Maintain model-routing audit golden fixtures and expected outputs.
$ npx skills add github/gh-aw --skill model-routing-golden -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install github/gh-aw model-routing-golden --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/github/gh-aw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.github/skills/model-routing-golden .claude/skills/model-routing-golden && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "model-routing-golden" agent skill from https://github.com/github/gh-aw/tree/main/.github/skills/model-routing-golden into .claude/skills/model-routing-golden/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "model-routing-golden", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/github/gh-aw/tree/main/.github/skills/model-routing-goldenType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add github/gh-aw --skill model-routing-golden -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install github/gh-aw model-routing-golden --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/gh-aw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.github/skills/model-routing-golden .agents/skills/model-routing-golden && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "model-routing-golden" agent skill from https://github.com/github/gh-aw/tree/main/.github/skills/model-routing-golden into .agents/skills/model-routing-golden/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "model-routing-golden", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add github/gh-aw --skill model-routing-golden -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install github/gh-aw model-routing-golden --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/gh-aw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.github/skills/model-routing-golden .cursor/skills/model-routing-golden && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "model-routing-golden" agent skill from https://github.com/github/gh-aw/tree/main/.github/skills/model-routing-golden into .cursor/skills/model-routing-golden/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "model-routing-golden", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/github/gh-aw.git --path .github/skills/model-routing-golden--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add github/gh-aw --skill model-routing-golden -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install github/gh-aw model-routing-golden --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/gh-aw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.github/skills/model-routing-golden .gemini/skills/model-routing-golden && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "model-routing-golden" agent skill from https://github.com/github/gh-aw/tree/main/.github/skills/model-routing-golden into .gemini/skills/model-routing-golden/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "model-routing-golden", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install github/gh-aw model-routing-goldenInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add github/gh-aw --skill model-routing-golden -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/github/gh-aw.git skills-src && mkdir -p .github/skills && cp -r skills-src/.github/skills/model-routing-golden .github/skills/model-routing-golden && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "model-routing-golden" agent skill from https://github.com/github/gh-aw/tree/main/.github/skills/model-routing-golden into .github/skills/model-routing-golden/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "model-routing-golden", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add github/gh-aw --skill model-routing-golden -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install github/gh-aw model-routing-golden --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/gh-aw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.github/skills/model-routing-golden .opencode/skills/model-routing-golden && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "model-routing-golden" agent skill from https://github.com/github/gh-aw/tree/main/.github/skills/model-routing-golden into .opencode/skills/model-routing-golden/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "model-routing-golden", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
model-routing-goldenMaintain model-routing audit golden fixtures and expected outputs.
Model Routing Golden is an agent skill from github/gh-aw, published by the product's own GitHub organization. Maintain model-routing audit golden fixtures and expected outputs.
Its SKILL.md is about 450 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Model routing and gateways. It works with GitHub. The repository describes itself as: GitHub Agentic Workflows. The licence is MIT.
Read from SKILL.md and the folder at commit e19bf2b. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
makepython3ghFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use gh, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Model Routing Golden loads about 453 tokens when it runs. Until then it costs about 22 tokens; SKILL.md has 213 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from github/gh-aw at commit e19bf2b, republished under its MIT licence (© github). 213 words, ~453 tokens.
.claude/skills/model-routing-golden/SKILL.md (or your agent's skills folder).Use this skill when a model-routing golden test fails, analysis output changes intentionally, or a new routed workflow run needs coverage.
Run make verify-model-routing-golden (or
python3 scripts/model-routing-golden.py --verify) before changing fixtures.
Treat a mismatch as a behavior change to investigate, not a reason to regenerate
immediately.
When analysis behavior intentionally changes, run
make update-model-routing-golden. Review the complete diff for each
expected*.json file and confirm that routing status, classifier attribution,
AWF credits, token totals, warnings, and subagent costs match the intended
behavior. Keep separate legacy goldens when missing artifacts cause documented
information loss. Do not regenerate outputs merely to silence an unexplained
failure.
Capture a run with:
python3 scripts/model-routing-golden.py --run <id-or-url> --case <case-name>Use --replace only when intentionally updating an existing source run. The
tool downloads through the local gh aw logs artifact path, minimizes and
redacts its files, and refuses to write if analysis on the fixture differs from
analysis on the full download. Use --source-dir to exercise capture against
the synthetic downloaded-run fixture without GitHub access.
Add the case and its source scenario to modelRoutingGoldenCases and the
fixture README. Then run make update-model-routing-golden, inspect all
generated files, and run make verify-model-routing-golden. Retain the
established file layout and logs/ ignore exception so raw proxy-log fixtures
remain tracked.
