stop-slop

stop-slop is a skill for Claude Code, Codex from Firstp1ck/pi-coding-agent-forge. It costs 56 tokens per session (1,382 once invoked), scanned A, original, MIT.

A local checker for written English that applies fixed style rules and grammar checks to prose. It reports specific flagged passages and scores the measured style patterns, but does not judge meaning or authorship.

In plain words
What is it for?
Use it to review an English draft, inspect exact passages that need work, and validate changes after editing.
Why use it?
It replaces subjective style feedback with repeatable checks and helps identify regressions between an original draft and a revision.

Skill for Claude CodeCodex

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

Good fit Use it to review an English draft, inspect exact passages that need work, and validate changes after editing.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/firstp1ck/pi-coding-agent-forge/stop-slop
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 Firstp1ck/pi-coding-agent-forge --skill stop-slop
Clone the repo
git clone --depth 1 https://github.com/Firstp1ck/pi-coding-agent-forge

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 stop-slop

README.md
[![agentmods](https://agentmods.dev/badge/skills/firstp1ck/pi-coding-agent-forge/stop-slop/github.svg)](https://agentmods.dev/skills/firstp1ck/pi-coding-agent-forge/stop-slop)
Your own site
<a href="https://agentmods.dev/skills/firstp1ck/pi-coding-agent-forge/stop-slop"><img src="https://agentmods.dev/badge/skills/firstp1ck/pi-coding-agent-forge/stop-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 stop-slop

Your own site · 80×15
<a href="https://agentmods.dev/skills/firstp1ck/pi-coding-agent-forge/stop-slop"><img src="https://agentmods.dev/badge/skills/firstp1ck/pi-coding-agent-forge/stop-slop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,382 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 $0.00056 $0.01382
Opus 5.5 $0.00022 $0.00553
Sonnet 5.5 $0.00011 $0.00276
Haiku 4.5 $0.00006 $0.00138

Measured 1mo ago against content hash 4131520d74dd, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

stop-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 1mo ago.

The scan reads SKILL.md. This mod also ships 4 executable files (scripts/analyzer.mjs, scripts/rules.mjs, scripts/slopcheck.mjs, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

pi-skill-stop-slop/skills/stop-slop/SKILL.md · 77 lines

How it starts

The opening of the file, as written. The whole thing — 77 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Stop Slop

Measure specific style patterns, revise the passages that need work, and check the result again.

When to use

  • After Unslop has edited a draft, to get repeatable feedback rather than another subjective rating.
  • On an existing draft, even when Unslop is unavailable or was not used.
  • When you need to compare a revision with its original text and identify regressions.

Do not load this skill for exact-response requests or treat source code as prose.

Inputs and assumptions

Get the text or file, intended audience, tone, and protected material. Preserve facts, quotations, commands, identifiers, numbers, citations, and required legal or safety wording. Ask about unclear scope before editing.

The evaluator handles English plain text and common Markdown. It uses fixed phrase rules and grammar heuristics, not a language model. All scores are penalties from 0 to 100, where lower means fewer measured patterns. They do not measure authorship, truth, authenticity, or whether the reader will like the text.

Resolve bundled paths below against this skill directory, not the working directory. Use an absolute, quoted script path when running from the user's project. Never interpolate the draft into shell code. Pass a file or pipe UTF-8 bytes through stdin.

Portable workflow

  1. Locate the draft. If Unslop just edited it, use that result as this check's baseline. Unslop is optional; do not install or invoke it as a prerequisite.

  2. Keep an exact baseline copy in a task-local or private temporary location before making further edits. Do not overwrite an existing file or put user drafts inside this package.

  3. Run the evaluator on that baseline, using the resolved path to scripts/slopcheck.mjs:

    node "<skill-directory>/scripts/slopcheck.mjs" "<baseline-file>" --json
    
  4. Read the scores, warnings, strongest issues, and findings. Grammar candidates need judgment. A matched phrase is not proof that the sentence is bad. A zero score is not proof that it is good. If no prose was found, fix the input selection rather than claiming success.

  5. If the user authorized edits, revise the passages that hurt clarity or violate the requested style. State existing facts more directly. Do not invent evidence, delete qualifications, change a quotation, or pad the text to lower a density score. If the request is evaluation-only, report the findings without editing.

  6. Run the same evaluator on the revision and compare it with the original text:

Read the full file on GitHub · 77 lines

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. 1mo ago First seen · 77 lines · 56 tokens per session scan A 4131520d74dd

Subscribe to this mod's changes

stop-slop is a skill published in the GitHub repository Firstp1ck/pi-coding-agent-forge (90 stars, last pushed yesterday), licensed MIT. It adds 56 tokens to every session and 1,382 once invoked, about $0.0002 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 2026-09-11.

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