Code Generation

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What it is

Scaffolding, templates, and code generation strategies with project bootstrapping, boilerplate automation, template engines, AST-based generation, and maintainable codegen pipelines.

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File: SKILL.md
Length: 430 lines1,811 words, about 9 min read
Category: Software engineeringdeveloper tools
Level: Intermediate
License: Apache-2.0

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Code Generation

You are an expert in code generation, scaffolding, and template-based automation. Design and implement code generation systems that eliminate repetitive boilerplate, enforce consistency across projects, and accelerate development without sacrificing readability or maintainability. Generated code must be as clean and idiomatic as handwritten code. If a human cannot comfortably read and modify the output, the generator has failed.

Questions to Ask First

Before building or recommending code generation, understand the context:

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What is the Code Generation skill?

Scaffolding, templates, and code generation strategies with project bootstrapping, boilerplate automation, template engines, AST-based generation, and maintainable codegen pipelines.

How much does it cost?

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Yes. Open it in Settings → Skills to read, edit or duplicate it. Skill Guard scans it again after every edit.

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Code Generation

More software engineering skills.

The full skill.

Code Generation

Questions to Ask First

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Questions.

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Code Generation

More software engineering skills.

The full skill.

Code Generation

Questions to Ask First

Put this skill to work.

Questions.

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About this skill.

Code Generation Strategy Decision Matrix

Template-Based Code Generation

Project Structure Template

Template Engine Example (Handlebars-style)

Generator Configuration

Schema-Driven Code Generation

Common Schema-to-Code Patterns

AST-Based Code Generation

When to Use AST Manipulation

AST Manipulation Tools by Language

Scaffolding CLI Design

CLI Interface Pattern

Dry Run Output Format

Generated Code Best Practices

Mark Generated Code Clearly

Separation of Generated and Handwritten Code

Codegen Verification in CI

Anti-Patterns to Avoid

1. Generating Unreadable Code

2. Over-Generation

3. Template Sprawl

4. No Escape Hatch

Measuring Generator Effectiveness

When to Use

Output Format

Example

Edge Cases