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slop-gate

Agent skill fromhuytieu/COG-second-brain

Deterministic pre-publish scan that refuses AI-slop tells in anything about to be written, published, or sent: files, artifacts, slide titles, table headers, diagram labels, chat messages, commit messages. Use before publishing or sending any deliverable, in CI, or wired as a Claude Code hook so the check runs without being remembered. The editorial counterpart is no-ai-slop, which rewrites; this one blocks.

How to install slop-gate

install slop-gate
# install the COG-second-brain pack with the skills CLI
npx skills add huytieu/COG-second-brain

# or add only this skill to Claude Code: copy the folder

skills/slop-gate/

# into

~/.claude/skills/slop-gate/ (all projects)

.claude/skills/slop-gate/ (one project)

skills/slop-gate/SKILL.md

MITFull file
1<!-- slop-ok: this skill quotes the tells it blocks -->
2
3# slop-gate
4
5`no-ai-slop` is an editor you invoke. This is a gate that runs whether or not anyone
6remembers it. It scans outgoing text, refuses on a tell, and returns the hit list so
7the rewrite is targeted.
8
9Two rules make it usable rather than annoying: hard tells fail on a single hit, and
10words that are decoration at volume but legitimate once are counted rather than
11banned. Text inside quotes or backticks is stripped before scanning, so a piece that
12quotes a tell as an exhibit does not fail on its own examples.
13
14## Why a gate and not a rule
15
16A rules file is advisory, and advisory rules fail in a specific, repeatable way: they
17fire in the step the model thinks of as writing and not in the steps it thinks of as
18something else. A deck built by an agent can carry clean paragraphs under headline
19slide titles, because the titles were produced in a layout step where the writing
20rules never ran. Every surface nobody named explicitly sits on the unchecked side:
21
22 slide titles, kickers table headers, row keys commit messages
23 tile and card labels diagram node and edge labels code comments
24 chart titles and legends button copy, subtitles memory files
25 alt text, image captions Slack, email, issue bodies PR descriptions
26
27The gate closes that by scanning the text on its way out, whatever produced it.
28
29## Run it
30
31```bash
32…

Excerpt shown under the repository's MIT license.

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