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Kimi K2.6vsMiniMax-M2.7

Across 8 shared benchmarks, Kimi K2.6 leads overall: Kimi K2.6 wins 7, MiniMax-M2.7 wins 1, with 0 ties and an average score difference of +4.22.

Moonshot AI
Kimi K2.6

Moonshot AI · 2026-04-20 · Reasoning model

MiniMaxAI
MiniMax-M2.7

MiniMaxAI · 2026-03-18 · Reasoning model

Kimi K2.67 wins(88%)(13%)1 winMiniMax-M2.7

Benchmark scores

Grouped by capability, sorted by largest gap within each. 8 shared benchmarks.

Coding and Software Engineer

Kimi K2.6 3/3
BenchmarkKimi K2.6MiniMax-M2.7Diff
SWE-Bench Pro - Public58.6018 / 62Thinking (With Tools)56.2029 / 62Thinking (With Tools)+2.40
SciCode51.5061 / 130Thinking (No Tools)50.1068 / 130Thinking (No Tools)+1.40
SWE-bench Multilingual76.709 / 30Thinking (With Tools)76.5010 / 30Thinking (With Tools)+0.20

AI Agent - Tool Usage

Kimi K2.6 2/2
BenchmarkKimi K2.6MiniMax-M2.7Diff
Terminal-Bench 2.165.9094 / 192Thinking (With Tools)55.40121 / 192Thinking (With Tools)+10.50
Terminal Bench 2.066.7010 / 48Thinking (With Tools)5725 / 48Thinking (With Tools)+9.70

Agent Level Benchmark

Kimi K2.6 1/1
BenchmarkKimi K2.6MiniMax-M2.7Diff
τ³-Banking23.3082 / 164Thinking (With Tools)9.90129 / 164Thinking (With Tools)+13.40

Claw-style Agent Evaluation

MiniMax-M2.7 1/1
BenchmarkKimi K2.6MiniMax-M2.7Diff
Claw Bench80.9019 / 29Thinking (With Tools)91.705 / 29Thinking (With Tools)-10.80

Multimodal Understanding

Kimi K2.6 1/1
BenchmarkKimi K2.6MiniMax-M2.7Diff
GDP.pdf1365 / 118Thinking (No Tools)691 / 118Thinking (No Tools)+7

Specs

FieldKimi K2.6MiniMax-M2.7
PublisherMoonshot AIMiniMaxAI
Release date2026-04-202026-03-18
Model typeReasoning modelReasoning model
ArchitectureMoEMoE
Parameters1T229B
Context length256K200K
Max outputNot available200K

API pricing

Prices use DataLearner records when available; missing fields are not inferred.

ItemKimi K2.6MiniMax-M2.7
Text input$0.95 / 1M tokens$0.3 / 1M tokens
Text output$4 / 1M tokens$1.2 / 1M tokens
Cache read$0.16 / 1M tokens$0.06 / 1M tokens
Cache write$0.95 / 1M tokens$0.375 / 1M tokens

Summary

  • Kimi K2.6leads in:Coding and Software Engineer (3/3), AI Agent - Tool Usage (2/2), Agent Level Benchmark (1/1), Multimodal Understanding (1/1)
  • MiniMax-M2.7leads in:Claw-style Agent Evaluation (1/1)

On average across the 8 shared benchmarks, Kimi K2.6 scores 4.22 higher.

Largest single-benchmark gap: τ³-Banking — Kimi K2.6 23.30 vs MiniMax-M2.7 9.90 (+13.40).

Page generated from structured model, pricing and benchmark records. No real-time LLM is used to write the prose.