2026-10-20UPDATEPlatform updated: 52 models tracked across 42 independent benchmarks including CorpFin • 2026-10-20BENCHCorpFin added to benchmark suite — long credit agreement comprehension evaluations live • 2026-10-19MODELClaude Sonnet 5.5 and Opus 5.5 achieve 75.9% and 75.8% on Excel Modeling Benchmark v1.1 • 2026-10-19MODELTax Agent Bench updated: Claude Fable 5.1 (49.2%) and Gemini 4 Argon (44.6%) lead corporate tax research • 2026-10-18MODELGemini 4 Argon claims #1 rank on Finance Agent (v2) with 65.4% • 2026-10-13MODELGoogle launches Gemini 4 Argon with 1M-token output limit and native multimodal reasoning • 2026-10-06MODELAnthropic completes Claude 5.5 generation with Claude Haiku 5.5, Opus 5.5, and Sonnet 5.5 • 2026-10-20UPDATEPlatform updated: 52 models tracked across 42 independent benchmarks including CorpFin • 2026-10-20BENCHCorpFin added to benchmark suite — long credit agreement comprehension evaluations live • 2026-10-19MODELClaude Sonnet 5.5 and Opus 5.5 achieve 75.9% and 75.8% on Excel Modeling Benchmark v1.1 • 2026-10-19MODELTax Agent Bench updated: Claude Fable 5.1 (49.2%) and Gemini 4 Argon (44.6%) lead corporate tax research • 2026-10-18MODELGemini 4 Argon claims #1 rank on Finance Agent (v2) with 65.4% • 2026-10-13MODELGoogle launches Gemini 4 Argon with 1M-token output limit and native multimodal reasoning • 2026-10-06MODELAnthropic completes Claude 5.5 generation with Claude Haiku 5.5, Opus 5.5, and Sonnet 5.5 •
Home/Models/Kimi K2.7 Code
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Kimi K2.7 Code

Open-weight#39 on FB Leaderboard262K contextReleased 2026-06-127 benchmarks evaluated
View Benchmarks →Submit a score
53.5
FB Score
#39
Overall rank
FB Score53.5Rank #39
Best benchmark82.0%LiveCodeBench
PAVE overall—%Level 1-4
Benchmarks7 / 42Evaluated
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Score by domain

Verification
Not evaluated
No data
Document QA
Not evaluated
No data
Numerical
Not evaluated
No data
Forensic
Not evaluated
No data
Multi-domain
Not evaluated
No data
Agent Tasks
50.0%
Rank #22 of 44
Performance profile
80%Agent Tasks50.0%
Benchmark results7 evaluated · 35 pending
BenchmarkScoreRankTierWeightSourceDate
Pave Interchange Fee Benchmark
VerificationForensic
——Tier 130FB 2026Pending
FinanceBench
Document QA
——Tier 220FB 2026Pending
FinBen
Multi-domain
——Tier 310FB 2026Pending
FinQA
Numerical
——Tier 220FB 2026Pending
ConvFinQA
Document QA
——Tier 220FB 2026Pending
Finance Agent Benchmark
Agent Tasks
——Tier 130FB 2026Pending
MultiHiertt
Numerical
——Tier 310FB 2026Pending
FinAuditing
ForensicCompliance
——Tier 310FB 2026Pending
VALS Index
VerificationNumericalAgent Tasks
——Tier 125FB 2026Pending
MortgageTax Benchmark
NumericalForensic
——Tier 220FB 2026Pending
TaxEval v2
VerificationForensic
——Tier 220FB 2026Pending
Code Migration
Agent Tasks
25.4#15 / 23Tier 310FB 20262026-06
CyberBench
Forensic
——Tier 310FB 2026Pending
Excel Modeling Benchmark
Document QAForensic
——Tier 310FB 2026Pending
Legal Research Bench
Document QAForensic
——Tier 310FB 2026Pending
MedCode
Verification
——Tier 310FB 2026Pending
MedScribe
Document QA
——Tier 310FB 2026Pending
ProofBench v1.1
NumericalVerification
——Tier 310FB 2026Pending
SAGE
Agent Tasks
——Tier 310FB 2026Pending
Public Benefits Bench
VerificationForensic
——Tier 310FB 2026Pending
Vibe Code Bench v1.1
Agent Tasks
47.2#17 / 23Tier 310FB 20262026-06
Harvey's Legal Agent
Agent TasksForensic
——Tier 310FB 2026Pending
GPQA Diamond
NumericalVerification
——Tier 215FB 2026Pending
IOI
Numerical
——Tier 310FB 2026Pending
LiveCodeBench
Agent Tasks
82.0#17 / 19Tier 310FB 20262026-06
LegalBench
Document QAForensic
——Tier 310FB 2026Pending
MMLU Pro
NumericalVerification
——Tier 215FB 2026Pending
MMMU
Document QANumerical
——Tier 310FB 2026Pending
ProgramBench
Agent Tasks
0.0#8 / 17Tier 310FB 20262026-06
SkillsBench
Agent Tasks
50.0#11 / 17Tier 310FB 20262026-06
SWE-bench
Agent Tasks
78.2#16 / 22Tier 220FB 20262026-06
Terminal-Bench 2.1
Agent Tasks
67.0#14 / 23Tier 310FB 20262026-06
RSI Index
Agent TasksNumerical
——Tier 310FB 2026Pending
Time Horizon Index
ForensicAgent Tasks
——Tier 310FB 2026Pending
ReverseEngBench
Forensic
——Tier 310FB 2026Pending
Tax Agent Bench
ForensicAgent Tasks
——Tier 310FB 2026Pending
Big Finance Bench
ForensicDocument QA
——Tier 310FB 2026Pending
GDPval-MM
Document QANumerical
——Tier 310FB 2026Pending
BankerToolBench
Agent Tasks
——Tier 310FB 2026Pending
GDPval-Rubrics
Forensic
——Tier 310FB 2026Pending
PRBench-Finance
NumericalForensic
——Tier 310FB 2026Pending
CorpFin
ForensicVerification
——Tier 220FB 2026Pending
Contents.md
Model info
OrganisationMoonshot AI
Release date2026-06-12
LicenseOpen-weight
Context window262K tokens
Open weightYes
FB Score breakdown
Code Migration×10 = 2.5
Vibe Code Bench×10 = 4.7
LiveCodeBench×10 = 8.2
ProgramBench×10 = 0.0
SkillsBench×10 = 5.0
SWE-bench×20 = 15.6
Terminal-Bench×10 = 6.7
FB Score (weighted avg)53.5
Compare - all models
AClaude Opus 4.773.8%
OGPT-5.572.2%
OGPT-6 Sol71.1%
DDeepSeek V4 Pro70.1%
GGemini 3.1 Pro70.0%
OGPT-6 Luna70.0%
Compare vs Claude Opus 4.7 in full →
Evaluation notes
Scores reflect median of 3 runs per task at temperature 0.0 with 0-shot prompting. PAVE evaluation conducted by FinanceBenchmark. Other scores sourced from latest published arXiv papers.