academic-aio SKILL.md skillA
academic-aio from aperivue/medsci-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add aperivue/medsci-skills/academic-aio@git:20261003.182e0ffPins git:20261003.182e0ff in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- aperivue/medsci-skills
- Path
skills/academic-aio/SKILL.md- Versions recorded
- 9
- Latest version
- git:20261003.182e0ff, committed Oct 3, 2026
- First version recorded
- May 16, 2026
- Size
- 19,318 bytes
- Repository stars
- 346
- License
- MIT
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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." ### 1.2 Structured abstract …
Read the whole file at its exact version.
How to install
mdr add aperivue/medsci-skills/academic-aio@sha256:1c96fb28e98a9eedThe line at the top of this page pins the label git:20261003.182e0ff, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_bjqo4pjneyypyuon)
6 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 9 versions of this file, between May 16, 2026 and Oct 3, 2026, about one every 17 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261003.182e0ff latest | 2026-10-03 | 182e0ff | 19,318 B | A | view · diff |
| git:20260930.c8ed96c | 2026-09-30 | c8ed96c | 18,422 B | A | view · diff |
| git:20260930.30387c2 | 2026-09-30 | 30387c2 | 18,351 B | A | view · diff |
| git:20260930.69d672e | 2026-09-30 | 69d672e | 18,813 B | A | view · diff |
| git:20260805.5cfcaec | 2026-08-05 | 5cfcaec | 32,773 B | A | view · diff |
| git:20260728.214054b | 2026-07-28 | 214054b | 32,767 B | A | view · diff |
| git:20260707.a260277 | 2026-07-07 | a260277 | 32,276 B | A | view · diff |
| git:20260621.c14ffa5 | 2026-06-21 | c14ffa5 | 31,396 B | A | view · diff |
| git:20260516.368d612 | 2026-05-16 | 368d612 | 30,948 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (19318 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
aperivue/medsci-skills · 346 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bjqo4pjneyypyuon GET https://markdownregistry.com/api/v1/resolve?ref=aperivue/medsci-skills/academic-aio GET https://markdownregistry.com/api/v1/blob/1c96fb28e98a9eede0b4edc85c9eb032d5e05d77d53b202e7bc7018914fecc27
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.