Individual skill

unslop-file

Humanize natural-language memory files (CLAUDE.md, todos, preferences, docs) by removing AI-isms and adding burstiness while preserving every code block, URL, path, command, and heading exactly. Two modes: --deterministic (fast, regex-based, no API) and LLM (default, calls Claude for rewrite). Humanized version overwrites the original file. Plain backup saved as FILE.original.md. Trigger: /unslop-file <filepath> or "humanize memory file"

plugins/MohamedAbdallah-14/unslop/skills/unslop-file/SKILL.md

Read pinned source

Source commit d780783eba4ecc7c8b9429f95c9362df95f07c61

What was checked

Matches the observed repository HEAD: Yes
Scanner rules are current: Yes
Repository scan complete: No
Skill scan complete: No
Observed behavior: Network or broad shell
Last checked: Nov 4, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings): 1,530
Repository last updated: Nov 6, 2026
License: Apache-2.0

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

ai-coding Repository topic
awesome Repository topic
awesome-list Repository topic
codex Repository topic
codex-plugins Repository topic
openai Repository topic
codex-skill Repository topic
codex-skills Repository topic
marketplace Repository topic
codex-marketplace Repository topic
docs Derived category

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files

SKILL.mdcore · 10,979 bytes
SKILL.mdcore · 10,979 bytes
scripts/__init__.pyruns · 567 bytes
scripts/__main__.pyruns · 70 bytes
scripts/benchmark.pyruns · 2,947 bytes
scripts/cli.pyruns · 29,733 bytes
scripts/data/__init__.pyruns · 0 bytes
scripts/data/stylometric_baseline.jsonasset · 5,072 bytes
scripts/detect.pyruns · 5,226 bytes
scripts/detector.pyruns · 17,864 bytes
scripts/fetch_detectors.pyruns · 2,864 bytes
scripts/humanize.pyruns · 74,189 bytes
scripts/lexical_targets.pyruns · 8,519 bytes
scripts/py.typedasset · 0 bytes
scripts/reasoning.pyruns · 6,631 bytes
scripts/shield_metrics.pyruns · 5,700 bytes
scripts/soul.pyruns · 10,808 bytes
scripts/structural.pyruns · 14,043 bytes
scripts/style_memory.pyruns · 8,682 bytes
scripts/stylometry.pyruns · 13,001 bytes
scripts/surprisal.pyruns · 11,393 bytes
scripts/validate.pyruns · 32,824 bytes

Read excerpt


# Unslop Humanize

## Purpose

Rewrite natural-language memory files (CLAUDE.md, AGENTS.md, todos, preferences, docs) so they sound human-written: no sycophancy, no stock vocab, no five-paragraph essay shape, no tricolon padding. Everything technical stays exact: code blocks, inline code, URLs, file paths, commands, headings, tables.

Two modes:

- **`--deterministic`** — fast regex pass that strips canonical AI-isms and tightens tricolons. No API call, no `ANTHROPIC_API_KEY` needed. Best for batch processing and CI.
- **LLM mode (default)** — calls Claude (via Anthropic SDK or `claude --print` CLI fallback) to do a full rewrite that engineers burstiness, restructures performative paragraphs, and matches voice. Slower but better quality.

Humanized version overwrites the original. A `FILE.original.md` backup is written first. Re-run after editing the `.original.md` to regenerate.

### Intensity levels (`--mode`)