humanize SKILL.md skillA

humanize from petar-djukic/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add petar-djukic/agent-skills/humanize@git:20261108.6fe7bec

Pins git:20261108.6fe7bec in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
petar-djukic/agent-skills
Path
.agents/skills/humanize/SKILL.md
Versions recorded
5
Latest version
git:20261108.6fe7bec, committed Nov 8, 2026
First version recorded
Sep 1, 2026
Size
39,067 bytes
Repository stars
3
License
MIT

The laundering chain: one generative pass that moves AI-drafted prose toward human-passing on Pangram. Stages in order — filter-tells (semantic cleanup), seeded match-voice (anchored Cohere seed, iterate only while the score falls), optional burstiness, tighten-style (word recovery), optional accent-dial, inject-vernacular (terminal). Pure function: structurally diverged draft in, laundered draft plus report out; the caller owns structure (match-outline), review…

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 (the laundering chain)

One generative pass over a draft: semantic cleanup, a seeded diction
rewrite, word recovery, optional accent, then the deterministic terminal
stage. The chain is a **pure function** — structurally diverged draft in,
laundered draft plus a measurement report out. It runs once per
invocation. Structure, review, author edits, and the decision to run the
chain again belong to the caller (GH-208): a workflow command invokes
match-outline before this chain when the form needs changing, runs the
read-only instruments after it, and reads this chain's seed-reach report
to decide whether another cycle would pay.

The verified effect on a fresh AI draft (2026-07-29, working gate) is
100% AI -> Mixed: 23.8% AI / 76.2% AI-assisted, mean window 0.993 ->
0.576. On well-edited prose the gain is real but small — see the
calibration data at the end.

## The chain

| stage | what it does | what happens without it |
|---|---|---|
| filter-tells semantic cleanup | collapse antithesis pairs, remove CoT leakage, cut recap ballast, fix banned words | Pangram score stays at 100% AI even after match-voice, because the rhetorical patterns survive diction changes |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add petar-djukic/agent-skills/humanize@sha256:8ef8f9fbc5dc4228

The line at the top of this page pins the label git:20261108.6fe7bec, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_7mzuxlbgz3f27pow.svg)](https://markdownregistry.com/a/art_7mzuxlbgz3f27pow)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Sep 1, 2026 and Nov 8, 2026, about one every 17 days.

versioncommittedcommitsizeaudit
git:20261108.6fe7bec latest2026-11-08 6fe7bec 39,067 BA view · diff
git:20261108.39d8b042026-11-08 39d8b04 38,674 BA view · diff
git:20260902.07c0a342026-09-02 07c0a34 38,275 BA view · diff
git:20260901.f30ed312026-09-01 f30ed31 37,435 BA view · diff
git:20260901.eaa147a2026-09-01 eaa147a 37,303 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (39067 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

GitHub

petar-djukic/agent-skills · 3 stars · license MIT · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7mzuxlbgz3f27pow
GET https://markdownregistry.com/api/v1/resolve?ref=petar-djukic/agent-skills/humanize
GET https://markdownregistry.com/api/v1/blob/8ef8f9fbc5dc422860daf48c677caa7a35e2bb3b27f25c6379dcdb488a1c3644

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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Every file in petar-djukic/agent-skills

Other files named humanize

humanize SKILL.md skill
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git:20260901.be4de62 · audit A · 6,429 stars
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pedrohcgs/claude-code-my-workflow · .agents/skills/humanize/SKILL.md · Read-only audit of `.tex`, `.qmd`, or `.md` text for AI-voice tells — boilerplate transitions ("Moreover"…
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