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"

skills/unslop-file/SKILL.md

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Source commit eaa3b92e0b54a29076df23ff6d846c5f81bed7b9

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Last checked: Nov 8, 2026

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Repository stars (not skill ratings): 184
Repository last updated: Nov 9, 2026
License: MIT

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

ai-detection Repository topic
ai-plugin Repository topic
anti-slop Repository topic
claude-code Repository topic
claude-code-plugin Repository topic
cline-rules Repository topic
cursor-rules Repository topic
humanizer Repository topic
llm Repository topic
prompt-engineering Repository topic
docs Derived category

Files and excerpt

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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`)