ai-slop-detector SKILL.md skillA
ai-slop-detector from nicepkg/ai-workflow is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nicepkg/ai-workflow/ai-slop-detector@git:20260118.be84779Pins git:20260118.be84779 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nicepkg/ai-workflow
- Path
workflows/content-creator-workflow/.claude/skills/ai-slop-detector/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260118.be84779, committed Jan 18, 2026
- Size
- 10,156 bytes
- Repository stars
- 288
- License
- MIT
Detects and removes AI writing patterns from text. Use when polishing drafts, cleaning AI-generated content, or ensuring writing sounds authentically human. Invoke with "run through slop detector", "clean this up", or "remove AI fingerprints".
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AI Slop Detector ## What This Does Takes any text and rewrites it to remove common AI writing patterns, making it sound authentically human. Returns only the cleaned final version. ## When to Use - After generating any AI-assisted content - Before publishing newsletters, articles, or social posts - When text feels "too polished" or generic - As a final quality gate in any writing workflow ## Instructions Execute these steps NOW on the text provided: 1. **Scan** the text for patterns listed below 2. **Rewrite** each flagged section using the suggested fixes 3. **Output** the cleaned text immediately - no preamble, no explanation The input text is everything that preceded this skill's invocation. Process it now. --- ## When Called by Another Skill This skill is often invoked at the end of other skills (magic-model-review, bb-coaching-response, newsletter-coach, etc.). When invoked mid-workflow: 1. The text to clean is the draft just generated 2. Process it immediately 3. Return the cleaned version for the calling skill to present --- ## LANGUAGE AND TONE PATTERNS TO ELIMINATE ### Promotional/Puffery Phrases Remove these entirely or replace with specific facts: …
Read the whole file at its exact version.
How to install
mdr add nicepkg/ai-workflow/ai-slop-detector@sha256:621c1c107ffd6e27The line at the top of this page pins the label git:20260118.be84779, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_la62b3ek4a2hnyyb)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jan 18, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (10156 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
nicepkg/ai-workflow · 288 stars · license MIT · pushed 2026-01-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_la62b3ek4a2hnyyb GET https://markdownregistry.com/api/v1/resolve?ref=nicepkg/ai-workflow/ai-slop-detector GET https://markdownregistry.com/api/v1/blob/621c1c107ffd6e272b16b41916ee750223013d0deee2595ff81c04de8c80d850
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.