Moonshot AI
Kimi K2.7 Code
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-experts...
Cost / 1M tokens
Low usage$0.56
input
$0.15
cached input
$3.10
output
Context Window
262K
Up to 236K max output
Modalities
text, image → text
Other tokenizer
Quickstart & API
moonshotai/kimi-k2.7-codeBest for & Strengths
Key Strengths
Recommended Workloads in ChatOSS
- Coding agents
- Software engineering
- Large repositories
Verified Evaluations
Benchmarks & Frontier Comparison
How Kimi K2.7 Code compares against leading open-weight and proprietary frontier models across independent agentic coding and reasoning suites.
| Benchmark (Metric) | Kimi K2.7 Code | DeepSeek V4.1 Flash | GLM 5.3 | Kimi K3.1 Pro | Claude Opus 5.5 |
|---|---|---|---|---|---|
| Agentic & Software Engineering | |||||
| ChatOSS Agentic Coding Index (%) | 26% | 63.2% | 58.3% | 65% | 74.1% |
| SWE-Bench Verified (%) | 78.2% | 91.5% | 95.4% | 94.8% | 97% |
| DeepSWE v1.1 (Pass@1 %) | 30.5% | 77% | 69% | 73.5% | 74.2% |
| Vibe Code Bench v1.1 (%) | 47.21% | 87.7% | 78.1% | 88.4% | 90.3% |
| Terminal-Bench 4.0 (%) | 1% | 42.3% | 42% | 46.2% | 65.2% |
| Code Migration (%) | 25.39% | 45.6% | 44.2% | 52% | 66.7% |
| Intelligence & Token Economics | |||||
| Artificial Analysis Intelligence Index (0–100) | 25.8 | 39.5 | 44.8 | 55.1 | 57.6 |
| Input Price (/ 1M tokens) | $0.56 | $0.15 | $1.40 | $2.00 | $4.00 |
| Output Price (/ 1M tokens) | $3.10 | $0.60 | $4.40 | $10.00 | $20.00 |
ChatOSS Agentic Coding Index
ChatOSS Benchmark Audit · 4-benchmark composite mean
SWE-Bench Verified
Vals AI · Terminus 2
DeepSWE v1.1
DeepSWE / Official Audit · Mini-SWE-Agent
Vibe Code Bench v1.1
Vals.ai · OpenHands
Terminal-Bench 4.0
Vals.ai / Artificial Analysis · Terminus 2
Terminal-Bench 2.1
Vals.ai · Terminus 2
Code Migration
Vals.ai · Vals evaluation harness
Artificial Analysis Intelligence Index
Artificial Analysis
Design Arena: AGENTICGAMEDEV
Design Arena · Rank #21 (43% win)
Design Arena: ANDROIDNATIVE
Design Arena · Rank #26 (46% win)
Design Arena: FULLSTACK
Design Arena · Rank #22 (50.9% win)
Design Arena: GODOTGAMEDEV
Design Arena · Rank #20 (49.2% win)
Active Provider Endpoints (12)
Upstream inference providers serving Kimi K2.7 Code, with per-provider pricing, context limits, quantization, and 24-hour uptime.
| Provider | Input / 1M | Output / 1M | Cache Read / 1M | Context | Max Output | Quantization | Uptime (24h) |
|---|---|---|---|---|---|---|---|
Inceptroncache inceptron/int4 | $0.56 | $3.10 | $0.15 | 262K | 236K | int4 | 100.0% |
CoreWeavecache coreweave/int4 | $0.60 | $3.00 | $0.12 | 262K | 236K | int4 | 96.2% |
StreamLakecache streamlake | $0.713 | $3.00 | $0.142 | 256K | 32K | — | 100.0% |
Venicecache venice/int4 | $0.75 | $3.50 | $0.16 | 256K | 66K | int4 | 100.0% |
SiliconFlowcache siliconflow/fp8 | $0.859 | $3.80 | $0.18 | 262K | 236K | fp8 | 100.0% |
Novitacache novita/int4 | $0.912 | $3.84 | $0.182 | 262K | 236K | int4 | 100.0% |
Nebiuscache nebius/fp4 | $0.95 | $4.00 | $0.15 | 262K | 236K | fp4 | 97.7% |
GMICloudcache gmicloud/fp8 | $0.95 | $4.00 | $0.19 | 262K | 236K | fp8 | 100.0% |
Alibabacache alibaba/fp8 | $0.95 | $4.00 | $0.19 | 262K | 16K | fp8 | 100.0% |
Cloudflarecache cloudflare | $0.95 | $4.00 | $0.19 | 262K | 236K | — | 100.0% |
Moonshot AIcache moonshotai | $0.95 | $4.00 | $0.19 | 262K | 236K | — | 100.0% |
Moonshot AIcache moonshotai/highspeed | $1.90 | $8.00 | $0.38 | 262K | 236K | — | 100.0% |
Supported API Parameters
Parameters accepted by this model when called through ChatOSS or OpenRouter.
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