MoonshotAI
·Released on Jun 12, 2026

Kimi K2.7 Code API Benchmarks, Pricing & Provider Data

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Kimi K2.7 Code benchmark, API pricing, and provider data cover undefined API provider} other undefined API providers}}, with prices starting at $0.0065/M. Kimi K2.7 Code free API options are available from undefined provider} other undefined providers}}. The page also shows measured API speed and first-token latency.

MoonshotAI: Kimi K2.7 Code is a coding-focused model in Moonshot AI's Kimi K2 family, built to complete end-to-end programming tasks reliably over long contexts. It uses a native multimodal mixture-of...

Quality
#67of 112
55.0
LMSpeed score
Speed
#73of 80
47char/s
4.16 s
Cost
#111of 186
$0.0065/ 1M · 8:1 in:out
$0.0010 in · $0.0055 out

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
5 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents52.6Coding54.6Reasoning57.4Knowledge49.4Math-Multilingual-Multimodal-Instruction following50.3
#1Reasoning57.4Estimated2/4 Measured dimensions
80% interval: 46.668.2
abstract logicPrior only
scientific causal59.1
critpt · critpt / gpqa · gpqa / hle · hle
multistep constraintsPrior only
evidence verification55.6
lcr · lcr
#2Coding54.6Provisional1/4 Measured dimensions
80% interval: 38.670.6
code generation54.6
scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
#3Agents52.6Estimated2/4 Measured dimensions
80% interval: 41.463.8
planningPrior only
tool use55.2
mcp_atlas · mcp_atlas / tau · tau2_bench
environment execution50
gdpval_aa · benchlm_agentic_gdpval_aa
recovery reliabilityPrior only
#4Instruction following50.3Provisional1/4 Measured dimensions
80% interval: 34.366.3
constraint followingPrior only
structured outputPrior only
novel instruction generalization50.3
ifbench · aa_if_bench
long multiturn instructionPrior only
#5Knowledge49.4Provisional1/4 Measured dimensions
80% interval: 35.463.4
broad knowledge49.4
aa_omniscience · aa_omniscience_index / benchlm_category_knowledge · benchlm_category_knowledge
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
No data:MathMultilingualMultimodal

Specifications

Input and output token limits for this model, plus how it ranks on long-context understanding.

INPUT
262.1Ktokens
314.6 pages of text
OUTPUT
235.9Ktokens
8K128K1M4M
262.1K

Features

Technical Details

Input
Output
Released
Jun 2026
Tokenizer
Other
Architecture
text+image->text
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_pparallel_tool_callspresence_penaltyreasoningrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

Rankings

Excels at

It's decent at

Falls behind in

Detailed scores

Updated: Sep 14, 2026

Overall

undefined metric} other undefined metrics}}

Overall score55.0#67 / 112
Overall score
LMSpeed rank#67
Score55.0
UpdatedSep 14, 2026
Confidence2

Speed & latency

undefined metric} other undefined metrics}}

Output speed44.1 tok/s#73 / 80Time to first token1.13 s#34 / 80
Output speed
LMSpeed rank#73
Score44.1 tok/s
UpdatedSep 14, 2026
Confidence4
Time to first token
LMSpeed rank#34
Score1.13 s
UpdatedSep 14, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.950/M#111 / 186Output price$4.00/M#112 / 186
Input price
LMSpeed rank#111
Score$0.950/M
UpdatedSep 14, 2026
Confidence4
Output price
LMSpeed rank#112
Score$4.00/M
UpdatedSep 14, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Estimated

Score52.680% interval41.4–63.82/4 Measured dimensionsKimi Claw 24/746.9#1 / 1MCP Atlas76.0#10 / 31
Dimensions and evidence
Planning & decompositionPrior only
Tool use55.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mcp_atlas · mcp_atlas · z 0.25 · q 1.00
tau · tau2_bench · z 0.22 · q 1.00
Environment & long-horizon execution50
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gdpval_aa · benchlm_agentic_gdpval_aa · z -0.13 · q 1.00
Recovery & completion reliabilityPrior only
Kimi Claw 24/7
LMSpeed rank#1
Score46.9
UpdatedSep 14, 2026
Confidence2
MCP AtlasV3 evidence
LMSpeed rank#10
Score76.0
UpdatedSep 14, 2026
Confidence2
MCP Mark Verified
LMSpeed rank#1
Score81.1
UpdatedSep 14, 2026
Confidence2
AA Agentic Index
LMSpeed rank#41
Score22.5
UpdatedSep 14, 2026
Confidence2
Τ²-bench resultsV3 evidence
LMSpeed rank#33
Score90.1
UpdatedSep 14, 2026
Confidence2
GDPval-AA
LMSpeed rank#38
Score30.7
UpdatedSep 14, 2026
Confidence2
GDPval-AAV3 evidence
LMSpeed rank#39
Score1114.0
UpdatedSep 14, 2026
Confidence2
Agentic score
LMSpeed rank#27
Score73.1
UpdatedSep 14, 2026
Confidence2