© github, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .github/skills/model-routing-golden of github/gh-aw.
Open the folder on GitHubat commit e19bf2b
Model Routing Golden next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Model Routing Golden this skillgithub/gh-aw | 5.4k | — | ~453 | Automated safety check: Pass | MIT | |
| Running Claude Code Via Litellm Copilotaiskillstore/marketplace | 433 | — | ~2.4k | Automated safety check: Pass | None | |
| Embeddings via 9Routerdecolua/9router | 31k | — | ~604 | Automated safety check: Pass | MIT | |
| OpenWork Model Alias Managerdifferent-ai/openwork | 24k | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| TriageTalAter/annyang | 6.8k | — | ~810 | Automated safety check: Notes | MIT | |
| Esmfold2JimLiu/science-skills | 228 | 4 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 |
aiskillstore/marketplace
A skill your agent uses when routing Claude Code through a local LiteLLM proxy to GitHub Copilot, reducing direct Anthropic spend, configuring ANTHROPICBASEURL or ANTHROPICMODEL overrides, or…
decolua/9router
Generates vector embeddings through the 9Router /v1/embeddings endpoint, using models from providers such as OpenAI, Gemini, Mistral and Voyage for RAG and semantic search.
different-ai/openwork
Manages OpenWork's inference model aliases, discounts and overlays over the upstream OpenRouter catalog, and triggers the GitHub workflow that refreshes base models.
TalAter/annyang
Triage and close GitHub issues on TalAter/annyang. An agent skill from TalAter/annyang.
JimLiu/science-skills
Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al.
pnp/copilot-prompts
This skill should be used when the user asks to "create a new prompt sample", "add a new prompt sample", "scaffold a new prompt sample", "create a prompt contribution", "add a prompt", or needs to…
github/gh-aw
Drives a real browser from the command line with playwright-cli to open pages, interact, mock requests, save state and work with Playwright tests.
github/gh-aw
Generate a readable six-panel repository statistics infographic from validated JSON, with exact arithmetic and independent raw GitHub/Git reconciliation.
github/gh-aw
Designs and verifies a deterministic grader that measures whether a GitHub Agentic Workflow run reached its real-world or repository outcome.
github/gh-aw
Scaffolds, edits, reloads and debugs a canvas extension that the GitHub Copilot CLI can open in its side panel.
github/gh-aw
Drives an open pull request to merge-ready from inside a GitHub Copilot cloud agent, resolving review threads and local checks concurrently, without merging or retriggering CI.
github/gh-aw
Bumps gh-aw's pinned gh-aw-firewall version, rebuilds generated artifacts, and flags upstream spec or schema changes that need follow-up work.
Works with
Categories
Maintain model-routing audit golden fixtures and expected outputs. Model Routing Golden is an agent skill from github/gh-aw, published by the product's own GitHub organization. Maintain model-routing audit golden fixtures and expected outputs.
Model Routing Golden fits situations like: tasks that involve Model routing and gateways.
Run `npx skills add github/gh-aw --skill model-routing-golden -a claude-code`. Or copy the skill folder (.github/skills/model-routing-golden in github/gh-aw) into .claude/skills/model-routing-golden in your project. Claude Code loads it when a task matches its description.
Run `npx skills add github/gh-aw --skill model-routing-golden -a codex`. Or copy the skill folder (.github/skills/model-routing-golden in github/gh-aw) into .agents/skills/model-routing-golden in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add github/gh-aw --skill model-routing-golden -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/model-routing-golden, .gemini/skills/model-routing-golden, .github/skills/model-routing-golden and .opencode/skills/model-routing-golden in your project.
Going by SKILL.md and its folder, Model Routing Golden needs the command-line tools its instructions call (make, python3 and gh). Our summary lists: Python 3.
SKILL.md contains no URLs. Its commands use gh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Model Routing Golden is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 453 tokens (SKILL.md is roughly 1.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Model Routing Golden: Running Claude Code Via Litellm Copilot (aiskillstore/marketplace, 433 stars), Embeddings via 9Router (decolua/9router, 31k stars), OpenWork Model Alias Manager (different-ai/openwork, 24k stars) and Triage (TalAter/annyang, 6.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
github (a GitHub organization, an official publisher) maintains it in github/gh-aw, which has 5,381 GitHub stars. The repository holds 54 skills in this directory. The repository was last updated on October 11, 2026.
Source: github/gh-aw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
