Slopbuster
v1.0.0AI text humanizer for prose, code, and academic writing. Strips AI-generated patterns and restores human voice. Use when editing or reviewing text to make it...
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by_silhouette@lanyasheng
MIT-0
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LicenseMIT-0 · Free to use, modify, and redistribute. No attribution required.
Security Scan
Capability signals
These labels describe what authority the skill may exercise. They are separate from suspicious or malicious moderation verdicts.
OpenClaw
Benign
high confidencePurpose & Capability
Name/description (AI text humanizer) align with the provided files and runtime instructions. The repo is purely markdown rule files and a SKILL.md orchestrator that describe pattern detection and rewriting. No unrelated env vars, binaries, or install steps are requested. Allowed tools (Read/Write/Edit/Grep/Glob/AskUserQuestion) fit a skill that scans and rewrites files.
Instruction Scope
SKILL.md instructs the agent to load local rule files, scan provided text/files, perform two-pass rewrites, and save output. That is consistent with the purpose. One point to note: the docs/setup-guide explicitly instructs users how to copy slopbuster rules into agent-global config files (e.g., CLAUDE.md, .cursorrules) so the agent will apply these rules to all of its outputs. That is an optional but broad change to agent behavior and should be applied deliberately. There are no instructions to read environment variables, network endpoints, or external secrets.
Install Mechanism
No install spec or runtime code is present — this is an instruction-only skill consisting of markdown files. The README mentions an npx command for a Skills CLI, but the skill bundle itself contains no download-or-execute steps. This is low-risk from an installation perspective.
Credentials
The skill requires no environment variables, credentials, or config paths. The content does recommend editing agent config files to make the rules apply globally, but that is a user action and not a hidden requirement. No secret-scoped env vars are requested or referenced.
Persistence & Privilege
The skill itself does not request permanent presence (always:false) and cannot autonomously persist beyond being invoked. However, the setup guide provides explicit instructions for users to paste slopbuster rules into global agent config files (e.g., CLAUDE.md, .cursorrules), which, if followed, will cause an agent to apply these rules to all outputs. That is an intentional feature for some workflows, but it gives the rules broad influence over agent behavior and should be enabled only after review.
Assessment
What to consider before installing or enabling:
- This skill is instruction-only and coherent with its purpose: it runs local pattern-matching and rewrite guidance for text, code, and academic writing and asks for no secrets or installs.
- The docs encourage copying rule text into global agent config (CLAUDE.md, .cursorrules, AGENTS.md). Do NOT paste those blocks into a global/system config until you review them line-by-line — doing so will cause your agent to apply the rules to every output (commits, PR descriptions, chat replies) and may be too intrusive for some contexts.
- Because the skill can Read/Write/Edit files, run it only on files you intend to modify, and keep backups or use git so changes can be reviewed and reverted.
- Test on non-sensitive sample files first (standard depth) to confirm the rewrite style matches your expectations and doesn't remove domain-critical details (e.g., academic numeric claims or code invariants). The academic rules explicitly warn about meaning-preserving boundaries; still, validate automatically produced edits manually.
- If you want limited scope, prefer invoking /slopbuster on demand or adding the rules to project-level config (repo or per-project) rather than personal/global agent configs.
- If you have teammates, discuss and version-control any agent config changes so the team can opt in and review the rule set before it affects shared outputs.Like a lobster shell, security has layers — review code before you run it.
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License
MIT-0
Free to use, modify, and redistribute. No attribution required.
