via OpenRouterbaidu/fp4	$0.95	$4	Source10/16/2026
	Chutes	Via OpenRouterchutes/int4	$0.45	Lowest listed price: $1.95	Source10/16/2026
	Cloudflare	Via OpenRoutercloudflare	$0.95	$4	Source10/16/2026
	CoreWeave	Via OpenRoutercoreweave/fp4	$0.65	$3.41	Source10/16/2026
	Crusoe	Via OpenRoutercrusoe/bf16	$0.7	$3.5	Source10/16/2026
	DeepInfra	Via OpenRouterdeepinfra/fp4	$0.75	$3.5	Source10/16/2026
	DigitalOcean	Via OpenRouterdigitalocean	$0.57	$2.4	Source10/16/2026
	GMICloud	Via OpenRoutergmicloud/fp8	$0.855	$3.6	Source10/16/2026
	Inceptron	Via OpenRouterinceptron/int4	Lowest listed price: $0.4323	$3.2	Source10/16/2026
	Moonshot AI	Via OpenRoutermoonshotai/int4	$0.95	$4	Source10/16/2026
	Parasail	Via OpenRouterparasail/int4	$0.75	$3.5	Source10/16/2026
	Phala	Via OpenRouterphala	$1.09	$4.6	Source10/16/2026
	SiliconFlow	Via OpenRoutersiliconflow/fp8	$0.77	$3.4	Source10/16/2026
	StreamLake	Via OpenRouterstreamlake/fp8	$0.5985	$2.52	Source10/16/2026
	Venice	Via OpenRoutervenice/int4	$0.75	$3.5	Source10/16/2026

Performance

Shared benchmarks

Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.

Capability profile from matched benchmarks

Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.

Not enough directly matched categories for a reliable radar

Only 0 of at least 5 categories have comparable, direct model measurements. The benchmark tables below show the available evidence without filling missing axes.

Muse Wonder FullKimi K2.6

Code MigrationOverall. Higher is better. Test setup not documented as identical

Muse Wonder Full61.033 %

Kimi K2.627.768 %

EMBOverall. Higher is better. Test setup not documented as identical

Muse Wonder Full71.917 %

Kimi K2.657.855 %

Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical

Muse Wonder Full59.061 %

Kimi K2.644.899 %

Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical

Muse Wonder Full21.667 %

Kimi K2.61.667 %

Legal Research BenchOverall · All-pass. Higher is better. Test setup not documented as identical

Muse Wonder Full53.365 %

Kimi K2.615.865 %

LegalBenchOverall. Higher is better. Test setup not documented as identical

Muse Wonder Full87.418 %

Kimi K2.684.738 %

MedCodeOverall. Higher is better. Test setup not documented as identical

Muse Wonder Full49.932 %

Kimi K2.640.142 %

MedScribeOverall. Higher is better. Test setup not documented as identical

Muse Wonder Full89.335 %

Kimi K2.678.149 %

ProgramBenchOverall. Higher is better. Test setup not documented as identical

Muse Wonder Full0.5 %

Kimi K2.60 %

Public Benefits Bench v1.1Overall. Higher is better. Test setup not documented as identical

Muse Wonder Full73.748 %

Kimi K2.656.631 %

Tax Agent BenchOverall. Higher is better. Test setup not documented as identical

Muse Wonder Full42.997 %

Kimi K2.612.404 %

Vibe Code Bench v1.1Overall. Higher is better. Test setup not documented as identical

