Image Manipulation Image Magick
github/awesome-copilot
Process and manipulate images using ImageMagick. An agent skill from github/awesome-copilot.
Lock study feasibility, population, estimand, imaging task and validation; not novelty scanning or execution.
Custom licenceAuto-check passed
Install Radiology Design
$ npx skills add huang-sir1/radiology-skills --skill radiology-design -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-design --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/huang-sir1/radiology-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/radiology-skills/skills/radiology-design .claude/skills/radiology-design && 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 "radiology-design" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-design into .claude/skills/radiology-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-design", 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/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-designType 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 huang-sir1/radiology-skills --skill radiology-design -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-design --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/radiology-skills/skills/radiology-design .agents/skills/radiology-design && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "radiology-design" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-design into .agents/skills/radiology-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-design", 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 huang-sir1/radiology-skills --skill radiology-design -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-design --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/radiology-skills/skills/radiology-design .cursor/skills/radiology-design && 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 "radiology-design" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-design into .cursor/skills/radiology-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-design", 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/huang-sir1/radiology-skills.git --path radiology-skills/skills/radiology-design--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 huang-sir1/radiology-skills --skill radiology-design -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-design --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/radiology-skills/skills/radiology-design .gemini/skills/radiology-design && 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 "radiology-design" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-design into .gemini/skills/radiology-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-design", 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 huang-sir1/radiology-skills radiology-designInstalls 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 huang-sir1/radiology-skills --skill radiology-design -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/radiology-skills/skills/radiology-design .github/skills/radiology-design && 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 "radiology-design" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-design into .github/skills/radiology-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-design", 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 huang-sir1/radiology-skills --skill radiology-design -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-design --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huang-sir1/radiology-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/radiology-skills/skills/radiology-design .opencode/skills/radiology-design && 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 "radiology-design" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-design into .opencode/skills/radiology-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-design", 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
radiology-design- GitHub stars
- 1.9k
- Token cost
- ~3.5k tokens
- SKILL.md length
- 1,450 words
- Files
- 27 (incl. references)
- Skills in repo
- 39
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Lock study feasibility, population, estimand, imaging task and validation; not novelty scanning or execution.
- Works in 12 steps: Inventory the data and authority state.… → Define the provisional question… → Run the participation/equity design gate… → …
- SKILL.md covers Core stance, When to use, 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 Design is an agent skill from huang-sir1/radiology-skills. Lock study feasibility, population, estimand, imaging task and validation; not novelty scanning or execution. CN: 可行性、课题设计、样本量、外部验证
Its SKILL.md is about 3.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 29 other files, including reference files (for example `README.md`, `agents/openai.yaml` and `references/ai-radiogenomics-12-24-roadmap.md`).
Example prompts
- “/radiology-design”
Workflow steps
12 steps, taken from the first numbered list in SKILL.md.
- Inventory the data and authority state. Disease, modality(ies), n (patients and lesions),
- Define the provisional question (endpoints-and-estimands.md). Clinical question → target population →
- Run the participation/equity design gate when applicable. Open
- Feasibility triage (feasibility-triage.md). Judge the reference standard against that
- Freeze the task contract (task-contract-router.md), including target object, independent
- Pick the blueprint (study-blueprints.md). Choose the design template and give a
- For program-level AI/radiogenomics planning, open ai-radiogenomics-12-24-roadmap.md
- Design the validation (validation-strategy.md). Specify the split (patient-level),
- Define falsification and controls — counter-hypothesis, negative/control analysis,
- Write the protocol/SAP lock (primary-imaging-study-protocol-and-preregistration.md), then
- Select the registration/publication route. Distinguish trial registration, preregistration,
- Return the blueprint + feasibility verdict + validation plan + the prioritised list of
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.
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 Design loads about 3.5k tokens when it runs, and up to ~33k if it reads all its reference files. Until then it costs about 37 tokens; SKILL.md has 1,450 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); 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 1,450 words (~3,510 tokens).
“Use this skill at the front of the research chain: someone has imaging data (and maybe clinical/pathology/molecular labels) but no settled study. It (1) triages scientific feasibility, (2) keeps governance and data-access readiness as a separate verified state, and (3)…”
- name
- radiology-design
Files
SKILL.md and 26 other files (references) in radiology-skills/skills/radiology-design of huang-sir1/radiology-skills.
