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.
npx skills add Tenon-Net/TenonAdmin --skill kill-ai-slopgit clone --depth 1 https://github.com/Tenon-Net/TenonAdminWrote 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/skills/tenon-net/tenonadmin/kill-ai-slop)<a href="https://agentmods.dev/skills/tenon-net/tenonadmin/kill-ai-slop"><img src="https://agentmods.dev/badge/skills/tenon-net/tenonadmin/kill-ai-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.
<a href="https://agentmods.dev/skills/tenon-net/tenonadmin/kill-ai-slop"><img src="https://agentmods.dev/badge/skills/tenon-net/tenonadmin/kill-ai-slop.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 | $0.00249 | $0.01415 |
| Opus 5.5 | $0.00100 | $0.00566 |
| Sonnet 5.5 | $0.00050 | $0.00283 |
| Haiku 4.5 | $0.00025 | $0.00142 |
Grade A, and why
kill-ai-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 today.
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.
This is a copy
100% identical to kill-ai-slop — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 122 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Kill AI Slop
AI slop is ugly in a specific way: it piles on every possible style and detail without settling on a focus. A gradient, a glow, a mascot, emoji, a wall of glowing cards, every default switched on at once, until every product looks like the same garish template. It reads as "designed" in a thumbnail and falls apart the moment anyone looks. Your job is to strip it back to something a person would actually choose.
The principles, held on every fix you make:
- Decide before you decorate. Every visual choice must be explainable.
- One accent, one voice.
- Hierarchy from scale and space. Coloring words or swapping fonts is a shortcut.
- Subtract first. The first move toward not-ugly is removing things.
- Specific beats punchy in copy.
- Decoration must mean something — icons, badges, callouts are signals.
Workflow
Follow these steps in order. Do not mass-edit before the user has seen the report.
1. Scope
Confirm what to scan. Default to the app/site source (skip node_modules,
dist, build, .git, vendor, lockfiles, minified files). Ask if the
project mixes several apps.
2. Scan
Run the bundled scanner, which greps the codebase for the code-level signals of
each tell and prints grouped file:line hits:
node scripts/scan.mjs <root> # human-readable report
node scripts/scan.mjs <root> --json # machine-readable, for triage
It is pure Node (no dependencies) and never edits files. Use its output as a starting map, not gospel — confirm each hit by reading the code.
To narrow a scan: --only=01,06 / --skip=19 filter by tell id, and
--exclude=legacy drops paths (substring match on the project-relative path).
--rules=extra.mjs loads additional project- or language-specific tells
(scripts/rules.ru.mjs is a shipped Russian-copy example and the template for
your own). Hits the user has confirmed as intentional can be pinned in source
with deslop-ignore, deslop-ignore-next-line 06, or deslop-ignore-file
comments — prefer the id-scoped forms so new tells still surface.
What ships with it
7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- today First seen · 122 lines · 249 tokens per session scan A 7a9d104edaa2
kill-ai-slop is a skill published in the GitHub repository Tenon-Net/TenonAdmin (41 stars, last pushed 14d ago), licensed Apache-2.0. It adds 249 tokens to every session and 1,415 once invoked, about $0.0010 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to kill-ai-slop, differing in 0 lines, and is treated as a copy.
kill-ai-slop compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| kill-ai-slopTenon-Net/TenonAdmin | Skill | 41 | 14d ago | Apache-2.0 | A | 249 | Claude Code |
| csharp-dotnetericrisco/rsc-harness | Skill | 503 | 2d ago | MIT | A | 89 | Claude Code, Codex |
| antdant-design/ant-design-cli | Skill | 261 | 2d ago | MIT | A | 69 | Claude Code |
| adminforth-i18n-staticdevforth/adminforth | Skill | 392 | yesterday | MIT | A | 44 | Claude Code |
| bwfc-migrationFritzAndFriends/BlazorWebFormsComponents | Skill | 455 | 4mo ago | MIT | A | 115 | Claude Code, Codex |
| webforms-migrationFritzAndFriends/BlazorWebFormsComponents | Skill | 455 | 4mo ago | MIT | A | 63 | Claude Code, Codex |
| migration-standardsFritzAndFriends/BlazorWebFormsComponents | Skill | 455 | 4mo ago | MIT | A | 79 | Claude Code, Codex |