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score54.680% interval38.6–70.61/4 Measured dimensionsSciCode47.8%#38 / 89Kimi Code Bench v262.0#2 / 2
Dimensions and evidence
Code generation54.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · scicode · z 0.44 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
SciCodeV3 evidence
LMSpeed rank#38
Score47.8%
UpdatedSep 14, 2026
Confidence4
Kimi Code Bench v2
LMSpeed rank#2
Score62.0
UpdatedSep 14, 2026
Confidence2
ProgramBench
LMSpeed rank#5
Score53.6
UpdatedSep 14, 2026
Confidence2
MLS-Bench Lite
LMSpeed rank#3
Score35.1
UpdatedSep 14, 2026
Confidence2
AA Coding Index
LMSpeed rank#31
Score60.8
UpdatedSep 14, 2026
Confidence2
AA-SciCodeV3 evidence
LMSpeed rank#41
Score47.8
UpdatedSep 14, 2026
Confidence2
CursorBench v3.2
LMSpeed rank#16
Score49.7
UpdatedSep 14, 2026
Confidence2
Coding score
LMSpeed rank#82
Score27.6
UpdatedSep 14, 2026
Confidence2
OpenHarmony Bench
LMSpeed rank#7
Score52.1
UpdatedSep 14, 2026
Confidence2
EEBench
LMSpeed rank#20
Score12.8
UpdatedAug 14, 2026
Confidence1

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score57.480% interval46.6–68.22/4 Measured dimensionsGPQA89.6%#40 / 218HLE35.0%#43 / 216
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning59.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z 0.48 · q 1.00
gpqa · gpqa · z 0.84 · q 1.00
hle · hle · z 0.73 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verification55.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z 0.40 · q 1.00
GPQAV3 evidence
LMSpeed rank#40
Score89.6%
UpdatedSep 14, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#43
Score35.0%
UpdatedSep 14, 2026
Confidence4
AA-LCRV3 evidence
LMSpeed rank#26
Score79.3
UpdatedSep 14, 2026
Confidence2
CritPtV3 evidence
LMSpeed rank#33
Score10.0
UpdatedSep 14, 2026
Confidence2
Reasoning score
LMSpeed rank#20
Score75.5
UpdatedSep 14, 2026
Confidence2

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score49.480% interval35.4–63.41/4 Measured dimensionsArtificial Analysis Intelligence Index26.3#58 / 117AA-GPQA Diamond89.6#39 / 113
Dimensions and evidence
Broad knowledge49.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z -0.23 · q 1.00
benchlm_category_knowledge · benchlm_category_knowledge · z -0.25 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#58
Score26.3
UpdatedSep 14, 2026
Confidence2
AA-GPQA Diamond
LMSpeed rank#39
Score89.6
UpdatedSep 14, 2026
Confidence2
AA-HLE
LMSpeed rank#39
Score35.0
UpdatedSep 14, 2026
Confidence2
AA-Omniscience Accuracy
LMSpeed rank#37
Score39.6
UpdatedSep 14, 2026
Confidence2
AA-Omniscience Hallucination Rate
LMSpeed rank#36
Score82.4
UpdatedSep 14, 2026
Confidence2
Knowledge scoreV3 evidence
LMSpeed rank#49
Score65.5
UpdatedSep 14, 2026
Confidence2

Math

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofsPrior only
Applied & tool-assisted mathPrior only

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · No data

80% interval30.8–69.20/4 Measured dimensionsDesign Arena Website1279.0#27 / 78
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only
Design Arena Website
LMSpeed rank#27
Score1279.0
UpdatedSep 14, 2026
Confidence2

Instruction following

V3.0

undefined metric} other undefined metrics}} · Provisional

Score50.380% interval34.3–66.31/4 Measured dimensionsAA-IFBench63.1#47 / 84Instruction Following score76.6#41 / 52
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization50.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z -0.25 · q 1.00
Multi-turn & long instructionsPrior only
AA-IFBenchV3 evidence
LMSpeed rank#47
Score63.1
UpdatedSep 14, 2026
Confidence2
Instruction Following score
LMSpeed rank#41
Score76.6
UpdatedSep 14, 2026
Confidence2

OpenRouter endpoints

15 endpoints

Third-party OpenRouter endpoint data, shown separately from LMSpeed measurements. Some 30-minute live performance fields only appear after syncing with an OpenRouter API key.

