AI Engineering Placement Quiz
rohitg00/ai-engineering-from-scratch
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Audit and fix Markdown image alt text in Arm Learning Paths and install guides.
Install Audit Images
$ npx skills add ArmDeveloperEcosystem/arm-learning-paths --skill audit-images -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ArmDeveloperEcosystem/arm-learning-paths audit-images --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/ArmDeveloperEcosystem/arm-learning-paths.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.github/skills/audit-images .claude/skills/audit-images && 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 "audit-images" agent skill from https://github.com/ArmDeveloperEcosystem/arm-learning-paths/tree/main/.github/skills/audit-images into .claude/skills/audit-images/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-images", 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/ArmDeveloperEcosystem/arm-learning-paths/tree/main/.github/skills/audit-imagesType 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 ArmDeveloperEcosystem/arm-learning-paths --skill audit-images -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ArmDeveloperEcosystem/arm-learning-paths audit-images --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArmDeveloperEcosystem/arm-learning-paths.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.github/skills/audit-images .agents/skills/audit-images && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "audit-images" agent skill from https://github.com/ArmDeveloperEcosystem/arm-learning-paths/tree/main/.github/skills/audit-images into .agents/skills/audit-images/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-images", 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 ArmDeveloperEcosystem/arm-learning-paths --skill audit-images -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ArmDeveloperEcosystem/arm-learning-paths audit-images --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArmDeveloperEcosystem/arm-learning-paths.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.github/skills/audit-images .cursor/skills/audit-images && 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 "audit-images" agent skill from https://github.com/ArmDeveloperEcosystem/arm-learning-paths/tree/main/.github/skills/audit-images into .cursor/skills/audit-images/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-images", 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/ArmDeveloperEcosystem/arm-learning-paths.git --path .github/skills/audit-images--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 ArmDeveloperEcosystem/arm-learning-paths --skill audit-images -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ArmDeveloperEcosystem/arm-learning-paths audit-images --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArmDeveloperEcosystem/arm-learning-paths.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.github/skills/audit-images .gemini/skills/audit-images && 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 "audit-images" agent skill from https://github.com/ArmDeveloperEcosystem/arm-learning-paths/tree/main/.github/skills/audit-images into .gemini/skills/audit-images/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-images", 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 ArmDeveloperEcosystem/arm-learning-paths audit-imagesInstalls 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 ArmDeveloperEcosystem/arm-learning-paths --skill audit-images -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ArmDeveloperEcosystem/arm-learning-paths.git skills-src && mkdir -p .github/skills && cp -r skills-src/.github/skills/audit-images .github/skills/audit-images && 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 "audit-images" agent skill from https://github.com/ArmDeveloperEcosystem/arm-learning-paths/tree/main/.github/skills/audit-images into .github/skills/audit-images/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-images", 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 ArmDeveloperEcosystem/arm-learning-paths --skill audit-images -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ArmDeveloperEcosystem/arm-learning-paths audit-images --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArmDeveloperEcosystem/arm-learning-paths.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.github/skills/audit-images .opencode/skills/audit-images && 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 "audit-images" agent skill from https://github.com/ArmDeveloperEcosystem/arm-learning-paths/tree/main/.github/skills/audit-images into .opencode/skills/audit-images/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-images", 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.
Facts
- Skill name
audit-images- GitHub stars
- 154
- Token cost
- ~2.4k tokens
- SKILL.md length
- 1,165 words
- Files
- 5 (incl. scripts, references)
- Skills in repo
- 15
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Audit and fix Markdown image alt text in Arm Learning Paths and install guides.
- Works in 7 steps: Identify whether the requested scope is… → Run… → Record the baseline summary: total… → …
- The user asks to review images
- SKILL.md covers Description, Prerequisites, Trigger and Review levels, plus 5 more sections
- Runs Python scripts from its folder; calls python3
What it does
Audit Images is an agent skill from ArmDeveloperEcosystem/arm-learning-paths. Audit and fix Markdown image alt text in Arm Learning Paths and install guides. Use when the user asks to review images, find deficient alt text, count faulty images, run project-level or path-level image audits, track before/after image quality, or update image alt text and captions against repository image guidance.
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `references/image-guidance.md`, `scripts/audit_images.py` and `scripts/orphan_images.py`).
It sits in Education, covering Curriculum and course design. The repository describes itself as: Arm Learning Paths: a repository of how-to content for software developers.
When your agent uses it
- The user asks to review images
- Find deficient alt text
- Count faulty images
- Run project-level
Example prompts
- “/audit-images”
Requirements
- Python 3
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Identify whether the requested scope is project-level or path/guide-level.
- Run .github/skills/audit-images/scripts/audit_images.py on that scope.
- Record the baseline summary: total images, faulty images, content units affected, and issue counts.
- Depending on the request level, do the following
- Suggest rewrites for deficient alt text using references/image-guidance.md.
- After the reviewer accepts suggestions, rewrite text, then re-run the audit on the same scope.
- Report before/after counts, files changed, and any remaining issues.
