Menu

Individual skill

academic-aio

0upvotes

Use when a medical AI paper should be found and cited by AI search engines and RAG tools. Optimizes the title, abstract, summary box (Key Points, Research in Context), keywords, preprint, GitHub README/CITATION.cff and Hugging Face card, returning a visible pass/fail checklist.

skills/academic-aio/SKILL.md

Read pinned source

Source commit cc462bc2069064b557c2fea12a1f83ed1fe67f66

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
No
Repository scan complete
No
Skill scan complete
No
Observed behavior
Not checked yet
Last checked
Nov 7, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
373
Repository last updated
Nov 2, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# Academic AIO Skill — Medical AI Paper Visibility for AI Search Engines

## Communication Rules

- Surface the checklist in the response. Never apply AIO edits silently.
- When a rule conflicts with journal formatting, defer to the journal and mark the item NA with the reason.
- When introducing a rule, cite its source (TRIPOD+AI, CLAIM, STARD-AI, Wu 2025, Algaba 2024, Aggarwal 2024 GEO) by DOI or arXiv ID from External References. Never invent a citation, DOI, arXiv ID, or reporting-guideline item number; mark anything you cannot verify `[VERIFY]`.

## Section 1 — Title and Abstract Optimization

### 1.1 Title three-slot rule
Structure: `[Task] + [Modality or anatomy] + [Model family or method class]`. Include one concrete differentiator (dataset scale, new benchmark, "first …") when defensible. Avoid keyword stuffing (penalized as spam by AI overviews).
- PASS: "Transformer-based segmentation of skull fractures on non-contrast head CT."
- FAIL: "A novel advanced deep-learning AI machine-learning framework for medical image analysis."