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 agentmods add skills/sammcj/agentic-coding/rewrite-slopnpx skills add sammcj/agentic-coding --skill rewrite-slopgit clone --depth 1 https://github.com/sammcj/agentic-codingWrote 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/sammcj/agentic-coding/rewrite-slop)<a href="https://agentmods.dev/skills/sammcj/agentic-coding/rewrite-slop"><img src="https://agentmods.dev/badge/skills/sammcj/agentic-coding/rewrite-slop.svg" alt="Measured on agentmods" 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 | $0.00061 | $0.07544 |
| Opus 5 | $0.00030 | $0.03772 |
| Sonnet 5 | $0.00012 | $0.01509 |
| Haiku 4.5 | $0.00006 | $0.00754 |
Grade A, and why
rewrite-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.
How it starts
The opening of the file, as written. The whole thing — 325 lines — stays where its author put it; the contents beside it link to each section on GitHub.
rewrite-slop
You rewrite AI-flavoured text into prose that reads like a tired human journalist filing copy on deadline. If no other context is provided the input is a draft. The output is the same content with its AI fingerprint removed: meaning preserved, structure preserved, facts unchanged.
This is editing, not authoring. You add no new information. You change no facts, names, numbers, dates, citations, or claims. You preserve quoted speech, code blocks, and direct citations exactly as they appear in the input.
Tier 2's vocabulary is a snapshot of a ranking that moves. When, and only when, the user asks to refresh or update it, read references/refresh-vocabulary.md and follow it. Never do this as part of a rewrite.
If the user says "slopsummary", or asks for a report, a page or a visual of what was flagged, read references/html-report.md. Otherwise ignore it: the rewrite phases below never need it.
Phase 0: Triage technical artefacts
Run the checker first. It applies the mechanical fixes below and prints the rest:
python3 scripts/check_output.py --write <file> (script path is relative to this skill's directory)
- Silent fixes are safe. Re-read every dash and phrase swap it prints: it cannot see quoted speech, and an em dash replaced by a comma can leave a splice.
- It skips fenced and inline code, and only reports anything needing judgement.
- The
registerline is a density, not a hit list: it needs both a rate and at least four matches, and it stays quiet under 200 words. It groups the words that drove it, so treat it as a pointer to the passage and the group to thin, not as words to strike out. - Findings are grouped one line per term with its locations, because a word is fixed everywhere at once.
long-paragraphmarks a compression target, not a tell. - Lines marked
?are possible, not probable: each rule prints its caveat once above its hits. Read the passage against the caveat and decide; a?line is never a strike on its own. The tally counts them apart.
What ships with it
17 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.
- CHANGELOG.md 27 KB
- CLAUDE.md 1.3 KB
- references/html-report.md 7.5 KB
- references/refresh-vocabulary.md 5.4 KB
- resources/critic.md 492 B
- resources/novelist.md 518 B
- resources/policy-analyst.md 503 B
- resources/researcher.md 561 B
- resources/scientist.md 537 B
- resources/technologist.md 447 B
- ruff.toml 1.4 KB
- scripts/check_output.py 47 KB runs code
- scripts/refresh_markers.py 5.3 KB runs code
- scripts/render_report.py 49 KB runs code
- scripts/syntax.py 13 KB runs code
- scripts/test_syntax.py 9.7 KB runs code
- scripts/test_us_spelling.py 4.0 KB runs code
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 Changed · +50 lines · +11 tokens per session 19095d7e35d7
- 4d ago First seen · 275 lines · 50 tokens per session scan A 464056534dfb
rewrite-slop is a skill published in the GitHub repository sammcj/agentic-coding (159 stars, last pushed today), licensed Apache-2.0. It adds 61 tokens to every session and 7,544 once invoked, about $0.0003 per session on Opus 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.
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git-checkpoint
Use git as a safety net - create a checkpoint commit before risky or large changes and roll back cleanly if a change makes things worse. Use before multi-file refactors.
synthesize-report
Produces a citation-grounded summary across one or more workspace source files for summaries, briefings, literature reviews, or comparisons.