Kimi K2.7 Code kimi-k2.7-code

moonshotai · kimi coding flagship agentic

#8 overall

params
1059B (A32B)
arch
moe
context
256k
license
modified-mit open weights
released
Jun 2026
reasoning
yes
downloads/30d
870.0k

# why ranked

Overall: #8 — score 44.2 ● medium — one signal missing, weights renormalized

signalweightinput (0–100)
aa_intelligence 0.50 41.9
arena_elo 0.30
bench_composite 0.20 50.0

missing signals are dropped and the remaining weights renormalized — never imputed.

Coding: provisional — score 93.1 ● low — a single signal; treat with caution

provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.

signalweightinput (0–100)
aa_coding 0.25 93.1
aider_polyglot 0.25
arena_elo_code 0.15
swe_bench_verified 0.35

missing signals are dropped and the remaining weights renormalized — never imputed.

full methodology

# trend

collecting history — trends appear after a few daily runs.

# benchmarks

benchmarkscoresourcedate
AA Coding Index 60.8 Artificial Analysis
AA Intelligence Index 41.9 Artificial Analysis
LiveBench Agentic Coding 45.7 LiveBench Jun 2026
LiveBench Coding 74.0 LiveBench Jun 2026
LiveBench Data Analysis 62.7 LiveBench Jun 2026
LiveBench IF 56.3 LiveBench Jun 2026
LiveBench Language 77.9 LiveBench Jun 2026
LiveBench Mathematics 79.6 LiveBench Jun 2026
LiveBench Reasoning 82.8 LiveBench Jun 2026

# where to run

providerquantctx$/M in$/M out$/M blendtpsuptime
Inceptronint4 256k $0.75$3.15$1.35 99.7%
DeepInfrafp4 256k $0.74$3.50$1.43
Parasailint4 256k $0.75$3.50$1.44 97.9%
Veniceint4 250k $0.75$3.50$1.44 100.0%
Ambientint4 256k $0.90$3.83$1.63 99.4%
Novitaint4 256k $0.91$3.84$1.64 100.0%
ModelRunfp4 256k $0.92$4.00$1.69 100.0%
SiliconFlowfp8 256k $0.94$4.00$1.71 99.9%
AtlasCloudint4 256k $0.95$4.00$1.71 100.0%
Cloudflareunknown 256k $0.95$4.00$1.71 100.0%
Moonshot AIint4 256k $0.95$4.00$1.71 100.0%
Togetherunknown 256k $0.95$4.00$1.71
Moonshot AIint4 256k $1.90$8.00$3.42 100.0%

blended = (3·input + output) / 4 per 1M tokens · cheapest first

source aliases
aa
kimi-k2.7-code
openrouter
moonshotai/kimi-k2.7-code