nature-paper-xray SKILL.md skillA
nature-paper-xray from yuan1z0825/nature-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yuan1z0825/nature-skills/nature-paper-xray@git:20261006.47b4bdaPins git:20261006.47b4bda in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yuan1z0825/nature-skills
- Path
skills/nature-paper-xray/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261006.47b4bda, committed Oct 6, 2026
- Size
- 6,190 bytes
- Repository stars
- 52,651
- License
- Apache-2.0
Read one supplied paper closely enough to reconstruct how its authors actually got there, rather than restating what the abstract claims. Use for 精读论文, 讲透这篇论文, 把这篇读懂, 作者为什么这么设计, 这个公式怎么推出来的, paper x-ray, and deep single-paper comprehension before building on, reviewing, presenting, or citing that paper. Recovers the real starting point and the bet the authors placed, separates load-bearing design from decoration, grounds each key formula in a worked micro-example with concrete numbers, and…
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
# Nature Paper X-Ray Read a paper the way a researcher explains it at a whiteboard to a colleague: what the authors saw, why they believed it, where they hesitated, what they gave up, and which numbers would change the conclusion. The delivered artifact is a Markdown long-read. A section-by-section summary of the paper is a failure mode, not a fallback. ## Default stance - The method section is a teaching order, not the order the work happened in. The introduction's story is arranged after the fact. The contribution list is written for reviewers. - The judgments that decided the paper — what the authors noticed, why they trusted it, what they abandoned — are mostly not written down. Recovering them is the job. - Every figure was chosen. Ask what the authors want a reader to believe from this one, then look for details inside it that do not support that reading. - A figure contains its own counter-evidence more often than the text does: a curve that crosses later, an error bar wider than the gap between compared methods, a log axis hiding a constant-factor difference, one seed standing in for a variance claim. …
Read the whole file at its exact version.
How to install
mdr add yuan1z0825/nature-skills/nature-paper-xray@sha256:c889b3751672fa45The line at the top of this page pins the label git:20261006.47b4bda, 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_3kywexzdfpcr64d3)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 6, 2026.
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 (6190 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
yuan1z0825/nature-skills · 52,651 stars · license Apache-2.0 · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3kywexzdfpcr64d3 GET https://markdownregistry.com/api/v1/resolve?ref=yuan1z0825/nature-skills/nature-paper-xray GET https://markdownregistry.com/api/v1/blob/c889b3751672fa453d761f0a2956cf8304b51a383be6d10f06d27f0371012d87
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.