Muse Wonder Full85.996 %

Kimi K2.637.891 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Muse Wonder Full and Kimi K2.6
Benchmark and task	Muse Wonder Full	Kimi K2.6	Source
Code MigrationOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value61.033 %	27.768 %	Vals AI Source details Data as of: 10/12/2026
EMBOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value71.917 %	57.855 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Overall Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value59.061 %	44.899 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value21.667 %	1.667 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchOverall · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value53.365 %	15.865 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value87.418 %	84.738 %	Vals AI Source details Data as of: 10/13/2026
MedCodeOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 30,000 tokens	Higher measured value49.932 %	40.142 %	Vals AI Source details Data as of: 10/13/2026
MedScribeOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 30,000 tokens	Higher measured value89.335 %	78.149 %	Vals AI Source details Data as of: 10/13/2026
ProgramBenchOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value0.5 %	0 %	Vals AI Source details Data as of: 10/12/2026
Public Benefits Bench v1.1Overall Test details Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value73.748 %	56.631 %	Vals AI Source details Data as of: 10/12/2026
Tax Agent BenchOverall Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value42.997 %	12.404 %	Vals AI Source details Data as of: 10/12/2026
Vibe Code Bench v1.1Overall Test details Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Harness: OpenHands, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Harness: OpenHands, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value85.996 %	37.891 %	Vals AI Source details Data as of: 10/12/2026
Code MigrationCLI Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value58.044 %	17.977 %	Vals AI Source details Data as of: 10/12/2026
EMBComps Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value80.89 %	61.395 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Adjustments Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value56.668 %	37.934 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value94.928 %	63.768 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value63.636 %	18.182 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchConclusion Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value90.323 %	89.413 %	Vals AI Source details Data as of: 10/13/2026
ProgramBenchAlmost Resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: almost-resolved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value8 %	0.5 %	Vals AI Source details Data as of: 10/12/2026
Tax Agent BenchControversy & Precedence Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value26.667 %	3.333 %	Vals AI Source details Data as of: 10/12/2026
Code MigrationCOBOL Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value70 %	57.143 %	Vals AI Source details Data as of: 10/12/2026
EMBDataroom Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value85.257 %	75.069 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)All-Pass Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value49.037 %	32.584 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value20 %	0 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value92.809 %	75.531 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchInterpretation Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value84.991 %	82.197 %	Vals AI Source details Data as of: 10/13/2026
ProgramBenchFully Resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value0.5 %	0 %	Vals AI Source details Data as of: 10/12/2026
Tax Agent BenchControversy & Precedence Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value76.097 %	42.296 %	Vals AI Source details Data as of: 10/12/2026
Code MigrationCode Quality Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value4.244 / 5	3.149 / 5	Vals AI Source details Data as of: 10/12/2026
EMBDCF Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value66.579 %	49.675 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Comparables Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value46.809 %	41.069 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value95.699 %	50.179 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value58.14 %	20.93 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchIssue Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value91.014 %	90.089 %	Vals AI Source details Data as of: 10/13/2026
ProgramBenchRaw Pass Rate Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: raw test pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	24.187 %	Higher measured value47.952 %	Vals AI Source details Data as of: 10/12/2026
Tax Agent BenchCurrent & Temporal Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value56.614 %	26.467 %	Vals AI Source details Data as of: 10/12/2026
EMBLBO Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value59.586 %	43.117 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Disclosure Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value71.553 %	52.124 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value20 %	0 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · Weighted partial credit Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value89.811 %	78.436 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchRhetoric Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value83.625 %	81.4 %	Vals AI Source details Data as of: 10/13/2026
Tax Agent BenchCurrent & Temporal Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value78.312 %	51.239 %	Vals AI Source details Data as of: 10/12/2026
EMBM&A Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value78.304 %	64.205 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Earnings Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value78.596 %	63.824 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBanking Finance · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value92.565 %	84.758 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchCivil Litigation · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value44.444 %	18.519 %	Vals AI Source details Data as of: 10/12/2026
LegalBenchRule Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value87.136 %	80.592 %	Vals AI Source details Data as of: 10/13/2026
Tax Agent BenchFact-Pattern Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value46.512 %	9.302 %	Vals AI Source details Data as of: 10/12/2026
EMBMisc Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value64.242 %	54.599 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)Financial Modeling Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value23.736 %	14.201 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBanking Finance · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value20 %	0 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchCivil Litigation · Weighted partial credit Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value92.925 %	75.8 %	Vals AI Source details Data as of: 10/12/2026
Tax Agent BenchFact-Pattern Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value74.764 %	46.747 %	Vals AI Source details Data as of: 10/12/2026
EMBOperating Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value68.56 %	56.923 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)General Qualitative Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value74.179 %	57.295 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBankruptcy Restructuring · Criteria passed Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value91.003 %	54.325 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchConstitutional / Civil Rights · All-pass Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value47.368 %	21.053 %	Vals AI Source details Data as of: 10/12/2026
Tax Agent BenchForms & Filings Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value30 %	3.333 %	Vals AI Source details Data as of: 10/12/2026
EMBScratch Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value70.547 %	59.678 %	Vals AI Source details Data as of: 10/12/2026
Finance Agent (v2)General Quantitative Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value80.059 %	65.13 %	Vals AI Source details Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBankruptcy Restructuring · Task fully resolved Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value20 %	0 %	Vals AI Source details Data as of: 10/12/2026
Legal Research BenchConstitutional / Civil Rights · Weighted partial credit Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value90.702 %	79.224 %	Vals AI Source details Data as of: 10/12/2026
Tax Agent BenchForms & Filings Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value76.552 %	37.63 %	Vals AI Source details Data as of: 10/12/2026
EMBTemplate Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value73.325 %	55.683 %	Vals AI Source details Data as of: 10/12/2026
Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

There is no shared test round for this selection. Results from different rounds are not mixed.

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Muse Wonder Full

Not tested yet

Kimi K2.6

Output withheld for safety

Reasoning (requested): high

Current attempt

Run date: Oct 5, 2026
API provider: openrouter
Requested API model: moonshotai/kimi-k2.6
API model reported in response: moonshotai/kimi-k2.6
Reasoning setting: high
Pinned endpoint: Moonshot AI | moonshotai/kimi-k2.6-20260420
Temperature: Provider default
Token limit including reasoning: 8,192 tokens
Test protocol: community-visual-tests-v1
Technical checks: Failed
Response time: 124 s

Not yet visually reviewed. A successful recording does not confirm correct physics or full compliance with the prompt.

Earlier attempts (3)

Oct 2, 2026Output withheld for safetyReasoning setting: high
Oct 1, 2026Output withheld for safetyReasoning setting: high
Sep 7, 2026API request failedReasoning setting: high

Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)

How to read this comparison

Winning one benchmark is not an overall verdict

Your workload, budget, and required context length matter most. A coding benchmark says little about visual understanding or agent performance.

The standard price table uses direct developer rates. The provider comparison labels OpenRouter endpoints, regions, and special tariffs separately.

Every result links to its measurement source and retrieval date. Labels distinguish vendor reports, official benchmark leaderboards, and independent evaluations. Disputed or archived results are excluded.

More matchups

Compare Muse Wonder Full and Kimi K2.6 with other leading models using the same data and benchmark logic.

View the complete LLM comparison