seokan-jeong/team-shinchan:simplify
skills/simplify/SKILL.md
Use when you need to detect or remove AI slop from text — filler openers, hedge stacks, redundant qualifiers, and emoji clusters. Scans stdin or a file and optionally rewrites clean output.
$ install --global
skillsauthnpx skillsauth add seokan-jeong/team-shinchan team-shinchan:simplifyInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: May 7, 2026, 5:03 AM116.0s1 file scanned
SKILL.md
- name:
- team-shinchan:simplify
- description:
- Use when you need to detect or remove AI slop from text — filler openers, hedge stacks, redundant qualifiers, and emoji clusters. Scans stdin or a file and optionally rewrites clean output.
- user-invocable:
- true
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.
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