Kimi K2.7-Code

by Moonshot AI

Kimi K2.7-Code is an open-weight coding-focused language model released by Moonshot AI on June 12, 2026, under a Modified MIT license. It is optimized for agentic coding workflows with 30% lower reasoning-token usage than its predecessor K2.6, and serves as the engine behind the Kimi Code terminal-first coding agent.

Code Models
Proprietary

Primary Use Cases

  • Agentic software engineering
  • Repository-scale code analysis and refactoring
  • Autonomous debugging and testing
  • Terminal-based coding workflows
  • Self-hosted AI coding infrastructure

✅ Strengths

  • Open-weight with Modified MIT license — self-hostable
  • Specialized for coding with lower token overhead than general models
  • Strong benchmark improvements over K2.6 on coding-specific evaluations
  • Available via Kimi API and HuggingFace
  • Integrated into Kimi Code terminal agent

⚠️ Limitations

  • Specialized for coding — not a general-purpose model
  • Standalone API pricing not finalized at launch
  • Kimi Code agent access requires $19/month membership
  • Vendor-run benchmarks — independent verification pending

🏆 Performance Benchmarks

Standardized benchmark scores for objective comparison

Kimi Code Bench v2(Coding)
21.8% improvement vs K2.6

Vendor-reported; independent verification pending

MLS Bench Lite(Coding)
31.5% improvement vs K2.6

Vendor-reported; independent verification pending

Technical Specifications

Developer
Moonshot AI
Category
Code Models
Type
🧠 Foundation Model
License
UNKNOWN
Version
K2.7

Performance Benchmarks

Kimi Code Bench v221.8% improvement vs K2.6
MLS Bench Lite31.5% improvement vs K2.6

Source: View benchmark details

Trust & Privacy

Health Status
🟢 Active
Trains on User Data
❓ Unknown
Certifications
None listed

Ecosystem & Integrations

API Access
✅ Available
Chrome Extension
❌ No
Mobile App
❌ No
Pricing Model
💎 Freemium
Free Tier
✅ Available

Pricing Breakdown

Open Source (HuggingFace)

Free model weights for self-hosting under Modified MIT license

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Kimi Code Agent

Managed terminal coding agent with agent credits and swarm features

Monthly$19/mo