deslop-writing
Refines AI-generated text to sound more human and direct, stripping away common AI linguistic markers.
Install
mkdir -p .claude/skills/deslop-writing && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/18760" && unzip -o skill.zip -d .claude/skills/deslop-writing && rm skill.zipInstalls to .claude/skills/deslop-writing
Activation
This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.
Clean up AI-generated writing by removing slop (generic tone, filler, inflated claims, vague attributions, list spam) while keeping meaning the same. Use when asked to "humanize" text, remove AI-sounding writing, or align prose with local/author voice.Key capabilities
- →Identify the 'source of truth' text
- →Identify the target audience
- →Delete filler and signposting
- →Replace inflated/marketing language with plain statements
- →Replace vague attributions with something checkable or remove it
- →Remove list spam and 'rule of three' rhythm
How it works
The skill establishes a baseline by identifying the source of truth and target audience, then removes slop patterns like filler and vague attributions. It aligns the text to a preferred voice and verifies that the meaning remains the same.
Inputs & outputs
When to use deslop-writing
- →Humanizing AI-written content
- →Cleaning up boilerplate documentation
- →Refining marketing copy
About this skill
Deslop Writing
Overview
Strip AI-generated artifacts from existing text while preserving intent and factual claims. Prefer small, local edits over rewrites unless explicitly requested.
Workflow
1) Establish baseline
- Identify the "source of truth" text (before the AI pass) if available.
- Identify the target audience (internal doc, public post, README, PR description, email).
- Preserve facts. If the text makes a claim without evidence, either add the missing specifics or remove the claim.
2) Remove slop patterns
- Delete filler and signposting ("In conclusion", "It's important to note", "Let's dive in", "As mentioned above").
- Replace inflated/marketing language with plain statements.
- Replace vague attributions ("experts say", "many believe") with something checkable or remove it.
- Remove list spam and "rule of three" rhythm when it's not natural.
- Prefer repeating the best word over synonym-cycling.
- Reduce em-dash / bold / emoji habits unless they already match the author's style.
See references/slop-patterns.md for a concrete checklist.
3) Align to the preferred voice (without cosplay)
- Put the punchline first, then the details.
- Use short paragraphs. Cut anything that doesn't earn its spot.
- Make tradeoffs and limitations explicit (what this does not do).
- Sound like a person with skin in the game: specific, candid, non-performative.
- If a repo has a "preferred voice" doc, follow it. If not, default to plain, direct prose.
4) Verify
- Meaning stays the same (unless you explicitly fixed an unsupported claim).
- Names, dates, numbers, and APIs remain correct.
- The result reads like one human wrote it, not a style-transfer demo.
5) Report
- End with 1-3 sentences: what changed, what you didn't change, and any remaining uncertainty.
When not to use it
- →When the meaning of the text needs to be changed
- →When extensive rewriting is required instead of local edits
- →When the text is already concise and direct
Limitations
- →Preserves intent and factual claims
- →Prefers small, local edits over rewrites unless explicitly requested
- →Meaning stays the same unless an unsupported claim is explicitly fixed
How it compares
This skill specifically targets and removes AI-generated artifacts and common 'slop' patterns, resulting in more human-sounding and direct prose than general editing.
Compared to similar skills
deslop-writing side by side with the closest alternatives in the catalog.
| Skill | Installs | Updated | Safety | Difficulty |
|---|---|---|---|---|
| deslop-writing (this skill) | 0 | 5mo | No flags | Intermediate |
| humanizer | 90 | 6mo | No flags | Beginner |
| humanizer-zh | 40 | 6mo | No flags | Intermediate |
| copy-editing | 7 | 6mo | No flags | Beginner |
Try saying
Example prompts that trigger this skill in your AI assistant.
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