Medical Imaging Review
LeonChaoX/qinyan-academic-skills
Write comprehensive literature reviews for medical imaging AI research.
Write comprehensive literature reviews for medical imaging AI research.
Install Medical Imaging Review
$ npx skills add aipoch/medical-research-skills --skill medical-imaging-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-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/aipoch/medical-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'scientific-skills/Academic Writing/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/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/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/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/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 aipoch/medical-research-skills --skill medical-imaging-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-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/aipoch/medical-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'scientific-skills/Academic Writing/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/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/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 aipoch/medical-research-skills --skill medical-imaging-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-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/aipoch/medical-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'scientific-skills/Academic Writing/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/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/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/aipoch/medical-research-skills.git --path 'scientific-skills/Academic Writing/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 aipoch/medical-research-skills --skill medical-imaging-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-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/aipoch/medical-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'scientific-skills/Academic Writing/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/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/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 aipoch/medical-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 aipoch/medical-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/aipoch/medical-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/'scientific-skills/Academic Writing/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/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/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 aipoch/medical-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 aipoch/medical-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/aipoch/medical-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'scientific-skills/Academic Writing/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/aipoch/medical-research-skills/tree/main/scientific-skills/Academic%20Writing/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
- 1.9k
- Token cost
- ~1.2k tokens
- SKILL.md length
- 259 words
- Files
- 8 (incl. references)
- Skills in repo
- 578
- Repo updated
- First seen
- Licence
- MIT
At a glance
Write comprehensive literature reviews for medical imaging AI research.
- Works in 3 steps: Initialize project with three core files → Follow the 7-phase workflow (see… → Use domain-specific templates (see…
- Writing survey papers
- SKILL.md covers Quick Start, Core Principles, Literature Sources and Standard Review Structure, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Medical Imaging Review is an agent skill from aipoch/medical-research-skills. Write comprehensive literature reviews for medical imaging AI research. Use when writing survey papers, systematic reviews, or literature analyses on topics like segmentation, detection, classification in CT, MRI, X-ray, ultrasound, or pathology imaging. Triggers on requests f...
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including reference files (for example `POLISH_CHANGELOG.md`, `eval_report_medical-imaging-review_result.json` and `references/DOMAINS.md`).
It sits in Research & Science, covering Literature review and Clinical and healthcare research. It works with Model Context Protocol. The repository describes itself as: Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing. The licence is MIT.
When your agent uses it
- Writing survey papers
- Systematic reviews
- Literature analyses on topics like segmentation
- Classification in CT
Example prompts
- “/medical-imaging-review”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Initialize project with three core files
- Follow the 7-phase workflow (see references/WORKFLOW.md)
- Use domain-specific templates (see references/DOMAINS.md)
What it can do on your machine
Read from SKILL.md and the folder at commit 686e09d. 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 (its code samples are markdown).
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 1.2k tokens when it runs, and up to ~6.2k if it reads all its reference files. Until then it costs about 76 tokens; SKILL.md has 259 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
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 259 words, ~1,246 tokens.
Download SKILL.mdSave it as
.claude/skills/medical-imaging-review/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.- name
- medical-imaging-review
- description
- Write comprehensive literature reviews for medical imaging AI research. Use when writing survey papers, systematic reviews, or literature analyses on topics like segmentation, detection, classification in CT, MRI, X-ray, ultrasound, or pathology imaging. Triggers on requests f...
- license
- MIT
- author
- AIPOCH
Medical Imaging AI Literature Review Skill
Write comprehensive literature reviews following a systematic 7-phase workflow.
Quick Start
Initialize project with three core files:
CLAUDE.md- Writing guidelines and terminologyIMPLEMENTATION_PLAN.md- Staged execution planmanuscript_draft.md- Main manuscript
Follow the 7-phase workflow (see references/WORKFLOW.md)
Use domain-specific templates (see references/DOMAINS.md)
Core Principles
Writing Style
- Hedging language: "may", "suggests", "appears to", "has shown promising results"
- Avoid absolutes: Never say "X is the best method"
- Citation support: Every claim needs reference
- Limitations: Each method section needs a Limitations paragraph
Required Elements
- Key Points box (3-5 bullets) after title
- Comparison table for each major section
- Performance metrics: Dice (0.XXX), HD95 (X.XX mm)
- Figure placeholders with detailed captions
- References: 80-120 typical, organized by topic
Paragraph Structure
Topic sentence (main claim)
→ Supporting evidence (citations + data)
→ Analysis (critical evaluation)
→ Transition to next paragraphLiterature Sources
Use multi-source strategy for comprehensive coverage:
| Source | Best For | Tools |
|---|---|---|
| ArXiv | Latest DL methods, preprints | search_papers, read_paper |
| PubMed | Clinical validation, peer-reviewed | pubmed_search_articles |
| Zotero | Existing library, organized refs | zotero_search_items |
For MCP configuration details, see references/MCP_SETUP.md.
