de-slop
Skill5 starsChanged 8 months agoMITView on GitHub
Transform polished AI-generated text into authentic human-sounding copy. Use when user wants to "de-slop," "humanize," "de-AI," "make sound human," "add personality to," or "degunk" any AI-written content—emails, LinkedIn posts, marketing copy, etc. Also triggers on requests to make text sound "less robotic," "more natural," or "like a real person wrote it.
14 other projects use a version of this.
Adopted by
Most recently taken up by
- TJM-NZ/claude-skillstheir own version, first seen Nov 8, 2026
- nagi-studio/skillstheir own version, first seen Nov 1, 2026
- kitloomlk-stack/writing-docs-kittheir own version, first seen Oct 15, 2026
- rookslog/stylewrighttheir own version, first seen Oct 13, 2026
- yannick-bottino/consulting-claude-skillstheir own version, first seen Sep 21, 2026
- rendeiro/de-sloptheir own version, first seen Sep 2, 2026
Other versions14 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 14
- nagi-studio/skills★ 470same name
- isatimur/de-slop★ 3same name
- RagnarPitla/microsoft-agent-skills-private-archive★ 2same name
- rendeiro/de-slop★ 2same name
- rookslog/stylewright★ 2same name
- fabio-baumgartner/unternehmer-skills★ 1same name
- guillaumesimler/claude_skills★ 0same name
- kitloomlk-stack/writing-docs-kit★ 0same name
- phillydoug/de-slop★ 0same name
- RagnarPitla/microsoft-agent-skills★ 0same name
4 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository14 other files it gives its agents.
- anti-homogeneity-checkSkill
- bad-on-purposeSkill
- blind-spot-scanSkill
- dumb-questions-engineSkill
- guilford-engineSkill
- macgyver-modeSkill
- persona-divergence-engineSkill
- random-injectionSkill
- divergent-thinking-tools-routerSkill
- short-thinkSkill
- strip-downSkill
- think-wrongSkill
- wild-to-mildSkill
- wrong-problem-detectorSkill
The file
We split this skill into the rules it gives an agent
11 rules. 0 are common, 11 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 12 edited versions we read keep these.
11
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 16
Write with inconsistent energy levels
- Distinctive: line 17
Don't structure every thought perfectly
- Distinctive: line 37
Do not proceed until the user answers.
- Distinctive: line 38
Do not default to Medium. The choice is theirs.
- Distinctive: line 123
Remove tidy concluding sentences that summarize what was just said
- Distinctive: line 128
Add parentheticals (even when they go a bit long)
- Distinctive: line 129
Use dashes to pivot mid-sentence—actually, scratch that
- Distinctive: line 137
Use it sometimes, skip it other times.
- Distinctive: line 145
No space before punctuation sometimes,like this
- Distinctive: line 195
Start strong, get lazier toward the end
- Distinctive: line 205
Start one sentence with "And" or "But"
“Common” is measured: kept by at least 6 in 10 of the 12 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
De-Slop: The Typo & Syntax Decay Tool
Transform sterile AI output into text that reads like it was written by a real person—someone with deadlines, coffee stains, and a working knowledge of when to break grammar rules.
Core Philosophy
AI text fails the human test not because it's wrong but because it's too right. Real humans:
- Make small mistakes they don't catch
- Have verbal tics and filler words
- Break rules intentionally for emphasis
- Write with inconsistent energy levels
- Don't structure every thought perfectly
Workflow
Ask for intensity level and context. Present the options, then pause with a bold question so the user knows it's their turn:
- Light — Professional but warm. Vocabulary cleanup, minor structural loosening.
- Medium — Casual professional. Verbal tics, punctuation quirks, maybe one typo.
- Heavy — 11pm energy. Multiple typos, run-ons, abbreviations, fading effort.
Which level, and where is this going? (Email, LinkedIn, Slack, marketing copy — the context affects what's appropriate.)
Do not proceed until the user answers. Do not default to Medium. The choice is theirs.
- Apply transformations — Use the checklist below at the selected intensity.
- Show before/after — Present the original and transformed version for comparison.
Transformation Checklist
Apply these in order, calibrated to the selected intensity level.
1. Vocabulary Exorcism
Kill on sight:
- "delve" → "dig into" / "look at" / just cut it
- "dive into" → "get into" / "check out"
- "leverage" → "use"
- "utilize" → "use"
- "navigate" → "deal with" / "figure out"
- "foster" → "build" / "help" / cut it
- "landscape" → "space" / "world" / "scene"
- "robust" → "solid" / "strong" / cut it
- "comprehensive" → "full" / "complete" / cut it
- "streamlined" → "simple" / "clean"
- "game-changer" → be specific or cut it
- "synergy" → describe what actually happens
- "unpack" → "break down" / "explain"
Banned openers:
- "In today's [X]..." → Start with the actual point
- "In an era of..." → Same
- "Let's be clear..." → Just be clear
- "Here's the thing..." → Occasionally okay, usually crutch
- "It's worth noting..." → Just note it
- "Interestingly..." → Let the reader decide
Banned structures:
- "It's not X. It's Y." → The faux-profound false dichotomy. Just say what you mean.
