How to Use Claude AI for Coding: Complete Developer Guide 2025

Claude 3.5 Sonnet is arguably the best AI for coding in 2025. This guide covers everything developers need to know to use Claude effectively.

Why Developers Love Claude for Coding

  • Superior code quality — produces clean, well-commented, idiomatic code
  • 200K context window — paste entire files or repositories
  • Explains its reasoning — not just code, but why
  • Better at following complex technical specifications
  • Less hallucination on coding tasks than other models

1. Writing New Code

Be specific about requirements:

Good prompt: “Write a Python function that takes a list of URLs, checks each URL’s status code with a 5-second timeout, handles exceptions gracefully, and returns a dictionary mapping URL → status code. Use asyncio for concurrent requests.”
Bad prompt: “Write a function to check URLs”

2. Code Review and Debugging

Paste your code and ask for a review:

  • “Review this code for security vulnerabilities: [paste code]”
  • “This function throws [error]. Here’s the code and the full stack trace: [paste both]. What’s wrong?”
  • “Refactor this code to be more readable and testable: [paste code]”

3. Explaining Complex Code

Claude excels at explaining unfamiliar codebases:

  • “Explain this code step by step, assuming I’m a junior developer: [paste code]”
  • “What does this regex do, and when would it fail? [regex pattern]”
  • “Trace through this code execution with this input: [input]. Show me the state at each step.”

4. Architecture and Design

Claude helps with system design:

  • “Design a REST API for a task management app with users, projects, and tasks. Show the endpoint structure, request/response formats, and database schema.”
  • “What design pattern should I use for [describe problem]? Explain the tradeoffs.”

5. Test Writing

“Write comprehensive pytest unit tests for this function: [paste code]. Include: happy path tests, edge cases, error cases, and mock any external dependencies.”

6. Documentation

  • “Write comprehensive docstrings for all functions in this module: [paste code]”
  • “Generate a README for this project based on the code and structure: [paste code]”
  • “Create API documentation in OpenAPI/Swagger format for these endpoints: [paste code]”

Pro Tips for Claude + Coding

  • Provide context: Tell Claude your tech stack, constraints, and goals
  • Iterate: Start with a rough implementation and refine with follow-up prompts
  • Verify: Always test Claude’s code before using in production
  • Use Projects: Store code context in Claude Projects for session continuity

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