- SKILL.md
- README.md
- agents/openai.yaml
- references/ai-radiogenomics-12-24-roadmap.md
- references/endpoints-and-estimands.md
- references/feasibility-triage.md
- references/modeling-route-decision.md
- references/primary-imaging-study-protocol-and-preregistration.md
- references/registered-reports-ppi-and-equity.md
- references/study-blueprints.md
- references/task-contract-router.md
- references/tasks/detection-localization.md
- references/tasks/diagnosis-triage.md
- references/tasks/prognosis-risk.md
- references/tasks/reconstruction-enhancement.md
- references/tasks/report-generation-vlm.md
- references/tasks/response-longitudinal.md
- references/tasks/segmentation-quantification.md
- … and 9 more
Open the folder on GitHubat commit aaa0fe6
Compare with similar skills
Radiology Design 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 |
|---|---|---|---|---|---|---|
| Radiology Design this skillhuang-sir1/radiology-skills | 1.9k | — | ~3.5k | Automated safety check: Pass | Custom licence | |
| Image Manipulation Image Magickgithub/awesome-copilot | 40k | 1 repos | ~1.7k | Automated safety check: Notes | MIT | |
| AI Image Generation and Editingzhayujie/CowAgent | 47k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Radiology Image Quizaipoch/medical-research-skills | 1.9k | — | ~1.7k | Automated safety check: Pass | MIT | |
| 9Router Image Generationdecolua/9router | 31k | — | ~830 | Automated safety check: Pass | MIT | |
| Image Compressionthedaviddias/Front-End-Checklist | 74k | — | ~405 | Automated safety check: Pass | MIT |
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- Official
AI Image Generation and Editing
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Radiology Image Quiz
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A skill your agent uses when creating radiology educational quizzes, preparing board exam questions, or studying medical imaging cases.
9Router Image Generation
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Generates images through a 9Router gateway's image endpoint, with model discovery, the request fields and per-provider quirks for OpenAI, Gemini, MiniMax and others.
Image Compression
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A skill your agent uses when reviewing image assets, markup, and CDN or build transforms related to Compress images without quality loss.
Structured Image Generation
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All 39 skills in this repoRadiology Table
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Create/audit editable publication tables with source reconciliation; not figures or statistical inference.
Radiology Acquisition Qc
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Audit imaging acquisition, reconstruction, series eligibility, quantitative transforms and protocol drift; not model training.
Radiology Bibliometrics
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Build reproducible radiology bibliometrics with corpus identity, disambiguation and sensitivity; not reviews.
Radiology Clinical Domain
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Set disease pathways, endpoints, reference standards and treatment timelines; not patient care.
Radiology Consensus Guideline
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Design/audit consensus and evidence-to-recommendation products; not review synthesis or endorsement.
Radiology Dissemination
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Create traceable posters, conference abstracts, summaries and media; not papers, decks or figures.
Questions about Radiology Design
What does Radiology Design do?
Lock study feasibility, population, estimand, imaging task and validation; not novelty scanning or execution. Radiology Design is an agent skill from huang-sir1/radiology-skills. Lock study feasibility, population, estimand, imaging task and validation; not novelty scanning or execution.
How do I install Radiology Design in Claude Code?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-design -a claude-code`. Or copy the skill folder (radiology-skills/skills/radiology-design in huang-sir1/radiology-skills) into .claude/skills/radiology-design in your project. Claude Code loads it when a task matches its description.
How do I install Radiology Design in Codex?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-design -a codex`. Or copy the skill folder (radiology-skills/skills/radiology-design in huang-sir1/radiology-skills) into .agents/skills/radiology-design in your project. Codex loads it when a task matches its description.
Can I use Radiology Design 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-design -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-design, .gemini/skills/radiology-design, .github/skills/radiology-design and .opencode/skills/radiology-design in your project.
What does Radiology Design need to run?
SKILL.md names no scripts, command-line tools or credentials: Radiology Design is instructions for the agent only.
Does Radiology Design 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 Design 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 Design use?
Radiology Design 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 Design use?
About 3.5k tokens (SKILL.md is roughly 14k 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 29k tokens, read only when the agent opens those files.
What are the alternatives to Radiology Design?
Skills that share tags, products or a category with Radiology Design: Image Manipulation Image Magick (github/awesome-copilot, 40k stars), AI Image Generation and Editing (zhayujie/CowAgent, 47k stars), Radiology Image Quiz (aipoch/medical-research-skills, 1.9k stars) and 9Router Image Generation (decolua/9router, 31k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Radiology Design?
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.