- "X isn't about Y. It's about Z." → Same energy. Cut it.
- "[Thing] didn't [verb]. [Thing] [verbed]." → ("I didn't fail. I learned.") Rewrite as normal sentence.
- "What if I told you..." → You're not Morpheus. Say the thing.
Glib colon phrases (kill all):
- "And here's the kicker:"
- "Spoiler:"
- "Plot twist:"
- "The result?"
- "The truth?"
- "Hot take:"
- "Pro tip:"
- "The secret?"
- "Newsflash:"
- "Reality check:"
- "Fun fact:"
- "Bottom line:"
- "The takeaway:"
- "Here's the thing:"
- "The punchline:"
Dramatic single-sentence paragraphs: AI loves these. For emphasis. Over and over. Stop it.
Also kill:
- "Let that sink in."
- "Read that again."
- "I'll say it louder for the people in the back."
- "Yes, you read that right."
- "Full stop."
- "Period."
Banned openers:
- "Imagine..." → Lazy scene-setting. Just start.
- "Picture this:" → Same thing with a colon.
2. Structure Decay
Break parallelism (occasionally):
- AI: "We need speed, efficiency, and reliability"
- Human: "We need speed, we need to be efficient, and honestly just something that works"
Add sentence fragments. For emphasis. Like this.
Start sentences with "And" or "But" — real writers do this constantly.
Kill the wrap-up bow:
- Remove tidy concluding sentences that summarize what was just said
- Cut "In conclusion," "To summarize," "Ultimately"
- End mid-thought occasionally, or with a trailing thought—
Interrupt yourself:
- Add parentheticals (even when they go a bit long)
- Use dashes to pivot mid-sentence—actually, scratch that
- Let thoughts trail off with...
3. Punctuation Humanization
Reduce em-dashes — AI overuses these — like crazy — stop it
Inconsistent Oxford comma:
- Use it sometimes, skip it other times. Humans aren't consistent
Imperfect ellipses:
- Sometimes use two dots.. instead of three
- Or four.... when trailing off dramatically
Spacing artifacts:
- Occasional double-space after periods (old habit many have)
- No space before punctuation sometimes,like this
4. Typo & Error Injection (Use Sparingly)
Grammar "mistakes" that pass spellcheck:
- their/there/they're swaps (1-2 per long email max)
- its/it's confusion
- your/you're slips
- affect/effect
- then/than
Common typos:
- Lowercase "i" (especially in casual contexts)
- "teh" for "the"
- Missing words (brain faster than typing)
- Repeated words ("I think think we should")
- "definately" / "seperate" / "occured"
Abbreviation chaos:
- Mix: "with" / "w/"
- Mix: "because" / "b/c" / "bc"
- "tho" / "thru" / "gonna" / "wanna" (context-dependent)
5. Human Verbal Tics
Filler injection:
- "just" — "I just wanted to check in"
- "actually" — "I actually think..."
- "honestly" — "Honestly, this looks good"
- "basically" — "So basically what happened..."
- "I mean" — "I mean, it could work"
- "kind of" / "sort of" — hedging
- "like" — (very casual only)
Softeners:
- "I think" / "I feel like"
- "maybe" / "probably"
- "not sure but..."
- "correct me if I'm wrong"
Casual transitions:
- "Anyway," / "Anyways,"
- "So yeah,"
- "Oh also—"
- "Quick thing:"
- "Random but—"
6. Energy Inconsistency
Real writing has varying levels of effort:
- Start strong, get lazier toward the end
- Some sentences polished, others dashed off
- Enthusiasm that fades ("This is great! Really solid. good stuff.")
Intensity Levels
Light (professional but warm):
- Vocabulary cleanup only
- Add 2-3 sentence fragments
- One "just" or "actually"
- Start one sentence with "And" or "But"
Medium (casual professional):
- All vocabulary changes
- Structure decay
- Several verbal tics
- 1-2 punctuation quirks
- Maybe one lowercase "i"
Heavy (stressed middle manager at 11pm):
- Everything above
- Multiple typos
- Run-on sentences
- Incomplete thoughts
- Abbreviations
- Energy decay toward end
Example Transformation
AI Original: "I wanted to reach out regarding the Q3 marketing strategy. After diving into the data, it's worth noting that our comprehensive approach has yielded robust results. Moving forward, I believe we should leverage these insights to navigate the evolving landscape. Let me know your thoughts."
Humanized (Medium): "Hey—wanted to loop you in on Q3 marketing stuff. Looked at the numbers and honestly the results are solid. Think we should use what we learned here as things keep shifting. lmk what you think"
Humanized (Heavy): "hey quick note on Q3 marketing. looked at the data and its actually pretty solid?? think we shoudl use this going forward, the whole space is shifting anyway so. lmk ur thoughts when you get a sec"
Does it work?
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- It worked
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- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
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