Kimi K2.7 Code
Moonshot AI · released
A coding-specialised model built on Kimi K2.6 that targets end-to-end software tasks while using fewer thinking tokens. It is the cheaper Kimi option now that K3 has moved upmarket.
Best for: Coding on a budget · Open-weight coding agents
- Intelligence Index
- 25.8
- #27 of 38
- Price per 1M tokens
- $0.95 in $4 out
- Blended $1.71 at 3:1
- Context window
- 262K
- Output speed
- 84 tokens/s
- $0.54 measured cost per task
Capability profile
One 0–100 score per area, placing this model between the weakest and strongest tracked model across that area's benchmarks.
- Overall31 · #30 of 38
Based on 1 of 3 benchmarks
- Coding21 · #29 of 39
Based on 3 of 5 benchmarks
- Agents & knowledge work40 · #26 of 40
Based on 1 of 6 benchmarks
- Reasoning & science40 · #25 of 39
Based on 2 of 2 benchmarks
- Knowledge & reliability55 · #29 of 39
Based on 2 of 2 benchmarks
- VisionNot enough data
Based on 0 of 2 benchmarks
Benchmark results
All third-party results on record. Rank is among the tracked models that have been tested on that benchmark.
Overall
#27 of 38· Artificial Analysis
- Vals IndexNot tested
- Arena · TextNot tested
Coding
#27 of 38· Artificial Analysis
- SciCode47.8%
#27 of 38· Artificial Analysis
- Arena · WebDev1473 ±9
#27 of 34· 4,986 votes· Arena
- Vibe Code BenchNot tested
- Code MigrationNot tested
Agents & knowledge work
- GDPval-AA27.0
#29 of 39· Artificial Analysis
- Arena · AgentNot tested
- Finance Agent v2Not tested
- Excel Modeling BenchmarkNot tested
- Legal Research BenchNot tested
- Tax Agent BenchNot tested
Reasoning & science
- Humanity's Last Exam35.0%
#25 of 39· Artificial Analysis
- CritPt10.0%
#25 of 39· Artificial Analysis
- ARC-AGI-2saturatingNot tested
- ARC-AGI-3Not tested
- GPQA Diamondsaturating89.6%
#16 of 27· Artificial Analysis
Knowledge & reliability
#29 of 39· Artificial Analysis
- AA-LCR79.3%
#26 of 39· Artificial Analysis
Vision
- MMMU-ProNot tested
- Arena · VisionNot tested
Reported by Moonshot AI
Numbers the lab published at launch, run on its own harness and settings. Useful context, but not independently verified and never used in the rankings on this site.
- MCP Atlas76%
- MCPMark Verified81.1%
Specifications
- Lab
- Moonshot AI
- Released
- Jun 12, 2026
- Availability
- Generally available
- Context window
- 262,144 tokens
- Max output
- —
- Accepts
- Text, Images, Video
- Knowledge cutoff
- Not published
- Weights
- Open
- Licence
- Modified MIT
- Parameters
- 1T total · 32B active
- Reasoning control
- Always on
- API model ID
kimi-k2.7-code
Pricing
- Input / 1M tokens
- $0.95
- Cached input / 1M
- $0.19
- Output / 1M tokens
- $4
- Blended (3:1)
- $1.71
- Measured cost / task
- $0.54
A “highspeed” variant serves the same model faster at double the price.
Official sources
Closest alternatives
The models nearest to this one on overall score.
23 benchmarks tracked. See methodology and sources.