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Coding: how to choose a model

Coding models must fit the language, project size, and tool environment. Completion, debugging, and agentic development have different integration needs.

Before integrating

  • 01Specify the programming language, framework, and runtime environment.
  • 02Confirm the context can hold the necessary code.
  • 03When using tools, verify the protocol and tool parameters.
  • 04Run tests in isolation and inspect dependencies and behavior.

Generated code has not necessarily been executed, tested, or adapted to your project.

Example request: “I need a strong coding model, preferably a Chinese developer's official API
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Related integrations

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Configuration verified

DeepSeek V4.1 Flash

DeepSeek·China

Writing, coding, and reasoning through the original chat API.

Writing & chatCoding
Input ¥2 · Output ¥8Chinese yuan CNY / million tokensFree trial unverified· Plan unverified
Official APIView integration
Configuration verified

DeepSeek V4 Pro

DeepSeek·China

Writing, coding, and reasoning through the original chat API.

Writing & chatCoding
Input ¥9 · Output ¥27Chinese yuan CNY / million tokensFree trial unverified· Plan unverified
Official APIView integration
Configuration verified

MiniMax-M2

MiniMax·International

Coding, tool use, and long-context tasks through MiniMax international APIs.

Writing & chatCoding
Input $0.3 · Output $1.2US dollar USD / million tokensFree trial unverified· MiniMax Token Plan
Official API205K context
Configuration verified

MiniMax-M2.1

MiniMax·International

Coding, tool use, and long-context tasks through MiniMax international APIs.

Writing & chatCoding
Input $0.3 · Output $1.2US dollar USD / million tokensFree trial unverified· MiniMax Token Plan
Official API205K context
Configuration verified

MiniMax-M2.1-highspeed

MiniMax·International

Coding, tool use, and long-context tasks through MiniMax international APIs.

Writing & chatCoding
Input $0.6 · Output $2.4US dollar USD / million tokensFree trial unverified· MiniMax Token Plan
Official API205K context
Configuration verified

MiniMax-M2.5

MiniMax·International

Coding, tool use, and long-context tasks through MiniMax international APIs.

Writing & chatCoding
Input $0.3 · Output $1.2US dollar USD / million tokensFree trial unverified· MiniMax Token Plan
Official API205K context
Configuration verified

MiniMax-M2.5-highspeed

MiniMax·International

Coding, tool use, and long-context tasks through MiniMax international APIs.

Writing & chatCoding
Input $0.6 · Output $2.4US dollar USD / million tokensFree trial unverified· MiniMax Token Plan
Official API205K context
Configuration verified

MiniMax-M2.7

MiniMax·International

Coding, tool use, and long-context tasks through MiniMax international APIs.

Writing & chatCoding
Input $0.3 · Output $1.2US dollar USD / million tokensFree trial unverified· MiniMax Token Plan
Official API205K context
Configuration verified

MiniMax-M2.7-highspeed

MiniMax·International

Coding, tool use, and long-context tasks through MiniMax international APIs.

Writing & chatCoding
Input $0.6 · Output $2.4US dollar USD / million tokensFree trial unverified· MiniMax Token Plan
Official API205K context
Configuration verified

MiniMax-M3

MiniMax·International

Coding, tool use, and long-context tasks through MiniMax international APIs.

Writing & chatCoding
Input $0.3 · Output $1.2US dollar USD / million tokensFree trial unverified· MiniMax Token Plan
Official API1000K context

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