gh-aw: Skill for Claude Code

.github/skills/developer-internals/SKILL.md

developer-internals is a skill for Claude Code, Codex from github/gh-aw. It costs 31 tokens per session (4,352 once invoked), scanned A, original, MIT.

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 ✓ vendor

Written for no agent in particular: nothing here depends on one.

This is github/gh-aw's own configuration. It tells Claude Code and Codex how to work on gh-aw itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything gh-aw configures →

About the project

GitHub Agentic Workflows is a GitHub CLI extension that lets developers define AI-assisted repository automation in Markdown and run it through GitHub Actions. It is intended for tasks requiring interpretation or reasoning, such as issue triage, pull-request review, CI investigation, documentation maintenance, and dependency analysis. The catalogue entries provide skills and agents for working with these workflows.

github/gh-aw · 5,406 stars · on GitHub · gh.io

Reuse

Borrowing it

Nothing to install: this file belongs to github/gh-aw. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/github/gh-aw/main/.github/skills/developer-internals/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/github/gh-aw

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for developer-internals

README.md
[![agentmods](https://agentmods.dev/badge/skills/github/gh-aw/developer-internals/github.svg)](https://agentmods.dev/skills/github/gh-aw/developer-internals)
Your own site
<a href="https://agentmods.dev/skills/github/gh-aw/developer-internals"><img src="https://agentmods.dev/badge/skills/github/gh-aw/developer-internals/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for developer-internals

Your own site · 80×15
<a href="https://agentmods.dev/skills/github/gh-aw/developer-internals"><img src="https://agentmods.dev/badge/skills/github/gh-aw/developer-internals.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,352 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium MCP Rug Pull · line 87
    npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.
    Fix: Pin the version: npx @scope/[email protected]
How audits are shown
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 5.1 $0.00031 $0.04352
Opus 5.5 $0.00012 $0.01741
Sonnet 5.5 $0.00006 $0.00870
Haiku 4.5 $0.00003 $0.00435

Measured 1mo ago against content hash 20f9ff94512b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, 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 1mo 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 · 623 lines

How it starts

The opening of the file, as written. The whole thing — 623 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_validation.go
    DV --> strict_mode_permissions_validation.go
    DV --> pip.go
    DV --> npm.go
    DV --> expression_safety_validation.go
    DV --> engine.go
    DV --> mcp-config.go

Centralized Validation

Location: pkg/workflow/validation.go (core compile-time checks)

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

Read the full file on GitHub · 623 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. 1mo ago Changed · -1 lines 20f9ff94512b
  2. 1mo 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 (5,406 stars, last pushed today), licensed MIT. It adds 31 tokens to every session and 4,352 once invoked, about $0.0001 per session on Opus 5.5. 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.

Related

Other skills, from other repositories

c-github

Interact with GitHub using the gh CLI and jq. Manage PRs, issues, repositories, and Actions workflows. Make raw API calls with gh api for anything not covered by built-in commands.

daxaur/openpaw · 48 tokens

watch-pr

Watch a GitHub pull request for CI status, reviews, comments, merge conflicts, and terminal states using the gh-watch extension. Use when the user wants to monitor a PR, wait for CI, or track PR progress.

justincampbell/gh-watch · 48 tokens

watch-tag

Watch a GitHub repository for new tags using the gh-watch extension. Use when the user wants to be notified when a tag is created, when a release is cut, or when a tag that includes a specific commit appears (e.g. "tell me when my merge ships in a release").

justincampbell/gh-watch · 62 tokens

watch-branch

Watch a GitHub branch for new commits using the gh-watch extension. Use when the user wants to be notified when new commits are pushed to a branch, monitor main for merges, or track branch activity.

justincampbell/gh-watch · 45 tokens

watch-commit

Watch a GitHub commit for CI status changes using the gh-watch extension. Use when the user wants to monitor a commit's CI checks, wait for a build to finish, or track CI progress on a specific SHA.

justincampbell/gh-watch · 48 tokens

update-architecture-docs

Generate or update the architecture documentation in docs/content/architecture/. Use on "update architecture docs", "generate architecture documentation", "regenerate architecture docs", or after any structural change to the codebase.

AlexSkrypnyk/scaffold · 46 tokens