Agent skill

Radiology Reader

by huang-sir1 in huang-sir1/radiology-skills

Create bilingual figure-aware readers from supplied papers; not reader-study or MRMC design.

Custom licenceAuto-check passedWriting & Content

Install Radiology Reader

skills CLI
$ npx skills add huang-sir1/radiology-skills --skill radiology-reader -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install huang-sir1/radiology-skills radiology-reader --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/radiology-skills/skills/radiology-reader .claude/skills/radiology-reader && rm -rf skills-src

Use ~/.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/

Facts

Skill name
radiology-reader
GitHub stars
1.9k
Token cost
~1.6k tokens
SKILL.md length
717 words
Files
4 (incl. references)
Skills in repo
39
Repo updated
First seen
Licence
Custom licence

At a glance

Create bilingual figure-aware readers from supplied papers; not reader-study or MRMC design.

  • Works in 7 steps: Identify request, source rights, format… → Map the actual source coverage before… → Translate conservatively — meaning not… → …
  • Tasks that involve Translation
  • SKILL.md covers Non-negotiable defaults, What to preserve (and why it…, When to open extra files and Workflow, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Radiology Reader is an agent skill from huang-sir1/radiology-skills. Create bilingual figure-aware readers from supplied papers; not reader-study or MRMC design.

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `README.md`, `agents/openai.yaml` and `references/structured-reading-notes.md`).

It sits in Writing & Content, covering Translation.

When your agent uses it

  • Tasks that involve Translation

Example prompts

  • “/radiology-reader”

Workflow steps

7 steps, taken from the first numbered list in SKILL.md.

  1. Identify request, source rights, format and paper type — full companion, structured
  2. Map the actual source coverage before translating (page, block type, original, translation,
  3. Translate conservatively — meaning not style; keep Methods/stats detail; mark
  4. Extract & place figures/tables at first substantive mention; tight crops; keep caption
  5. For literature-review or journal-club reading, open structured-reading-notes.md and
  6. For a full reader, generate paper.md (primary) + source_map.json +
  7. Answer follow-ups from the source with block IDs + page numbers; don't answer from

What it can do on your machine

Read from SKILL.md and the folder at commit aaa0fe6. 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

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    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

Radiology Reader loads about 1.6k tokens when it runs, and up to ~2.2k if it reads all its reference files. Until then it costs about 27 tokens; SKILL.md has 717 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~27
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.2k

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); files beside SKILL.md 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 717 words (~1,590 tokens).

“Turn an imaging-research paper into a source-grounded reading artifact at the depth requested. For an authorized full-text companion, preserve paragraph-level 中英对照; for an explanation, summary or targeted question, answer that request without forcing a complete translation.”

— opening of SKILL.md by huang-sir1, Custom licence
name
radiology-reader

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (references) in radiology-skills/skills/radiology-reader of huang-sir1/radiology-skills.

  • SKILL.md
  • README.md
  • agents/openai.yaml
  • references/structured-reading-notes.md

Open the folder on GitHubat commit aaa0fe6

Compare with similar skills

Radiology Reader 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.

Radiology Reader compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Radiology Reader this skillhuang-sir1/radiology-skills1.9k—~1.6kAutomated safety check: PassCustom licence
Translation Diff ExportDevolutions/UniGetUI26k—~1.1kAutomated safety check: PassMIT
Sync Translationssymfony/symfony31k—~1.9kAutomated safety check: PassMIT
Translation Diff ImportDevolutions/UniGetUI26k—~750Automated safety check: PassMIT
Translation Diff TranslateDevolutions/UniGetUI26k—~934Automated safety check: PassMIT
Generate Translationspayloadcms/payload45k—~1.1kAutomated safety check: PassMIT

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  • Radiology Bibliometrics

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  • Radiology Consensus Guideline

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Questions about Radiology Reader

What does Radiology Reader do?

Create bilingual figure-aware readers from supplied papers; not reader-study or MRMC design. Radiology Reader is an agent skill from huang-sir1/radiology-skills. Create bilingual figure-aware readers from supplied papers; not reader-study or MRMC design.

When should I use Radiology Reader?

Radiology Reader fits situations like: tasks that involve Translation.

How do I install Radiology Reader in Claude Code?

Run `npx skills add huang-sir1/radiology-skills --skill radiology-reader -a claude-code`. Or copy the skill folder (radiology-skills/skills/radiology-reader in huang-sir1/radiology-skills) into .claude/skills/radiology-reader in your project. Claude Code loads it when a task matches its description.

How do I install Radiology Reader in Codex?

Run `npx skills add huang-sir1/radiology-skills --skill radiology-reader -a codex`. Or copy the skill folder (radiology-skills/skills/radiology-reader in huang-sir1/radiology-skills) into .agents/skills/radiology-reader in your project. Codex loads it when a task matches its description.

Can I use Radiology Reader 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 huang-sir1/radiology-skills --skill radiology-reader -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/radiology-reader, .gemini/skills/radiology-reader, .github/skills/radiology-reader and .opencode/skills/radiology-reader in your project.

What does Radiology Reader need to run?

SKILL.md names no scripts, command-line tools or credentials: Radiology Reader is instructions for the agent only.

Does Radiology Reader 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 Radiology Reader 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. Review the folder before installing.

What licence does Radiology Reader use?

Radiology Reader 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 Radiology Reader use?

About 1.6k tokens (SKILL.md is roughly 6.4k 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 562 tokens, read only when the agent opens those files.

What are the alternatives to Radiology Reader?

Skills that share tags, products or a category with Radiology Reader: Translation Diff Export (Devolutions/UniGetUI, 26k stars), Sync Translations (symfony/symfony, 31k stars), Translation Diff Import (Devolutions/UniGetUI, 26k stars) and Translation Diff Translate (Devolutions/UniGetUI, 26k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Radiology Reader?

huang-sir1 (a GitHub user) maintains it in huang-sir1/radiology-skills, which has 1,923 GitHub stars. The repository holds 39 skills in this directory. The repository was last updated on September 21, 2026.

Source: huang-sir1/radiology-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.