muvon/octomind-tap · skills/content-locale-humanize/SKILL.md

content-locale-humanize skillA

content-locale-humanize is agent-read markdown (skill) from muvon/octomind-tap: MQM-informed, structural-pattern diagnostic for making translated/localized content read as if a native speaker wrote it from scratch, in any target language — detects translationese and AI-slop by pattern (interference, frequency outliers, rhythm, templating), not by a per-language word list..

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 against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add muvon/octomind-tap/content-locale-humanize@git:20260705.7b97d7f
Exact content
mdr add muvon/octomind-tap/content-locale-humanize@sha256:8e37a014a86e7fa3

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_addhrpjyw2jsngf2.svg)](https://markdownregistry.com/a/art_addhrpjyw2jsngf2)

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Versions

versioncommittedcommitsizeaudit
git:20260705.7b97d7f latest2026-07-05 7b97d7f 16,448 BA view · diff
git:20260705.b6a614a2026-07-05 b6a614a 17,688 BA view · diff
git:20260705.72eb4c92026-07-05 72eb4c9 16,722 BA view · diff
git:20260705.2fd4f062026-07-05 2fd4f06 15,873 BA view · diff
git:20260705.55c33802026-07-05 55c3380 15,287 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (16448 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

muvon/octomind-tap · 4 stars · license Apache-2.0 · pushed 2026-09-17 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_addhrpjyw2jsngf2
GET https://markdownregistry.com/api/v1/resolve?ref=muvon/octomind-tap/content-locale-humanize
GET https://markdownregistry.com/api/v1/blob/8e37a014a86e7fa30ffb404ab63f547f236c6a983d61e3364bca95b33c7a98ad

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.