Implementation Standards

SkillAI & models

Reference material with coding standards (defensive coding, error handling, testing patterns). Loaded on demand by the Developer sub-agent (`.github/agents/_developer.md`); not directly invokable.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Implementation Standards skill

What this skill tells your AI

The instructions your AI receives, as published by attilaszasz/sdd-pilot in .github/skills/implementation-standards/SKILL.md and read by ahel’s review.

Core Coding Principles

1. Defensive Coding

  • Input Validation: Validate at entry point (Controller/API). Never trust user input.
  • Fail Fast: Check preconditions immediately. Throw specific errors, not generic 500s.
  • Null Safety: Avoid returning null. Use Option types or explicit "Not Found" errors.

2. Error Handling

  • Structured Errors: Standard format (Code, Message, Details).
  • Log Context: Log stack trace AND input parameters on catch.
  • No Silent Failures: No empty catch blocks.

3. Testing Mocks

  • External Dependencies: Always mock 3rd party APIs in unit tests.
  • Determinism: Tests must run without network access.

Common Patterns

Repository Pattern (Data Access)

interface UserRepository {
  findById(id: string): Promise<User | null>
  save(user: User): Promise<User>
}

Service Layer (Business Logic)

Contains all domain rules. Never access DB directly from Controller.

class UserService {
  constructor(repo: UserRepository)

  async register(email: string) {
    if (await this.repo.findByEmail(email)) {
      throw new DuplicateEmailError()
    }
    // ... logic
  }
}

Context-Window Efficiency

When context budget is tight (late in long implementation runs):

  • Targeted reads: re-read specific sections, not entire files.
  • Defer optional docs: load data-model.md and contracts/ only when current task references them.
  • Summarize: reference earlier findings by key point, don't re-include full content.

Review Checklist for Agents

Before confirming task "Complete":

  1. Compiles/runs? (No syntax errors)
  2. Imports clean? (No unused imports)
  3. Types explicit? (No any or var if avoidable)
  4. Comments helpful? (Explain "Why", not "What")

Signals

GitHub stars
97
Forks
9
Last commit
Sep 2026
Advanced
Item type
skill
Key
implementation-standards
Source
github.com/attilaszasz/sdd-pilot