humanize is agent-read markdown (skill) from pedrohcgs/claude-code-my-workflow: Read-only audit of `.tex`, `.qmd`, or `.md` text for AI-voice tells — boilerplate transitions ("Moreover", "Furthermore", "It is important to note that"), AI-cliché lexicon ("delve", "navigate the complexities", "tapestry", "robust framework"), em-dash overuse, symmetric paragraph shapes, tricolon abuse, hedging stacking, "not only X but also Y" frames, and formulaic openers. Produces a report; does NOT rewrite. Use when user says "humanize", "does this sound like AI?", "check for AI tells", "de.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified before it reaches your agent: the main file against the SHA-256 recorded here, the others against the git hashes of its source commit. The deterministic audit below grades the latest version, and the same checks always give the same file the same grade.
What the file says
# `/humanize` — AI-voice audit (detect-and-flag)
Read the target file (or all paper-like files), audit for the canonical AI-voice tells in academic prose, and write a structured report. **The skill does not rewrite.** The author edits.
## Why this skill exists
Referees and editors increasingly recognise AI-generated prose. The tells are not stylistic preferences — they're statistically conspicuous patterns the LLM training distribution produces at higher rates than human academic writers. Five reasons to audit before submission:
1. **Reviewer suspicion is a tax.** Even good substance pays a credibility tax if the prose reads as AI-drafted.
2. **Journal policy is tightening.** A growing number of venues require disclosure or prohibit AI-drafted text.
3. **AI tells signal weak content.** Boilerplate transitions ("Moreover", "It is important to note") almost always cover up logical gaps the author didn't think through.
4. **You are not the tells.** Even authors who use AI tools heavily can preserve their own voice by stripping the model's lexical fingerprint.
…
Pin to a label to follow the author's releases, or to a sha256 for exact bytes. Either way the resolved hash is written to mdr.lock, and mdr install fetches those bytes again and checks them, so it installs them exactly or fails.
GET https://markdownregistry.com/api/v1/artifacts/art_gjcbhzj6swf7tooj
GET https://markdownregistry.com/api/v1/resolve?ref=pedrohcgs/claude-code-my-workflow/humanize
GET https://markdownregistry.com/api/v1/blob/12161ebd284e438ebafed4c67533d183bf87a41a736f71f3d02b2aa2e05b6b50
Your agent 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.
pedrohcgs/claude-code-my-workflow · .claude/skills/adjudicate-review/SKILL.md · Turn an incoming set of findings — from an AI reviewer, a referee report, a code review, a linter, or a second model —…
pedrohcgs/claude-code-my-workflow · .claude/skills/audit-reproducibility/SKILL.md · Enforce the replication-protocol.md rule by cross-checking numeric claims in a manuscript against the actual R / Stata…
pedrohcgs/claude-code-my-workflow · .claude/skills/blast-radius/SKILL.md · Before and after changing anything shared — a function's return value, a signature, a schema, a label set, a config…
pedrohcgs/claude-code-my-workflow · .claude/skills/capture-environment/SKILL.md · Snapshot the computational environment for a replication package — detects the analysis stack (R / Stata / Python) and…
pedrohcgs/claude-code-my-workflow · .claude/skills/challenge/SKILL.md · Stress-test a finding against the choices you did not make. Enumerates the discrete forks a competent analyst could…
pedrohcgs/claude-code-my-workflow · .claude/skills/checkpoint/SKILL.md · Save a structured state snapshot before stopping or handing off. Captures the active plan, recent decisions, file…
pedrohcgs/claude-code-my-workflow · .claude/skills/coauthor-brief/SKILL.md · Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed…
pedrohcgs/claude-code-my-workflow · .claude/skills/commit/SKILL.md · Stage, commit, push, open a PR, and merge to main. Use ONLY on explicit commit intent — user says "commit", "ship it"…
pedrohcgs/claude-code-my-workflow · .claude/skills/compile-latex/SKILL.md · Compile a Beamer LaTeX slide deck with XeLaTeX (3 passes + bibtex). Use when user says "compile", "build the slides"…
pedrohcgs/claude-code-my-workflow · .claude/skills/compress-session/SKILL.md · Distill the current conversation into a structured note (decisions made, open questions, file pointers with line…
pedrohcgs/claude-code-my-workflow · .claude/skills/context-status/SKILL.md · Show current context status and session health.
Use to check how much context has been used, whether auto-compact…
pedrohcgs/claude-code-my-workflow · .claude/skills/create-lecture/SKILL.md · Create a new Beamer lecture `.tex` from source papers and materials, with notation consistency checks and the project's…
epoko77-ai/im-not-ai · skills/humanize/SKILL.md · AI가 쓴 한글 텍스트를 자연스럽게 윤문하는 진입 명령. humanize-korean 파이프라인을 shim 의 route_hint 가 정한 경로(light 1콜 · standard 2콜 · heavy 3+콜)로…
fcakyon/claude-codex-settings · plugins/humanize/skills/humanize/SKILL.md · This skill should be used when writing or revising text, including responses, documentation, comments, emails, posts…
aperivue/medsci-skills · skills/humanize/SKILL.md · Detect and remove AI writing patterns from academic manuscripts and response-to-reviewers letters. Scans for 27 common…
uchicago-dsi/ai-sci-skills · skills/humanize/SKILL.md · Edit prose so it sounds like the author and reads plainly - stripping formulaic AI phrasing and replacing jargon with…
kalyvask/winning-writing · skills/humanize/SKILL.md · Makes a draft read like a real human typed it — adds asymmetry, light contractions, and (rarely) one safe typo. Use…
richfrem/agent-plugins-skills · plugins/dev-utils/skills/humanize/SKILL.md · This skill should be used when the user wants to "humanize this", "make this sound less AI", "rewrite this naturally"…
khaledsaeed18/dotclaude · skills/writing/humanize/SKILL.md · Rewrite prose that reads as machine-generated so it reads as the writer, without changing what it says or adding any…
