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.