Provider endpointInputOutput1d uptime30m latency30m throughputContext / output
Moonshot AI
moonshotai/int4
$0.950/M$4/M100%undefined tokens / undefined tokens
CoreWeave
coreweave/int4
$0.710/M$3.50/M100.0%undefined tokens / undefined tokens
ModelRun
modelrun/fp4
$0.850/M$3.75/M100.0%undefined tokens / undefined tokens
Cloudflare
cloudflare
$0.950/M$4/M100.0%undefined tokens / undefined tokens
Alibaba
alibaba/fp8
$0.950/M$4/M100.0%undefined tokens / undefined tokens
Moonshot AI
moonshotai/highspeed
$1.90/M$8/M99.9%undefined tokens / undefined tokens
GMICloud
gmicloud/fp8
$0.950/M$4/M99.9%undefined tokens / undefined tokens
BaseTen
baseten/fp4
$0.950/M$4/M99.9%undefined tokens / undefined tokens
Inceptron
inceptron/int4
$0.706/M$3.21/M99.9%undefined tokens / undefined tokens
Novita
novita/int4
$0.912/M$3.84/M99.8%undefined tokens / undefined tokens
StreamLake
streamlake
$0.712/M$3/M99.6%undefined tokens / undefined tokens
SiliconFlow
siliconflow/fp8
$0.859/M$3.80/M99.5%undefined tokens / undefined tokens
DeepInfra
deepinfra/fp4
$0.680/M$3.40/M99.3%undefined tokens / undefined tokens
Fireworks
fireworks
$0.950/M$4/M98.5%undefined tokens / undefined tokens
Venice
venice/int4
$0.750/M$3.50/M93.1%undefined tokens / undefined tokens

Pricing Comparison

Compare Kimi K2.7 Code API pricing across 90 providers. Prices range from $0.0065/M to $142.35/M. 10dian-API offers the lowest rate at $0.0065/M. 4 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
kimi-k2.7-code
sale
$3.25/M
$13.50/M
L1
100%
kimi-k2.7-code
default
-53%$0.445/M
Cache read$0.089/M
-54%$1.85/M
L1
100%
moonshotai/Kimi-K2.7-Code
default
$10.27/M
$10.27/M
L1
100%
kimi-k2.7-code
default
-53%$0.445/M
Cache read$0.089/M
-54%$1.85/M
L1
100%
kimi-k2.7-code
default
-25%$0.712/M
-26%$2.96/M
L1
100%
kimi-k2.7-code
Self-Deployed-2
-85%$0.141/M
Cache read$0.028/M
-85%$0.585/M
L1
100%
L2
100%
kimi-k2.7-code
OpenModels
-32%$0.650/M
Cache read$0.130/M
-32%$2.70/M
L1
100%
kimi-k2.7-code
Kimi-officially
-25%$0.712/M
Cache read$0.142/M
-26%$2.96/M
L1
100%
kimi-k2.7-code
国产模型
-11%$0.847/M
Cache read$0.169/MCache write$0.847/MCache write 1h$1.35/M
-11%$3.57/M
L1
100%
kimi-k2.7-code
opencode
$2.60/M
Cache read$0.520/M
$10.80/M
L1
100%
kimi-k2.7-code
国模 智能路由分组
$3.25/M
Cache read$0.650/M
$13.50/M
L1
100%
kimi-k2.7-code
deepseek
$4.11/M
$4.11/M
L1
100%
[hm]q|满血/kimi-k2.7-code
default
$15.00/request
-
L1
100%
L2
0%
kimi-k2.7-code
kimi 官方满血线路
-49%$0.480/M
Cache read$0.095/M
-50%$2.00/M
L1
99%
L2
40%
kimi-k2.7-code
alibaba
$1.80/M
Cache read$0.361/M
$7.59/M
L1
100%
kimi/kimi-k2.7-code
国模分组2
$47.45/M
Cache read$9.49/M
$197.10/M
L1
100%
kimi-k2.7-code
国模分组2
$47.45/M
Cache read$9.49/M
$197.10/M
L1
100%
L2
100%
kimi-k2.7-code
default
-50%$0.475/M
Cache read$0.095/M
-50%$2.00/M
L1
100%
kimi-k2.7-code
default
$6.50/M
Cache read$1.30/M
$27.00/M
L1
100%
kimi-k2.7-code
default
Free
Free
Showing 20 model IDs of 49.

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Frequently Asked Questions

What benchmark data does Kimi K2.7 Code include?
LMSpeed shows Kimi K2.7 Code benchmark context, API price, output speed, first-token latency, and provider data across 94 providers when those signals are available.
What is the Kimi K2.7 Code API price?
Kimi K2.7 Code has pricing from undefined provider} other undefined providers}}, ranging from $0.0065/M to $142.35/M. 10dian-API has the lowest listed price.
What does the Kimi K2.7 Code API pricing table include?
The Kimi K2.7 Code API pricing table compares 94 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Kimi K2.7 Code API pricing?
10dian-API currently has the lowest listed Kimi K2.7 Code price at $0.0065/M across undefined provider} other undefined providers}}.
Can I compare Kimi K2.7 Code API price and speed together?
Yes. LMSpeed shows Kimi K2.7 Code API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is Kimi K2.7 Code API free?
Yes, Kimi K2.7 Code free API options are available through 4 providerundefined other undefined} on LMSpeed, including 兔子API, 兔子API, 兔子API, Moyanjdc API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get Kimi K2.7 Code free API access?
LMSpeed currently lists 4 free API providerundefined other undefined} for Kimi K2.7 Code: 兔子API, 兔子API, 兔子API, Moyanjdc API. Check each provider row before using it because free tier limits can change.

Also known as

@cf/moonshotai/kimi-k2.7-codeKimi-K2.7-Code[hm]q|满血/kimi-k2.7-codekimi-k2-7-codekimi-k2.7 code

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Standard benchmark data may include BenchLM and other public sources.

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