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anti-slop

anti-slop is a skill for Claude Code, Codex from the-hooman-loop/anti-slop-kit. It costs 64 tokens per session (371 once invoked), scanned A, original, MIT.

A set of review rules for catching generic, unsupported, overly polished AI output in code, writing, and design. It keeps people responsible for taste, truth, context, and consequences.

In plain words
What is it for?
Use it when generating or reviewing meaningful work, especially when you want specific, grounded results and need to identify assumptions, risks, or human decisions.
Why use it?
It helps prevent work from sounding interchangeable or claiming more than the available information supports. It also highlights where context is missing and where a person must make the final choice.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

not rated 4repo 2mo ago A scan 64 tokens original MIT

Good fit Use it when generating or reviewing meaningful work, especially when you want specific, grounded results and need to identify assumptions, risks, or human decisions.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/the-hooman-loop/anti-slop-kit/anti-slop
View source ↗ the-hooman-loop/anti-slop-kit
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add the-hooman-loop/anti-slop-kit --skill anti-slop
Clone the repo
git clone --depth 1 https://github.com/the-hooman-loop/anti-slop-kit

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for anti-slop

README.md
[![agentmods](https://agentmods.dev/badge/skills/the-hooman-loop/anti-slop-kit/anti-slop/github.svg)](https://agentmods.dev/skills/the-hooman-loop/anti-slop-kit/anti-slop)
Your own site
<a href="https://agentmods.dev/skills/the-hooman-loop/anti-slop-kit/anti-slop"><img src="https://agentmods.dev/badge/skills/the-hooman-loop/anti-slop-kit/anti-slop/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.

agentmods 80×15 button for anti-slop

Your own site · 80×15
<a href="https://agentmods.dev/skills/the-hooman-loop/anti-slop-kit/anti-slop"><img src="https://agentmods.dev/badge/skills/the-hooman-loop/anti-slop-kit/anti-slop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 64 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 371 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00064 $0.00371
Opus 5.5 $0.00026 $0.00148
Sonnet 5.5 $0.00013 $0.00074
Haiku 4.5 $0.00006 $0.00037

Measured 2mo ago against content hash da9d7ae2e6f9, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

anti-slop 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 2mo 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.

skills/anti-slop/SKILL.md · 44 lines

What it actually says

Anti-slop

The point: AI slop happens when we outsource judgment. Use AI to accelerate drafts, options, and execution while humans stay responsible for taste, truth, context, and consequences. Move faster through the loop, not skip the loop.

Check before producing final work

  1. Generic phrasing that could apply to anyone.
  2. Unsupported claims or invented facts.
  3. Missing audience, goal, or context.
  4. Overly polished language that sounds like AI.
  5. Unnecessary complexity.
  6. Places where a human needs to make a judgment call.

Prefer specific, useful, grounded output over broad, impressive-sounding output. If context is missing, ask concise clarifying questions or state assumptions clearly.

Keep humans in the loop

For any meaningful recommendation or generated artifact:

  • Name assumptions.
  • Identify decisions that need human review.
  • Separate facts from suggestions.
  • Flag risks or uncertainty.
  • Offer options when there are tradeoffs.
  • Do not hide uncertainty behind confident language.

AI can draft, compare, critique, and accelerate. Humans remain responsible for taste, truth, context, and consequences.

  • deslop-code, deslop-writing, deslop-design — remove slop in a specific medium.
  • verify — do not claim work is done until it is checked.
  • small-slices — make small, reviewable changes instead of large rewrites.
Changes

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.

  1. 2mo ago First seen · 44 lines · 64 tokens per session scan A da9d7ae2e6f9

Subscribe to this mod's changes

anti-slop is a skill published in the GitHub repository the-hooman-loop/anti-slop-kit (4 stars, last pushed 2mo ago), licensed MIT. It adds 64 tokens to every session and 371 once invoked, about $0.0003 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 2026-08-31.

Code reviewWriting and docs
Related

anti-slop compared with skills from other repositories

anti-slop next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
anti-slopthe-hooman-loop/anti-slop-kitSkill42mo agoMITA64Claude Code, Codex
autoreviewopenclaw/clawhubSkill9.5kyesterdayMITA17Claude Code, Codex
agent-teams-simplify-and-hardenLeoYeAI/openclaw-master-skillsSkill2.2k6d agoMITA115Claude Code, Codex
omh-code-reviewrlaope/oh-my-hermesSkill5.2kyesterdayMITA48Claude Code, Codex
revdiff-planumputun/revdiffSkill9452d agoMITA84Claude Code
explore-unknownsdzhng/skillsSkill1.4k2d agoMITA162Claude Code, Codex
re0-mergeLilMGenius/paperthinSkill1.4k4d agoMITA70Claude Code