Borrowing it
Nothing to install: this file belongs to gabelul/slopbuster. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/gabelul/slopbuster/main/CLAUDE.mdgit clone --depth 1 https://github.com/gabelul/slopbusterWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/gabelul/slopbuster/claude-md)<a href="https://agentmods.dev/instructions/gabelul/slopbuster/claude-md"><img src="https://agentmods.dev/badge/instructions/gabelul/slopbuster/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/gabelul/slopbuster/claude-md"><img src="https://agentmods.dev/badge/instructions/gabelul/slopbuster/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00779 | $0.00779 |
| Opus 5.5 | $0.00312 | $0.00312 |
| Sonnet 5.5 | $0.00156 | $0.00156 |
| Haiku 4.5 | $0.00078 | $0.00078 |
Grade A, and why
slopbuster CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 82 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md — slopbuster
What this is
A skill (pure markdown, no runtime) that strips AI-generated patterns from text, code, and academic writing. Works with Claude Code, Codex CLI, Cursor, and 40+ other coding agents via the Skills CLI.
Architecture
SKILL.md is the orchestrator. It routes between three modes (text, code, academic), defines the two-pass audit process, and references sub-files for the actual rules.
SKILL.md — entry point, mode routing, output format, process flow
SKILL-OC.md — token-optimized version (same content, compressed for OpenClaw)
rules/text-*.md — 5 files covering 24 prose patterns
rules/code-*.md — 6 files covering 79 code patterns
rules/academic.md — 49 rules across 10 groups with section-specific guidance
guides/voice-and-soul.md — how to inject personality (not just strip patterns)
guides/style-template.md — template for building custom voice profiles
scoring.md — three-tier weighted scoring system
Rule files are loaded selectively based on mode. Text mode loads text-*.md, code mode loads code-*.md, academic loads academic.md. The guides and scoring are shared across modes.
How the skill works
- Diagnose — load relevant rule files, scan for matching patterns, score original
- Rewrite — apply pattern removals, inject human voice markers
- Two-pass audit — ask "what's still AI about this?", list remaining tells, revise again
- Report — score final version, generate changelog, flag manual review items
The two-pass audit is the differentiator. First pass removes patterns. Second pass catches the sterile, voiceless text that pattern removal itself creates.
Scoring system
Three tiers, weighted by signal strength:
- Tier 1 (3pts): dead giveaways — delve, tapestry, sycophancy, chatbot artifacts
- Tier 2 (2pts): corporate tells — synergy, leverage, copula avoidance, significance inflation
- Tier 3 (1pt): weak signals — Additionally, Furthermore, em dashes, mild hedging
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 82 lines · 779 tokens per session scan A 7f50ba558662
slopbuster CLAUDE.md is an instructions file published in the GitHub repository gabelul/slopbuster (45 stars, last pushed 3mo ago), licensed MIT. It adds 779 tokens to every session, about $0.0031 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.