fb-humanizer SKILL.md skillA

fb-humanizer from sergebulaev/facebook-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add sergebulaev/facebook-skills/fb-humanizer@git:20261003.f4e43f3

Pins git:20261003.f4e43f3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
sergebulaev/facebook-skills
Path
.codex-marketplace/facebook-skills/skills/fb-humanizer/SKILL.md
Versions recorded
6
Latest version
git:20261003.f4e43f3, committed Oct 3, 2026
First version recorded
Jul 2, 2026
Size
17,643 bytes
Repository stars
103
License
MIT

Remove the AI tells readers react to in a Facebook Page post: 2026 vocabulary by density, reveal bridges, staccato stacks, stacked triads, announcement auto-pilot. Also --mode audit (under-80 sweet spot, hook, engagement bait), --mode profile (learns how you write) and --mode interview (fills your Story Bank: the stories, scars and numbers posts are made of). Not for writing from scratch (use fb-post-writer). Keywords: humanize, de-AI my post, interview me, audit before posting.

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

# Facebook Page Humanizer V3

Rewrites any Facebook Page post to remove the AI tells that human readers
notice, and audits a finished draft against the 2026 Facebook ranking
checklist. Based on Wikipedia's "Signs of AI writing" taxonomy, the 2025-2026
stylometry literature, and Facebook-Page-specific patterns (the under-80
sweet spot, the "See more" fold, the "We are thrilled to announce" corporate
tell, and the meaningful-interactions model). **V3 (2026-09):** recalibrated
on 2026 evidence. Vocabulary is scored by density, em dashes are capped
instead of banned, forced rhythm is now a tell instead of a fix, and there is
an over-correction guard. Facebook has no corpus of its own yet, so the
calibration follows the LinkedIn one (the closest long-and-short mixed feed).

**What this skill does not do:** it does not make text "pass" GPTZero,
Pangram, Turnitin or Originality. Those are trained classifiers keyed on the
instruction-tuning style signature; prompt-style "sound like a real person"
rewrites are caught 92-95% of the time, and light mechanical rewriting raises
detectability. On post-length text (under 300 words) detector scores are
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add sergebulaev/facebook-skills/fb-humanizer@sha256:cd9a7de3b8f4ca76

The line at the top of this page pins the label git:20261003.f4e43f3, 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_s3ksrg5sjdz22bz2.svg)](https://markdownregistry.com/a/art_s3ksrg5sjdz22bz2)

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

Versions

The registry has recorded 6 versions of this file, between Jul 2, 2026 and Oct 3, 2026, about one every 19 days.

versioncommittedcommitsizeaudit
git:20261003.f4e43f3 latest2026-10-03 f4e43f3 17,643 BA view · diff
git:20260909.7ec99632026-09-09 7ec9963 16,534 BA view · diff
git:20260905.3ba7f2b2026-09-05 3ba7f2b 16,532 BA view · diff
git:20260730.08f806f2026-07-30 08f806f 6,313 BA view · diff
git:20260705.dd96be52026-07-05 dd96be5 5,852 BA view · diff
git:20260702.63f3dfc2026-07-02 63f3dfc 5,038 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 (17643 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

sergebulaev/facebook-skills · 103 stars · license MIT · pushed 2026-11-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_s3ksrg5sjdz22bz2
GET https://markdownregistry.com/api/v1/resolve?ref=sergebulaev/facebook-skills/fb-humanizer
GET https://markdownregistry.com/api/v1/blob/cd9a7de3b8f4ca766138f40e789dfec24677834b32033f72fbe1210c59ad24b0

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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AGENTS.md AGENTS.md file
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CLAUDE.md CLAUDE.md file
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Every file in sergebulaev/facebook-skills

Other files named fb-humanizer

fb-humanizer SKILL.md skill
sergebulaev/facebook-skills · skills/fb-humanizer/SKILL.md · Remove the AI tells readers react to in a Facebook Page post: 2026 vocabulary by density, reveal bridges, staccato…
git:20261003.f4e43f3 · audit A · 103 stars

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