Medical Imaging Review
LeonChaoX/qinyan-academic-skills
Write comprehensive literature reviews for medical imaging AI research.
A skill your agent uses when the user asks to plan, conduct, document, synthesize, or draft a medical imaging AI narrative review or method survey, scoping review, or systematic review with…
Install Medical Imaging Review
$ npx skills add luwill/research-skills --skill medical-imaging-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install luwill/research-skills medical-imaging-review --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/luwill/research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/medical-imaging-review .claude/skills/medical-imaging-review && 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 "medical-imaging-review" agent skill from https://github.com/luwill/research-skills/tree/main/medical-imaging-review into .claude/skills/medical-imaging-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-imaging-review", 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/luwill/research-skills/tree/main/medical-imaging-reviewType 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 luwill/research-skills --skill medical-imaging-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install luwill/research-skills medical-imaging-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/luwill/research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/medical-imaging-review .agents/skills/medical-imaging-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "medical-imaging-review" agent skill from https://github.com/luwill/research-skills/tree/main/medical-imaging-review into .agents/skills/medical-imaging-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-imaging-review", 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 luwill/research-skills --skill medical-imaging-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install luwill/research-skills medical-imaging-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/luwill/research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/medical-imaging-review .cursor/skills/medical-imaging-review && 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 "medical-imaging-review" agent skill from https://github.com/luwill/research-skills/tree/main/medical-imaging-review into .cursor/skills/medical-imaging-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-imaging-review", 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/luwill/research-skills.git --path medical-imaging-review--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 luwill/research-skills --skill medical-imaging-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install luwill/research-skills medical-imaging-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/luwill/research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/medical-imaging-review .gemini/skills/medical-imaging-review && 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 "medical-imaging-review" agent skill from https://github.com/luwill/research-skills/tree/main/medical-imaging-review into .gemini/skills/medical-imaging-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-imaging-review", 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 luwill/research-skills medical-imaging-reviewInstalls 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 luwill/research-skills --skill medical-imaging-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/luwill/research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/medical-imaging-review .github/skills/medical-imaging-review && 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 "medical-imaging-review" agent skill from https://github.com/luwill/research-skills/tree/main/medical-imaging-review into .github/skills/medical-imaging-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-imaging-review", 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 luwill/research-skills --skill medical-imaging-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install luwill/research-skills medical-imaging-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/luwill/research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/medical-imaging-review .opencode/skills/medical-imaging-review && 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 "medical-imaging-review" agent skill from https://github.com/luwill/research-skills/tree/main/medical-imaging-review into .opencode/skills/medical-imaging-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-imaging-review", 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
medical-imaging-review- GitHub stars
- 862
- Token cost
- ~4k tokens
- SKILL.md length
- 1,842 words
- Files
- 40 (incl. scripts, references)
- Skills in repo
- 6
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when the user asks to plan, conduct, document, synthesize, or draft a medical imaging AI narrative review or method survey, scoping review, or systematic review with…
- Works in 7 steps: Review route and research question. → Population, modality, anatomy, task,… → Target journal or audience and any… → …
- The user asks to plan
- SKILL.md covers Scope and hard boundary, Intake gate, Project contract and Stable citations and claim…, plus 9 more sections
- Draft a medical imaging AI narrative review
What it does
Medical Imaging Review is an agent skill from luwill/research-skills. Use when the user asks to plan, conduct, document, synthesize, or draft a medical imaging AI narrative review or method survey, scoping review, or systematic review with qualitative synthesis, including protocol design, literature search, screening, extraction, risk-of-bias appraisal, or evidence synthesis. Do not use this skill to perform a meta-analysis or umbrella review; stop and tell the user these need a specialized evidence-synthesis workflow this environment does not provide.
Its SKILL.md is about 4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 43 other files, including scripts and reference files (for example `agents/openai.yaml`, `examples/ccta-taxonomy-example.md` and `learnings/2026-09-30-互斥的模板会一路绿灯到运行时.md`).
It sits in Research & Science, covering Literature review and Clinical and healthcare research. The repository describes itself as: Some commonly used research experiences and processes are encapsulated into Agent skills.
When your agent uses it
- The user asks to plan
- Draft a medical imaging AI narrative review
- Systematic review with qualitative synthesis
- Including protocol design
Example prompts
- “/medical-imaging-review”
Requirements
- Python 3
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Review route and research question.
- Population, modality, anatomy, task, setting, and outcomes or concepts in scope.
- Target journal or audience and any binding instructions.
- Search date range, language limits, databases, grey-literature policy, and evidence cutoff.
- Expected deliverable and current project stage.
- Named human roles for screening, extraction or charting, adjudication, risk-of-bias assessment, and certainty assessment when applicable.
- Planned AI assistance and disclosure.
