Consult Claude
EpicenterHQ/epicenter
Assign Claude Code a read-only investigation, recommendation, or finished text draft.
Design/audit radiomics preprocessing, IBSI extraction, stability, leakage-safe selection and validation.
Install Radiology Radiomics
$ npx skills add huang-sir1/radiology-skills --skill radiology-radiomics -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-radiomics --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-radiomics .claude/skills/radiology-radiomics && 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-radiomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiomics into .claude/skills/radiology-radiomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiomics", 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-radiomicsType 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-radiomics -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-radiomics --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-radiomics .agents/skills/radiology-radiomics && 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-radiomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiomics into .agents/skills/radiology-radiomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiomics", 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-radiomics -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-radiomics --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-radiomics .cursor/skills/radiology-radiomics && 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-radiomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiomics into .cursor/skills/radiology-radiomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiomics", 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-radiomics--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-radiomics -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-radiomics --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-radiomics .gemini/skills/radiology-radiomics && 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-radiomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiomics into .gemini/skills/radiology-radiomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiomics", 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-radiomicsInstalls 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-radiomics -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-radiomics .github/skills/radiology-radiomics && 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-radiomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiomics into .github/skills/radiology-radiomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiomics", 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-radiomics -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-radiomics --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-radiomics .opencode/skills/radiology-radiomics && 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-radiomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiomics into .opencode/skills/radiology-radiomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiomics", 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-radiomics- GitHub stars
- 1.9k
- Token cost
- ~1.9k tokens
- SKILL.md length
- 741 words
- Files
- 9 (incl. references)
- Skills in repo
- 39
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Design/audit radiomics preprocessing, IBSI extraction, stability, leakage-safe selection and validation.
- Works in 8 steps: Confirm the design (reuse… → Segmentation & stability — masks and… → Preprocessing (preprocessing-ibsi.md) —… → …
- Tasks that involve Design review and critique
- SKILL.md covers Core stance, When to use, When to open extra files and Workflow, plus 3 more sections
- Runs Python scripts from its folder
What it does
Radiology Radiomics is an agent skill from huang-sir1/radiology-skills. Design/audit radiomics preprocessing, IBSI extraction, stability, leakage-safe selection and validation.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including reference files (for example `README.md`, `agents/openai.yaml` and `references/feature-extraction.md`).
It sits in Media & Creative, covering Design review and critique.
When your agent uses it
- Tasks that involve Design review and critique
Example prompts
- “/radiology-radiomics”
Requirements
- Python 3
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Confirm the design (reuse radiology-design) — endpoint, independent unit/hierarchy,
- Segmentation & stability — masks and reproducibility from radiology-annotation, which owns
- Preprocessing (preprocessing-ibsi.md) — resample, normalise, discretise (state bin
- Extraction (feature-extraction.md) — feature families, PyRadiomics (or equivalent) +
- Selection & modelling (selection-modelling.md) — selection inside CV/training only;
- Validate — internal (nested CV/bootstrap) + external/temporal/geographic; report
- Freeze reproducibility artifacts (reproducibility-artifacts.md) — split/run manifest,
- Audit leakage (leakage-audit.md) and write Methods to CLEAR/IBSI.
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
Ships script files (Python), which the agent can run.
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 Radiomics loads about 1.9k tokens when it runs, and up to ~7.1k if it reads all its reference files. Until then it costs about 31 tokens; SKILL.md has 741 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 741 words (~1,898 tokens).
“Use this skill to build (or audit) a hand-crafted radiomics study that is reproducible and leakage-free, from preprocessing through validation. Radiomics papers are desk-rejected for the same recurring reasons: non-standardised features, segmentation not characterised, and data leakage in selection/normalisation. This…”
- name
- radiology-radiomics
Files
SKILL.md and 8 other files (references) in radiology-skills/skills/radiology-radiomics of huang-sir1/radiology-skills.
- SKILL.md
- README.md
- agents/openai.yaml
- references/feature-extraction.md
- references/leakage-audit.md
- references/preprocessing-ibsi.md
- references/reproducibility-artifacts.md
- references/selection-modelling.md
- tests/test_radiomics_boundary_contracts.py
Open the folder on GitHubat commit aaa0fe6
Compare with similar skills
Radiology Radiomics 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 Radiomics this skillhuang-sir1/radiology-skills | 1.9k | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Consult ClaudeEpicenterHQ/epicenter | 4.8k | — | ~2k | Automated safety check: Pass | Custom licence | |
| System Atlasinkboard/system-atlas | 430 | — | ~2.3k | Automated safety check: Pass | MIT | |
| Design Image Studiokangarooking/design-image-studio | 102 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Kicad Reviewmixelpixx/Konnect | 927 | — | ~3.2k | Automated safety check: Pass | AGPL-3.0 | |
| Design AuditUniClipboard/UniClipboard | 1.9k | — | ~554 | Automated safety check: Pass | AGPL-3.0 |
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Related
Categories
Questions about Radiology Radiomics
What does Radiology Radiomics do?
Design/audit radiomics preprocessing, IBSI extraction, stability, leakage-safe selection and validation. Radiology Radiomics is an agent skill from huang-sir1/radiology-skills. Design/audit radiomics preprocessing, IBSI extraction, stability, leakage-safe selection and validation.
When should I use Radiology Radiomics?
Radiology Radiomics fits situations like: tasks that involve Design review and critique.
How do I install Radiology Radiomics in Claude Code?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-radiomics -a claude-code`. Or copy the skill folder (radiology-skills/skills/radiology-radiomics in huang-sir1/radiology-skills) into .claude/skills/radiology-radiomics in your project. Claude Code loads it when a task matches its description.
How do I install Radiology Radiomics in Codex?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-radiomics -a codex`. Or copy the skill folder (radiology-skills/skills/radiology-radiomics in huang-sir1/radiology-skills) into .agents/skills/radiology-radiomics in your project. Codex loads it when a task matches its description.
Can I use Radiology Radiomics 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-radiomics -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-radiomics, .gemini/skills/radiology-radiomics, .github/skills/radiology-radiomics and .opencode/skills/radiology-radiomics in your project.
What does Radiology Radiomics need to run?
Going by SKILL.md and its folder, Radiology Radiomics needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Radiology Radiomics 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 Radiomics 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 Radiomics use?
Radiology Radiomics 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 Radiomics use?
About 1.9k tokens (SKILL.md is roughly 7.6k 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 5.2k tokens, read only when the agent opens those files.
What are the alternatives to Radiology Radiomics?
Skills that share tags, products or a category with Radiology Radiomics: Consult Claude (EpicenterHQ/epicenter, 4.8k stars), System Atlas (inkboard/system-atlas, 430 stars), Design Image Studio (kangarooking/design-image-studio, 102 stars) and Kicad Review (mixelpixx/Konnect, 927 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Radiology Radiomics?
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.