humanizer skillA
humanizer is agent-read markdown (skill) from suxrobgm/jobpilot: Rewrite AI-sounding text so it reads naturally without changing what it says. Use when editing or reviewing prose for inflated claims, sales language, vague sources, repetitive structure, stock AI words, passive voice, filler, or chatbot artifacts. Based on Wikipedia's "Signs of AI writing.".
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
mdr add suxrobgm/jobpilot/humanizer@v2.11.2mdr add suxrobgm/jobpilot/humanizer@sha256:e4ba1398c0ee3f87Pin 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.
[](https://markdownregistry.com/a/art_25bygho5ivsmsizv)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.11.2 latest | 2026-08-30 | 446f0b7 | 40,399 B | A | view · diff |
| v2.9.1 | 2026-07-26 | 8079e0e | 39,635 B | A | view · diff |
| git:20260722.cb218f9 | 2026-07-22 | cb218f9 | 24,516 B | A | view · diff |
| git:20260722.a01ca25 | 2026-07-22 | a01ca25 | 26,356 B | A | view · diff |
| v2.4.0 | 2026-07-19 | 11562ae | 26,339 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 (40399 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
suxrobgm/jobpilot · 74 stars · license MIT · pushed 2026-09-10 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_25bygho5ivsmsizv GET https://markdownregistry.com/api/v1/resolve?ref=suxrobgm/jobpilot/humanizer GET https://markdownregistry.com/api/v1/blob/e4ba1398c0ee3f87d7131d818197cafd9d2d58e8c67e48a034dfc4d392a63a89
Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.