What it can do on your machine
Read from SKILL.md and the folder at commit 3b2e391. 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
Medical Imaging Review loads about 4k tokens when it runs, and up to ~36k if it reads all its reference files. Until then it costs about 128 tokens; SKILL.md has 1,842 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,842 words (~3,976 tokens).
“Build traceable review artifacts whose claims can be audited back to first sources. Report the actual project state and unresolved human gates. Do not promise editorial outcomes or describe an incomplete project as a completed review.”
- name
- medical-imaging-review
Files
SKILL.md and 39 other files (scripts, references) in medical-imaging-review of luwill/research-skills.
- SKILL.md
- agents/openai.yaml
- examples/ccta-taxonomy-example.md
- learnings/2026-09-30-互斥的模板会一路绿灯到运行时.md
- learnings/2026-10-10-审计器的洞都在块边界和三角链.md
- learnings/2026-10-10-案例运行抓到评审漏掉的假阳性.md
- learnings/README.md
- references/CITATION_INTEGRITY.md
- references/DOMAINS.md
- references/HALLUCINATION_PATTERNS.md
- references/MCP_SETUP.md
- references/PARADIGM.md
- references/QUALITY_CHECKLIST.md
- references/REPORTING_STANDARDS.md
- references/REVIEW_TYPES.md
- references/TEMPLATES.md
- references/WORKFLOW.md
- … and 23 more
Open the folder on GitHubat commit 3b2e391
Compare with similar skills
Medical Imaging Review 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 |
|---|---|---|---|---|---|---|
| Medical Imaging Review this skillluwill/research-skills | 862 | — | ~4k | Automated safety check: Pass | None | |
| Medical Imaging ReviewLeonChaoX/qinyan-academic-skills | 944 | 3 repos | ~1.1k | Automated safety check: Notes | MIT | |
| Outcome Extraction For Clinical Trialsaipoch/medical-research-skills | 1.9k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Medical Imaging Reviewaipoch/medical-research-skills | 1.9k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Systematic Review ScreenerImbad0202/academic-research-skills | 51k | — | ~8.4k | Automated safety check: Pass | Custom licence |
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Medical Imaging Review
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Related
Categories
Questions about Medical Imaging Review
What does Medical Imaging Review do?
A skill your agent uses when the user asks to plan, conduct, document, synthesize, or draft a medical imaging AI narrative review or method survey, scoping review, or systematic review with…. Medical Imaging Review is an agent skill from luwill/research-skills. Use when the user asks to plan, conduct, document, synthesize, or draft a medical imaging AI narrative review or method survey, scoping review, or systematic review with qualitative synthesis, including protocol design, literature search, screening, extraction, risk-of-bias appraisal, or evidence synthesis.
When should I use Medical Imaging Review?
Medical Imaging Review fits situations like: the user asks to plan; draft a medical imaging AI narrative review; systematic review with qualitative synthesis; including protocol design.
How do I install Medical Imaging Review in Claude Code?
Run `npx skills add luwill/research-skills --skill medical-imaging-review -a claude-code`. Or copy the skill folder (medical-imaging-review in luwill/research-skills) into .claude/skills/medical-imaging-review in your project. Claude Code loads it when a task matches its description.
How do I install Medical Imaging Review in Codex?
Run `npx skills add luwill/research-skills --skill medical-imaging-review -a codex`. Or copy the skill folder (medical-imaging-review in luwill/research-skills) into .agents/skills/medical-imaging-review in your project. Codex loads it when a task matches its description.
Can I use Medical Imaging Review 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 luwill/research-skills --skill medical-imaging-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/medical-imaging-review, .gemini/skills/medical-imaging-review, .github/skills/medical-imaging-review and .opencode/skills/medical-imaging-review in your project.
What does Medical Imaging Review need to run?
SKILL.md names no scripts, command-line tools or credentials: Medical Imaging Review is instructions for the agent only. Our summary lists: Python 3.
Does Medical Imaging Review 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 Medical Imaging Review 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 Medical Imaging Review use?
No licence was found for Medical Imaging Review or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Medical Imaging Review use?
About 4k tokens (SKILL.md is roughly 16k 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 32k tokens, read only when the agent opens those files.
What are the alternatives to Medical Imaging Review?
Skills that share tags, products or a category with Medical Imaging Review: Medical Imaging Review (LeonChaoX/qinyan-academic-skills, 944 stars), Outcome Extraction For Clinical Trials (aipoch/medical-research-skills, 1.9k stars), Medical Imaging Review (aipoch/medical-research-skills, 1.9k stars) and Nature Paper Card (Yuan1z0825/nature-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Medical Imaging Review?
luwill (a GitHub user) maintains it in luwill/research-skills, which has 862 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on October 10, 2026.
Source: luwill/research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.