Tao Generate Image Grounding
NVIDIA/skills
Two-step image grounding pipeline: extracts referring expressions from (image, caption) pairs and grounds them to pixel-space bounding boxes via a VLM.
Identify evidence-grounded imaging frontiers and gaps; not design lock or journal choice.
Custom licenceAuto-check passed
Install Radiology Frontier
$ npx skills add huang-sir1/radiology-skills --skill radiology-frontier -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-frontier --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-frontier .claude/skills/radiology-frontier && 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-frontier" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-frontier into .claude/skills/radiology-frontier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-frontier", 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-frontierType 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-frontier -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-frontier --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-frontier .agents/skills/radiology-frontier && 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-frontier" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-frontier into .agents/skills/radiology-frontier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-frontier", 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-frontier -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-frontier --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-frontier .cursor/skills/radiology-frontier && 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-frontier" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-frontier into .cursor/skills/radiology-frontier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-frontier", 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-frontier--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-frontier -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install huang-sir1/radiology-skills radiology-frontier --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-frontier .gemini/skills/radiology-frontier && 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-frontier" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-frontier into .gemini/skills/radiology-frontier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-frontier", 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-frontierInstalls 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-frontier -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-frontier .github/skills/radiology-frontier && 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-frontier" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-frontier into .github/skills/radiology-frontier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-frontier", 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-frontier -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-frontier --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-frontier .opencode/skills/radiology-frontier && 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-frontier" agent skill from https://github.com/huang-sir1/radiology-skills/tree/main/radiology-skills/skills/radiology-frontier into .opencode/skills/radiology-frontier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radiology-frontier", 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-frontier- GitHub stars
- 1.9k
- Token cost
- ~1.7k tokens
- SKILL.md length
- 857 words
- Files
- 7 (incl. references)
- Skills in repo
- 39
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Identify evidence-grounded imaging frontiers and gaps; not design lock or journal choice.
- Works in 8 steps: Read the data — disease, modality, n,… → Scan themes (frontier-themes.md) and… → For AI/radiogenomics strategy, open… → …
- 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 Frontier is an agent skill from huang-sir1/radiology-skills. Identify evidence-grounded imaging frontiers and gaps; not design lock or journal choice.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including reference files (for example `README.md`, `agents/openai.yaml` and `references/ai-radiogenomics-frontier-map.md`).
Example prompts
- “/radiology-frontier”
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Read the data — disease, modality, n, centers, labels, follow-up, omics availability
- Scan themes (frontier-themes.md) and filter by fit — for each candidate direction,
- For AI/radiogenomics strategy, open ai-radiogenomics-frontier-map.md and judge the
- Ground in current evidence (evidence-layer.md) — retrieve relevant current primary literature
- Convert to questions (idea-to-question.md) — turn the best 2–4 directions into specific
- Add a falsification test — for each leading idea, state the counter-hypothesis, the
- Close the search handoff — use radiology-search when needed and carry its verified seed
- Return a ranked shortlist: direction → fit → evidence pattern → executable question →
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 Frontier loads about 1.7k tokens when it runs, and up to ~6.3k if it reads all its reference files. Until then it costs about 27 tokens; SKILL.md has 857 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 857 words (~1,733 tokens).
“Use this skill to turn "what's hot in imaging AI" into a publishable question matched to the user's data — and to expose the publication-pattern evidence behind each recommendation. It is the strategic front of the chain: before designing (→…”
- name
- radiology-frontier
Files
SKILL.md and 6 other files (references) in radiology-skills/skills/radiology-frontier of huang-sir1/radiology-skills.
- SKILL.md
- README.md
- agents/openai.yaml
- references/ai-radiogenomics-frontier-map.md
- references/evidence-layer.md
- references/frontier-themes.md
- references/idea-to-question.md
Open the folder on GitHubat commit aaa0fe6
Compare with similar skills
Radiology Frontier 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 Frontier this skillhuang-sir1/radiology-skills | 1.9k | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Tao Generate Image GroundingNVIDIA/skills | 3.6k | — | ~2k | Automated safety check: Notes | Apache-2.0 | |
| 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 | |
| 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
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Questions about Radiology Frontier
What does Radiology Frontier do?
Identify evidence-grounded imaging frontiers and gaps; not design lock or journal choice. Radiology Frontier is an agent skill from huang-sir1/radiology-skills. Identify evidence-grounded imaging frontiers and gaps; not design lock or journal choice.
How do I install Radiology Frontier in Claude Code?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-frontier -a claude-code`. Or copy the skill folder (radiology-skills/skills/radiology-frontier in huang-sir1/radiology-skills) into .claude/skills/radiology-frontier in your project. Claude Code loads it when a task matches its description.
How do I install Radiology Frontier in Codex?
Run `npx skills add huang-sir1/radiology-skills --skill radiology-frontier -a codex`. Or copy the skill folder (radiology-skills/skills/radiology-frontier in huang-sir1/radiology-skills) into .agents/skills/radiology-frontier in your project. Codex loads it when a task matches its description.
Can I use Radiology Frontier 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-frontier -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-frontier, .gemini/skills/radiology-frontier, .github/skills/radiology-frontier and .opencode/skills/radiology-frontier in your project.
What does Radiology Frontier need to run?
SKILL.md names no scripts, command-line tools or credentials: Radiology Frontier is instructions for the agent only.
Does Radiology Frontier 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 Frontier 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 Frontier use?
Radiology Frontier 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 Frontier use?
About 1.7k tokens (SKILL.md is roughly 6.9k 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 4.5k tokens, read only when the agent opens those files.
What are the alternatives to Radiology Frontier?
Skills that share tags, products or a category with Radiology Frontier: Tao Generate Image Grounding (NVIDIA/skills, 3.6k stars), Image Manipulation Image Magick (github/awesome-copilot, 40k stars), AI Image Generation and Editing (zhayujie/CowAgent, 47k 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 Frontier?
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.