Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Interpret mechanisms and imaging-mechanism bridges with competing explanations and causal ceilings.
Install Radiology Radiogenomics
$ npx skills add huang-sir1/radiology-skills --skill radiology-radiogenomics -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-radiogenomics --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-radiogenomics .claude/skills/radiology-radiogenomics && 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-radiogenomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiogenomics into .claude/skills/radiology-radiogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiogenomics", 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-radiogenomicsType 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-radiogenomics -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-radiogenomics --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-radiogenomics .agents/skills/radiology-radiogenomics && 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-radiogenomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiogenomics into .agents/skills/radiology-radiogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiogenomics", 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-radiogenomics -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-radiogenomics --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-radiogenomics .cursor/skills/radiology-radiogenomics && 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-radiogenomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiogenomics into .cursor/skills/radiology-radiogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiogenomics", 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-radiogenomics--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-radiogenomics -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-radiogenomics --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-radiogenomics .gemini/skills/radiology-radiogenomics && 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-radiogenomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiogenomics into .gemini/skills/radiology-radiogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiogenomics", 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-radiogenomicsInstalls 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-radiogenomics -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-radiogenomics .github/skills/radiology-radiogenomics && 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-radiogenomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiogenomics into .github/skills/radiology-radiogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiogenomics", 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-radiogenomics -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-radiogenomics --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-radiogenomics .opencode/skills/radiology-radiogenomics && 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-radiogenomics" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-radiogenomics into .opencode/skills/radiology-radiogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-radiogenomics", 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-radiogenomics- GitHub stars
- 1.9k
- Token cost
- ~2.5k tokens
- SKILL.md length
- 1,173 words
- Files
- 71 (incl. scripts, references)
- Skills in repo
- 39
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Interpret mechanisms and imaging-mechanism bridges with competing explanations and causal ceilings.
- Works in 6 steps: Run the ownership gate. If the request… → Load the minimal router. For an owned… → Resolve axes without optimistic… → …
- Research & Science work in your project
- SKILL.md covers Ownership gate before loading…, Owned scopes, Routing protocol and Tutor interaction, plus 4 more sections
What it does
Radiology Radiogenomics is an agent skill from huang-sir1/radiology-skills. Interpret mechanisms and imaging-mechanism bridges with competing explanations and causal ceilings.
Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 72 other files, including scripts and reference files (for example `README.md`, `agents/openai.yaml` and `manifest.yaml`).
It sits in Research & Science.
When your agent uses it
- Research & Science work in your project
Example prompts
- “/radiology-radiogenomics”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Run the ownership gate. If the request belongs to a unique specialist above, hand it off with
- Load the minimal router. For an owned mechanism decision, read manifest.yaml
- Resolve axes without optimistic defaults. Determine interaction mode, tutor style, scope,
- Load rules additively. Apply only rules matching the resolved axes. Passport, integrity gates,
- Work from validity to meaning. Use
- Return the smallest complete mechanism artifact. Do not append generic manuscript, response,
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 1 file in scripts/, 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 Radiogenomics loads about 2.5k tokens when it runs, and up to ~261k if it reads all its reference files. Until then it costs about 31 tokens; SKILL.md has 1,173 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 1,173 words (~2,542 tokens).
“Own the scientific meaning of standalone biological evidence and the validity of an explicit imaging-to-mechanism bridge. Return the narrowest evidence-bounded interpretation, rival explanation, claim ceiling or validation decision that answers the current mechanism question.”
- name
- radiology-radiogenomics
Files
SKILL.md and 70 other files (scripts, references) in radiology-skills/skills/radiology-radiogenomics of huang-sir1/radiology-skills.
- SKILL.md
- README.md
- agents/openai.yaml
- manifest.yaml
- references/analysis-plan-sap.md
- references/architecture-provenance.md
- references/association-validation.md
- references/biological-validation.md
- references/bulk-rna-literature-map-2024-2026.tsv
- references/bulk-rna-research-guidance.md
- references/cohort-design.md
- references/constructive-manuscript-review-chain.md
- references/deep-radiogenomics-fusion-strategies.md
- references/imaging-only-mentoring.md
- references/imaging-reviewer-playbook.md
- references/imaging-submission-package.md
- references/mechanism-reviewer-playbook.md
- references/mechanism-submission-package.md
- references/multi-omics-integration.md
- … and 52 more
Open the folder on GitHubat commit aaa0fe6
Compare with similar skills
Radiology Radiogenomics 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 Radiogenomics this skillhuang-sir1/radiology-skills | 1.9k | — | ~2.5k | Automated safety check: Pass | Custom licence | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
Similar skills
GitHub Deep Research
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Nature Paper Card
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Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
Content Research Writer
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
Last30days
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
Peer Review
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
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Related
Categories
Questions about Radiology Radiogenomics
What does Radiology Radiogenomics do?
Interpret mechanisms and imaging-mechanism bridges with competing explanations and causal ceilings. Radiology Radiogenomics is an agent skill from huang-sir1/radiology-skills. Interpret mechanisms and imaging-mechanism bridges with competing explanations and causal ceilings.
When should I use Radiology Radiogenomics?
Radiology Radiogenomics fits situations like: research & Science work in your project.
How do I install Radiology Radiogenomics in Claude Code?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-radiogenomics -a claude-code`. Or copy the skill folder (radiology-skills/skills/radiology-radiogenomics in huang-sir1/radiology-skills) into .claude/skills/radiology-radiogenomics in your project. Claude Code loads it when a task matches its description.
How do I install Radiology Radiogenomics in Codex?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-radiogenomics -a codex`. Or copy the skill folder (radiology-skills/skills/radiology-radiogenomics in huang-sir1/radiology-skills) into .agents/skills/radiology-radiogenomics in your project. Codex loads it when a task matches its description.
Can I use Radiology Radiogenomics 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-radiogenomics -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-radiogenomics, .gemini/skills/radiology-radiogenomics, .github/skills/radiology-radiogenomics and .opencode/skills/radiology-radiogenomics in your project.
What does Radiology Radiogenomics need to run?
SKILL.md names no scripts, command-line tools or credentials: Radiology Radiogenomics is instructions for the agent only.
Does Radiology Radiogenomics 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 Radiogenomics 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 Radiology Radiogenomics use?
Radiology Radiogenomics 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 Radiogenomics use?
About 2.5k tokens (SKILL.md is roughly 10k 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 258k tokens, read only when the agent opens those files.
What are the alternatives to Radiology Radiogenomics?
Skills that share tags, products or a category with Radiology Radiogenomics: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Radiology Radiogenomics?
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.