developer-internals

Internal documentation for gh-aw, a system that turns workflow descriptions into GitHub Actions automation. It covers validation, safe output handling, configuration formats, and MCP server logs.

In plain words
What is it for?
Use it when working on gh-aw validation, expression limits, container and package checks, YAML compatibility, or MCP logging safeguards.
Why use it?
It helps developers understand and change the internal checks that keep these workflows valid, secure, and compatible with GitHub Actions.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/github/gh-aw/developer-internals
Any agent
npx skills add github/gh-aw --skill developer-internals
Clone the repo
git clone --depth 1 https://github.com/github/gh-aw

Made for: Claude Code, Codex.

Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,337 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00031 $0.04337
Opus 5 $0.00015 $0.02168
Sonnet 5 $0.00006 $0.00867
Haiku 4.5 $0.00003 $0.00434

Measured 2d ago against content hash 7565bab85aac, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

developer-internals scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.github/skills/developer-internals/SKILL.md · 624 lines

How it starts

The opening of the file, as written. The whole thing — 624 lines — stays where its author put it; the contents beside it link to each section on GitHub.

gh-aw Internal Architecture

Use this reference when working on the gh-aw compiler internals, validation system, safe output processing, or MCP server features.

Table of Contents

Validation Architecture

The validation system ensures workflow configurations are correct, secure, and compatible with GitHub Actions before compilation.

Architecture Overview

graph LR
    WF[Workflow] --> CV[Centralized Validation]
    WF --> DV[Domain-Specific Validation]
    CV --> validation.go
    DV --> strict_mode.go
    DV --> pip.go
    DV --> npm.go
    DV --> expression_safety.go
    DV --> engine.go
    DV --> mcp-config.go

Centralized Validation

Location: pkg/workflow/validation.go (782 lines)

Purpose: General-purpose validation that applies across the entire workflow system

Key Functions:

  • validateExpressionSizes() - Ensures GitHub Actions expression size limits
  • validateContainerImages() - Verifies Docker images exist and are accessible
  • validateRuntimePackages() - Validates runtime package dependencies
  • validateGitHubActionsSchema() - Validates against GitHub Actions YAML schema
  • validateNoDuplicateCacheIDs() - Ensures unique cache identifiers
  • validateSecretReferences() - Validates secret reference syntax
  • validateRepositoryFeatures() - Checks repository capabilities
  • validateHTTPTransportSupport() - Validates HTTP transport configuration
  • validateWorkflowRunBranches() - Validates workflow run branch configuration

When to add validation here:

  • Cross-cutting concerns that span multiple domains
  • Core workflow integrity checks
  • GitHub Actions compatibility validation
  • General schema and configuration validation
  • Repository-level feature detection

Domain-Specific Validation

Read the full file on GitHub · 624 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2d ago First seen · 624 lines · 31 tokens per session scan A 7565bab85aac

Subscribe to this mod's changes

developer-internals is a skill published in the GitHub repository github/gh-aw (5,050 stars, last pushed 2d ago), licensed MIT. It adds 31 tokens to every session and 4,337 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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