What it can do on your machine
Read from SKILL.md and the folder at commit 3fb6797. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Ships 2 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Audit Images loads about 2.4k tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 83 tokens; SKILL.md has 1,165 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.
Safety
Auto-check passed
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); the scripts in this folder are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,165 words (~2,353 tokens).
“Audit Markdown image references in Arm Learning Paths and install guides, report deficient alt text and image syntax, and help fix alt text with useful instructional descriptions.”
- name
- audit-images
Files
SKILL.md and 4 other files (scripts, references) in .github/skills/audit-images of ArmDeveloperEcosystem/arm-learning-paths.
- SKILL.md
- references/image-guidance.md
- scripts/audit_images.py
- scripts/orphan_images.py
- tests/test_orphan_images.py
Open the folder on GitHubat commit 3fb6797
Compare with similar skills
Audit Images 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 |
|---|---|---|---|---|---|---|
| Audit Images this skillArmDeveloperEcosystem/arm-learning-paths | 154 | — | ~2.4k | Automated safety check: Pass | Custom licence | |
| AI Engineering Placement Quizrohitg00/ai-engineering-from-scratch | 65k | — | ~2k | Automated safety check: Pass | MIT | |
| K-12 Core Literacy Lesson DesignTHU-MAIC/OpenMAIC | 40k | — | ~2.4k | Automated safety check: Pass | MIT | |
| AnythingAtlasLiuziyu77/AnythingAtlas | 195 | — | ~3.6k | Automated safety check: Pass | Apache-2.0 | |
| Codex Skill Self-AssessmentFlorianBruniaux/claude-code-ultimate-guide | 6.1k | — | ~2.3k | Automated safety check: Pass | CC-BY-SA-4.0 | |
| Curriculum PlannerTHU-MAIC/OpenMAIC | 40k | — | ~2.8k | Automated safety check: Pass | MIT |
Similar skills
K-12 Core Literacy Lesson Design
THU-MAIC/OpenMAIC
Designs a Chinese K-12 classroom for one OpenMAIC stage around the core-literacy model, using authentic tasks, performance assessment and observable evidence.
AnythingAtlas
Liuziyu77/AnythingAtlas
Researches an unfamiliar topic and delivers a verified resource guide and a staged, timed learning roadmap as matching Markdown and HTML files.
Codex Skill Self-Assessment
FlorianBruniaux/claude-code-ultimate-guide
Runs an interactive quiz in a quick or comprehensive mode, scores your skill level by topic and generates a personalized learning path with practice projects.
Curriculum Planner
THU-MAIC/OpenMAIC
Plans a multi-classroom series such as a seven-day course, clarifies the brief in rounds, gets sign-off on the full lesson list, then builds each stage in a shared folder.
Course Design
madhvantyagi/Gnos
Design and revise a course's goal, progression, prerequisites, and sources.
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Related
Categories
Questions about Audit Images
What does Audit Images do?
Audit and fix Markdown image alt text in Arm Learning Paths and install guides. Audit Images is an agent skill from ArmDeveloperEcosystem/arm-learning-paths. Audit and fix Markdown image alt text in Arm Learning Paths and install guides.
When should I use Audit Images?
Audit Images fits situations like: the user asks to review images; find deficient alt text; count faulty images; run project-level.
How do I install Audit Images in Claude Code?
Run `npx skills add ArmDeveloperEcosystem/arm-learning-paths --skill audit-images -a claude-code`. Or copy the skill folder (.github/skills/audit-images in ArmDeveloperEcosystem/arm-learning-paths) into .claude/skills/audit-images in your project. Claude Code loads it when a task matches its description.
How do I install Audit Images in Codex?
Run `npx skills add ArmDeveloperEcosystem/arm-learning-paths --skill audit-images -a codex`. Or copy the skill folder (.github/skills/audit-images in ArmDeveloperEcosystem/arm-learning-paths) into .agents/skills/audit-images in your project. Codex loads it when a task matches its description.
Can I use Audit Images in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ArmDeveloperEcosystem/arm-learning-paths --skill audit-images -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/audit-images, .gemini/skills/audit-images, .github/skills/audit-images and .opencode/skills/audit-images in your project.
What does Audit Images need to run?
Going by SKILL.md and its folder, Audit Images needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Audit Images access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Audit Images safe to install?
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Audit Images use?
Audit Images has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Audit Images use?
About 2.4k tokens (SKILL.md is roughly 9.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.1k tokens, read only when the agent opens those files.
What are the alternatives to Audit Images?
Skills that share tags, products or a category with Audit Images: AI Engineering Placement Quiz (rohitg00/ai-engineering-from-scratch, 65k stars), K-12 Core Literacy Lesson Design (THU-MAIC/OpenMAIC, 40k stars), AnythingAtlas (Liuziyu77/AnythingAtlas, 195 stars) and Codex Skill Self-Assessment (FlorianBruniaux/claude-code-ultimate-guide, 6.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Audit Images?
ArmDeveloperEcosystem (a GitHub organization) maintains it in ArmDeveloperEcosystem/arm-learning-paths, which has 154 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on October 7, 2026.
Source: ArmDeveloperEcosystem/arm-learning-paths on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.