BlogLLM Benchmark Scores as Published, Side by Side

Kimi K2.7 Code: Benchmark Scores as Published

Every result the catalog holds for Kimi K2.7 Code: 6 tests in 4 areas, from 3 pages. All were printed by Moonshot AI itself. Each number is as printed; nothing is ranked or rescored.

Developer Moonshot AIReleased 2026-06-11Context window 256KInput Image, videoOutput TextWeights Open (Modified MIT License)Data version 2026103001, as of 2026-10-30

Knowledge Work

TestValuePrinted bySetup as printed
Kimi Claw 24/7 Bench46.9%Moonshot AI, Kimi K2.7 Code model cardchecked 2026-10-15Harness: OpenClaw; Context: 262144

Agentic Coding

TestValuePrinted bySetup as printed
ProgramBench53.6%Moonshot AI, Kimi K2.7 Code model cardchecked 2026-10-15Context: 262144
Kimi Code Bench 2.062%Moonshot AI, Kimi K2.7 Code model cardchecked 2026-10-15Context: 262144

ML Engineering

TestValuePrinted bySetup as printed
MLS-Bench-Lite35.1Moonshot AI, Kimi K2.7 Code model cardchecked 2026-10-15Context: 262144

Tool Use and Workflows

TestValuePrinted bySetup as printed
MCP Atlas76%Moonshot AI, Kimi K2.7 Code model cardchecked 2026-10-15Context: 262144
MCPMark-Verified81.1%Moonshot AI, Kimi K2.7 Code model cardchecked 2026-10-15Context: 262144

Price

API list prices in US dollars per one million tokens, as printed on the developer's pricing page on the day checked. Cost per task is measured by Vals AI.

PriceValuePrinted bySetup as printed
Input$0.95Moonshot AI, Kimi API pricing (international platform)checked 2026-10-19-
Cached input$0.19Moonshot AI, Kimi API pricing (international platform)checked 2026-10-19-
Output$4Moonshot AI, Kimi API pricing (international platform)checked 2026-10-19-
Cost per taskVals AI, USD, lower is better$3.84Vals AI, Vibe Code Bench v1.1 leaderboardchecked 2026-10-27Harness: OpenHands

More from Moonshot AI

Every number here is read from the same catalog file as the benchmark table, data version 2026103001. Where one page printed the model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.