Standard Review Structure
# [Title]: State of the Art and Future Directions
## Key Points
- [3-5 bullets summarizing main findings]
## Abstract
## 1. Introduction
### 1.1 Clinical Background
### 1.2 Technical Challenges
### 1.3 Scope and Contributions
## 2. Datasets and Evaluation Metrics
### 2.1 Public Datasets (Table 1)
### 2.2 Evaluation Metrics
## 3. Deep Learning Methods
### 3.1 [Category 1]
### 3.2 [Category 2]
(Table 2: Method Comparison)
## 4. Downstream Applications
## 5. Commercial Products & Clinical Translation (Table 3)
## 6. Discussion
### 6.1 Current Limitations
### 6.2 Future Directions
## 7. Conclusion
## Input Validation
This skill accepts requests that match the documented purpose of `medical-imaging-review` and include enough context to complete the workflow safely.
Do not continue the workflow when the request is out of scope, missing a critical input, or would require unsupported assumptions. Instead respond:
> `medical-imaging-review` only handles its documented workflow. Please provide the missing required inputs or switch to a more suitable skill.
## ReferencesMethod Description Template
### 3.X [Method Category]
[1-2 paragraph introduction with motivation]
**[Method Name]:** [Author] et al. [ref] proposed [method], which [innovation]:
- [Key component 1]
- [Key component 2]
Achieves Dice of X.XX on [dataset].
**Limitations:** Despite advantages, [category] methods face:
(1) [limit 1]; (2) [limit 2].Citation Patterns
# Data citation
"...achieved Dice of 0.89 [23]"
# Method citation
"Gu et al. [45] proposed..."
# Multi-citation
"Several studies demonstrated... [12, 15, 23]"
# Comparative
"While [12] focused on..., [15] addressed..."Reference Files
| File | Purpose |
|---|---|
| references/WORKFLOW.md | Detailed 7-phase workflow |
| references/TEMPLATES.md | CLAUDE.md and IMPLEMENTATION_PLAN.md templates |
| references/DOMAINS.md | Domain-specific method categories |
| references/MCP_SETUP.md | MCP server configuration |
| references/QUALITY_CHECKLIST.md | Pre-submission quality checklist |
Error Handling
- If required inputs are missing, state exactly which fields are missing and request only the minimum additional information.
- If the task goes outside the documented scope, stop instead of guessing or silently widening the assignment.
- If execution fails, report the failure point, summarize what can still be completed safely, and provide a manual fallback.
- Do not fabricate files, citations, data, search results, or execution outcomes.
© aipoch, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 7 other files (references) in scientific-skills/Academic Writing/medical-imaging-review of aipoch/medical-research-skills.
- SKILL.md
- POLISH_CHANGELOG.md
- eval_report_medical-imaging-review_result.json
- references/DOMAINS.md
- references/MCP_SETUP.md
- references/QUALITY_CHECKLIST.md
- references/TEMPLATES.md
- references/WORKFLOW.md
Open the folder on GitHubat commit 686e09d
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 skillaipoch/medical-research-skills | 1.9k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Medical Imaging ReviewLeonChaoX/qinyan-academic-skills | 944 | 3 repos | ~1.1k | Automated safety check: Notes | MIT | |
| NSFC Literature Review WriterHuiyuLi-2000/Chinese-Grant-Writer-Skills | 439 | 1 repos | ~1.4k | Automated safety check: Notes | MIT | |
| Arxiv MCP Serverblazickjp/arxiv-mcp-server | 3.2k | — | ~353 | Automated safety check: Pass | Apache-2.0 | |
| Research LitCurryTang/Amadeus | 176 | 5 repos | ~963 | Automated safety check: Notes | None | |
| Research Paperluwill/research-skills | 862 | — | ~1.9k | Automated safety check: Pass | None |
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Categories
Questions about Medical Imaging Review
What does Medical Imaging Review do?
Write comprehensive literature reviews for medical imaging AI research. Medical Imaging Review is an agent skill from aipoch/medical-research-skills. Write comprehensive literature reviews for medical imaging AI research.
When should I use Medical Imaging Review?
Medical Imaging Review fits situations like: writing survey papers; systematic reviews; literature analyses on topics like segmentation; classification in CT.
How do I install Medical Imaging Review in Claude Code?
Run `npx skills add aipoch/medical-research-skills --skill medical-imaging-review -a claude-code`. Or copy the skill folder (scientific-skills/Academic Writing/medical-imaging-review in aipoch/medical-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 aipoch/medical-research-skills --skill medical-imaging-review -a codex`. Or copy the skill folder (scientific-skills/Academic Writing/medical-imaging-review in aipoch/medical-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 aipoch/medical-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.
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. Review the folder before installing.
What licence does Medical Imaging Review use?
Medical Imaging Review is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Medical Imaging Review use?
About 1.2k tokens (SKILL.md is roughly 5k 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 5k 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), NSFC Literature Review Writer (HuiyuLi-2000/Chinese-Grant-Writer-Skills, 439 stars), Arxiv MCP Server (blazickjp/arxiv-mcp-server, 3.2k stars) and Research Lit (CurryTang/Amadeus, 176 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?
aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,937 GitHub stars. The repository holds 578 skills in this directory. The repository was last updated on September 17, 2026.
Source: aipoch/medical-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.