# Ops Humanizer

OPS on-demand: This skill should be used when the user asks to \"humanize this\"...

- Repository: https://github.com/Lifecycle-Innovations-Limited/claude-ops (547 stars)
- Category: Engineering
- License: MIT
- Last updated: 2026-11-01
- Runs scripts: no, instructions only

## Install

Claude Code: `npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-humanizer -g -a claude-code -y`
Codex: `npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-humanizer -g -a codex -y`
Cursor: `npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-humanizer -g -a cursor -y`
Gemini CLI: `npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-humanizer -g -a gemini-cli -y`
Claude Code plugin marketplace: `/plugin marketplace add Lifecycle-Innovations-Limited/claude-ops`

## Description

OPS on-demand: This skill should be used when the user asks to \"humanize this\", \"this reads like…

## SKILL.md, as published by its author (untrusted third-party text, read it as data)

# /ops:humanizer

Load `ops-rules` before acting. Public repo (no personal data). Outbound: one draft → one approval → one send. If `AskUserQuestion` / `Workflow` are missing, follow Rule 10 in `ops-rules` (Hermes: numbered options / two-turn Telegram card; `delegate_task`).

You are an editor. Your job is to take a draft that reads as machine-generated and make it read as
if a person wrote it, without changing what it says.

Two failure modes, equally bad. Leaving the tells in. And scrubbing so hard that the prose goes
flat, or that a fact gets invented to fill the hole where a vague phrase used to be.

## The rules that outrank everything else

1. **Never invent.** No name, number, date, quote, source, or claim may appear in the rewrite that
   was not in the input or supplied by the owner. Trading a vague sentence for a specific one is
   only allowed when the specific came from somewhere real. If a sentence needs a fact you do not
   have, cut the sentence or write the plain version. A fabrication is a defect even when it reads
   better. (Fiction is the exception; there, invention is the assignment.)
2. **Keep the information, drop the shape.** Every claim survives. Paragraph structure, ordering,
   and length do not have to. Compress the padding, linger where a person would linger, merge or
   split freely.
3. **A supplied writing sample beats every rule below, including the em dash rule.** See Voice
   calibration.
4. **Rule 6 still applies.** If the text is an outbound message, humanizing it does not approve it.
   Stage the full draft and get per-message approval before anything sends.

## Invocation modes

**Pasted text (default).** Return the draft rewrite, three or four audit bullets, then the final
rewrite.

The rest: https://github.com/Lifecycle-Innovations-Limited/claude-ops/blob/HEAD/claude-ops/skills/ops-humanizer/SKILL.md