20 of the best prompts for Claude for code documentation, step by step across 4 stages. Works with ChatGPT, Claude, and Gemini.
20 of the best prompts for Claude for code documentation, step by step across 4 stages. Works with ChatGPT, Claude, and Gemini.
Write clear, complete code documentation using Claude to generate docstrings, comments, READMEs, and API references that developers actually read. This guide walks you through every stage of Claude for Code Documentation, from Inline Comments and Docstrings all the way through Architecture and Technical Documentation, with a curated, copy-ready prompt at each step. Each stage targets a specific phase of the process so you always know exactly what to ask and what output to expect. Works with ChatGPT, Claude, and Gemini and any other major AI tool.
Use Claude to add meaningful documentation that explains the why behind the code.
Write docstring
Write a docstring for this function: [PASTE FUNCTION]. Include: what it does, parameters (name, type, description), return value, and one usage example. Follow [PYTHON/JAVASCRIPT/JAVA] conventions.
Add inline comments
Add inline comments to this complex code block to explain the non-obvious logic: [PASTE CODE]. Focus on explaining why decisions were made, not restating what the code does.
Generate docstrings
Generate docstrings for all public functions in this file: [PASTE FILE]. Use [JSDOC / GOOGLE-STYLE / NUMPY-STYLE] format consistently throughout.
Code has no
This code has no documentation and is difficult to follow. Add the minimum documentation needed to make it approachable to a developer seeing it for the first time: [PASTE CODE].
Write comment block explaining
Write a comment block explaining this algorithm: [PASTE CODE]. Cover: the problem it solves, the approach, time and space complexity, and any important edge cases or assumptions.
Use Claude to write project-level documentation that helps new contributors get productive quickly.
Write README
Write a README for this project: [DESCRIBE PROJECT AND TECH STACK]. Include: description, prerequisites, installation, configuration, usage examples, and a contributing section.
Write Getting Started guide
Write a Getting Started guide for [PROJECT]. Assume the reader knows [LANGUAGE] but has never used this project. Cover setup, first working example, and the 3 most common operations.
Improve README:
Improve this README: [PASTE CURRENT README]. Make the project purpose immediately clear, improve the code examples to be runnable, and reorganize so the most-needed information is easiest to find.
Write CONTRIBUTING.md
Write a CONTRIBUTING.md for [PROJECT]. Include: dev environment setup, coding standards, test requirements, branch naming conventions, and PR process.
Write CHANGELOG
Write a CHANGELOG for this release: [DESCRIBE CHANGES]. Use the Keep a Changelog format with sections for Added, Changed, Fixed, Deprecated, and Removed.
Use Claude to write API documentation that makes your API easy to integrate.
Document API endpoint:
Document this API endpoint: [PASTE HANDLER CODE]. Include: path, method, description, request parameters (name, type, required/optional, validation), response schema, and example request/response.
Generate OpenAPI 3.0 YAML
Generate an OpenAPI 3.0 YAML specification for these endpoints: [PASTE ROUTES AND SCHEMAS]. Include all paths, methods, request bodies, response schemas, and auth requirements.
Write developer-facing documentation
Write developer-facing documentation for this SDK function: [PASTE FUNCTION]. Focus on: how to use it, what it returns, common use cases, and error handling. Avoid implementation details.
Document error codes returned
Document the error codes returned by this API: [PASTE ERROR HANDLING CODE]. For each error: code, HTTP status, description, and what a developer should do when they receive it.
Write authentication guide
Write an authentication guide for this API: [PASTE AUTH CODE]. Explain the auth method, how to obtain credentials, the token lifecycle, and a working example in [LANGUAGE].
Use Claude to document system design, decisions, and operational runbooks.
Write architecture overview
Write an architecture overview for this system: [DESCRIBE COMPONENTS AND INTERACTIONS]. Include: component descriptions, data flow diagram in text format, and key design decisions made.
Write Architecture Decision Record
Write an Architecture Decision Record for this decision: [DESCRIBE DECISION]. Include: context and problem, options considered, decision, rationale, and consequences.
Document data model
Document the data model for this schema: [PASTE SCHEMA]. For each entity: purpose, key fields, relationships to other entities, and any important constraints.
Write runbook
Write a runbook for this operation: [DESCRIBE OPERATION]. Include: prerequisites, step-by-step instructions, verification steps, common errors, and rollback procedure.
Write troubleshooting guide
Write a troubleshooting guide for the most common issues with [SERVICE/SYSTEM]. For each issue: symptoms, diagnostic steps, root causes, and resolution.
Claude is strong at producing clear, well-structured documentation and maintaining consistent technical writing style. It reads code accurately and produces documentation that matches the actual implementation. For docstrings and API docs, the output often requires minimal editing.
Yes, for the major languages. Specify the language and documentation format (JSDoc, Python docstrings, JavaDoc) in your prompt. For less common languages, Claude can still document logic accurately even if it does not know every convention.
Prioritize: document public APIs and complex internal logic first. Work file by file. Ask Claude to document all functions in one file before moving to the next. Focus where documentation provides the most value to maintainers.
Yes, based on what the code actually does. Claude reads the implementation and documents accordingly. If your code does something non-obvious or relies on external context Claude cannot see, review the docstrings before publishing.
Yes. Provide your project description, tech stack, and target audience. Claude will generate a structured README that gets new contributors productive quickly. Add your specific installation commands and real examples before publishing.
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