Best Chinese LLM APIs for Code Generation: DeepSeek, Qwen, MiniMax, and GLM

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Chinese LLMCode GenerationDeepSeekQwen

Chinese LLM APIs are increasingly evaluated for developer tools and code generation. The strongest setup usually uses more than one model.

Models to test

  • DeepSeek for reasoning-heavy coding and debugging
  • Qwen for flexible model sizes and broad developer workflows
  • MiniMax for conversational coding assistants and agent UX
  • GLM for enterprise assistant workflows

Evaluation checklist

Test:

  • correctness
  • repository context use
  • test generation quality
  • style consistency
  • security awareness
  • latency
  • cost per accepted change

Production architecture

Route by task. Use stronger reasoning models for difficult debugging, and cheaper models for summaries or documentation.

Final thoughts

The best Chinese LLM for code generation depends on the task. Evaluate with real code, run tests, and route intelligently.