team-shinchan:simplify

AI Slop Cleaner

Removes AI-generated filler language from text files or stdin.

Usage

# Scan mode (default) — print matched slop phrases with line numbers
echo "Certainly, here is your answer." | node ${CLAUDE_PLUGIN_ROOT}/src/slop-cleaner.js

# Fix mode — rewrite cleaned text to stdout
echo "Certainly, here is your answer." | node ${CLAUDE_PLUGIN_ROOT}/src/slop-cleaner.js --fix

# File input — scan a file
node ${CLAUDE_PLUGIN_ROOT}/src/slop-cleaner.js --file path/to/doc.md

# File input + fix — rewrite cleaned text back to the file
node ${CLAUDE_PLUGIN_ROOT}/src/slop-cleaner.js --fix --file path/to/doc.md

What It Detects

Category	Examples
Filler openers	"Certainly,", "Absolutely,", "Of course,", "Sure,", "Great,", "I'll help you"
Hedge stacks	"It's worth noting that ", "It is important to mention ", "Please note that "
Redundant qualifiers	"very unique" → "unique", "completely eliminate" → "eliminate", "totally unnecessary" → "unnecessary"
Emoji clusters	3 or more consecutive emoji in a row

Invocation

When this skill is invoked, run the slop-cleaner script directly using the Bash tool:

# Scan mode
node ${CLAUDE_PLUGIN_ROOT}/src/slop-cleaner.js --file <path>

# Fix mode
node ${CLAUDE_PLUGIN_ROOT}/src/slop-cleaner.js --fix --file <path>

Report the output to the user. If slop is found in scan mode, summarize the matches and suggest running with --fix to clean them.