humanize SKILL.md skillA
humanize 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/humanize@git:20261002.b32d755Pins git:20261002.b32d755 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/humanize/SKILL.md- Versions recorded
- 11
- Latest version
- git:20261002.b32d755, committed Oct 2, 2026
- First version recorded
- Jul 14, 2026
- Size
- 11,702 bytes
- Repository stars
- 346
- License
- MIT
Use when a manuscript or response-to-reviewers letter reads as AI-written. Scans for 27 AI writing patterns and rewrites flagged passages, preserving technical accuracy and bounding how much text changes. Not general copy-editing; that is /polish-language.
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
# Humanize Skill
This skill only removes AI patterns; it does not perform general copy-editing, evaluate
scientific quality, check journal formatting, or translate.
Read `${CLAUDE_SKILL_DIR}/references/ai_patterns.md` at the start of every session, before
scanning: the definitions, watch words, examples, detection greps, per-pattern fixes and the
section-by-section priorities for all 27 patterns live only there.
---
## Workflow
### Phase 1: Scan
Scan the section(s) the user provides for all 27 patterns. For response-to-reviewers letters and
cover letters, prioritise Patterns 22-24. For a full manuscript, follow the per-section priorities
in `ai_patterns.md` (Section-Specific Application Guide). For each pattern found, record its number
and name, the count, the exact passage, and its location (paragraph number or line range).
**Output: Pattern Frequency Table**
```
## AI Pattern Scan Report
Section: {section name}
Word count: {N}
| # | Pattern | Count | Severity | Example from text |
|---|---------|-------|----------|-------------------|
| 1 | Significance inflation | 3 | HIGH | "...pivotal role in diagnostic imaging..." |
| ... | ... | ... | ... | ... |
…Read the whole file at its exact version.
How to install
mdr add aperivue/medsci-skills/humanize@sha256:6aebc1ff5204bde2The line at the top of this page pins the label git:20261002.b32d755, 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_ke32k6rx5tui2thm)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 11 versions of this file, between Jul 14, 2026 and Oct 2, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261002.b32d755 latest | 2026-10-02 | b32d755 | 11,702 B | A | view · diff |
| git:20260930.c8ed96c | 2026-09-30 | c8ed96c | 10,930 B | A | view · diff |
| git:20260930.30387c2 | 2026-09-30 | 30387c2 | 10,945 B | A | view · diff |
| git:20260930.c83ad00 | 2026-09-30 | c83ad00 | 11,024 B | A | view · diff |
| git:20260929.104b841 | 2026-09-29 | 104b841 | 19,631 B | A | view · diff |
| git:20260929.2b7013d | 2026-09-29 | 2b7013d | 19,285 B | A | view · diff |
| git:20260728.214054b | 2026-07-28 | 214054b | 19,135 B | A | view · diff |
| git:20260723.70bad58 | 2026-07-23 | 70bad58 | 18,644 B | A | view · diff |
| git:20260722.1a79bc9 | 2026-07-22 | 1a79bc9 | 17,102 B | A | view · diff |
| git:20260722.43063b3 | 2026-07-22 | 43063b3 | 16,564 B | A | view · diff |
| git:20260714.67e673c | 2026-07-14 | 67e673c | 14,232 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 (11702 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_ke32k6rx5tui2thm GET https://markdownregistry.com/api/v1/resolve?ref=aperivue/medsci-skills/humanize GET https://markdownregistry.com/api/v1/blob/6aebc1ff5204bde23b06f41725f508732e7938bfde0bc5463d47cab203d1c605
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.
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