writing-quality

name

writing-quality

description

Audit and rewrite content to remove AI writing patterns ("AI-isms") from deliverables, emails, and any written output. Use this skill whenever generating deliverable content (Phase 1 curation in any client deliverable skill), drafting client emails longer than 3 sentences, writing proposals or SOWs, creating reports, or when the user says "clean up the writing", "remove AI-isms", "make this sound less like AI", "audit the writing", "check for AI patterns", or "writing quality check". Also invoke automatically before any deliverable formatting step — do not skip. If you just wrote or curated content that will go to a client, run this skill on it before finalizing. Adapted from conorbronsdon/avoid-ai-writing v3.3.0 (MIT license).

Writing Quality — AI-ism Audit & Rewrite

You are editing content to remove AI writing patterns ("AI-isms") that make text sound machine-generated. This matters because client-facing deliverables can't afford AI-scented prose. AI-isms undermine the expert authority a paid deliverable is supposed to convey.

Modes

rewrite (default) — Flag AI-isms and rewrite the text to fix them. Use this during deliverable curation (Phase 1) and email drafting.

detect — Flag AI-isms only, no rewriting. Use when auditing existing content, when patterns might be intentional, or for a quick check before sending. Trigger detect mode when the user says "detect," "flag only," "audit only," "just flag," "scan," or similar. Default to rewrite mode otherwise.

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In rewrite mode:

1. Audit and identify every AI-ism, citing specific text
2. Rewrite to remove all AI-isms
3. Return the cleaned text with a brief summary of major changes
4. If the user corrects the result, log it: bash scripts/log-correction.sh "<pattern-slug>" "<project>" — a REPEAT alert (exit 2) means propose the source-level fix (voice guide, template, this skill's rules), not another draft fix

In detect mode:

1. Audit and identify every AI-ism, citing specific text
2. Group by severity (P0, P1, P2)
3. Note which flags are clear problems vs. judgment calls

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Context Profiles

Auto-detect from content cues. The user can override.

deliverable (default for anything going to a client) — Strictest. All rules at full strength. Consulting deliverables can't afford any AI smell. Clients pay for expert analysis, not generated filler.

email — Client correspondence. Strict on P0 and P1, relaxed on P2 structural issues (short emails don't need paragraph variation). Hedging rules relaxed slightly — "perhaps" is sometimes appropriate in diplomatic emails.

technical-blog — Long-form with code, architecture, APIs. Technical terms get a pass: robust, comprehensive, seamless, ecosystem, leverage (when describing actual platform APIs), facilitate, underpin, streamline are allowed. Still flag: delve, tapestry, beacon, embark, testament to, game-changer, harness. blog — Standard long-form prose (proposals, SOWs, reports not tied to a specific client deliverable). All rules apply at full strength.

Auto-detection cues

Signal	Inferred profile
Content being curated for a deliverable skill	deliverable
Email draft (salutation, sign-off)	email
Code blocks, API references, architecture	technical-blog
No strong signals	blog (safest default)

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What to Remove or Fix

Formatting

Em dashes (— and --): Replace with commas, periods, parentheses, or rewrite as separate sentences. Target: zero per piece. Hard max: one per 1,000 words. Catch both Unicode em dashes (—) and double-hyphen substitutes (--).

Bold overuse: Strip bold from most phrases. One bolded phrase per major section max, or none. If something's important enough to bold, restructure the sentence to lead with it instead.

Excessive bullet lists: Convert bullet-heavy sections into prose paragraphs. Bullets only for genuinely list-like content (feature comparisons, step-by-step instructions, data parameters).

Sentence Structure

"It's not X — it's Y" constructions: Rewrite as a direct positive statement. Max one per piece, only if it genuinely serves the argument.

Hollow intensifiers: Cut "genuine," "truly," "quite frankly," "to be honest," "let's be clear," "it's worth noting that." Just state the fact.

Vague endorsement ("worth [verb]ing"): Cut "worth reading," "worth exploring," etc. Say why something matters instead.

Hedging: Cut "perhaps," "could potentially," "it's important to note that." Make the point directly. (Exception: email profile allows diplomatic hedging.)

Missing bridge sentences: Each paragraph should connect to the previous one. If paragraphs could be rearranged without the reader noticing, add connective tissue.

Compulsive rule of three: Vary groupings. Use two items, four items, or a full sentence instead of triads. Max one "adjective, adjective, and adjective" pattern per piece.

Words and Phrases to Replace

Three tiers based on how reliably they signal AI-generated text.

• Tier 1 — Always flag. These appear 5-20x more often in AI text than human text.
• Tier 2 — Flag in clusters. Fine alone, but 2+ in the same paragraph is a strong signal.
• Tier 3 — Flag by density. Common words AI overuses. Only flag at ~3%+ of total words.

Tier 1 — Always replace

Replace	With
delve / delve into	explore, dig into, look at
landscape (metaphor)	field, space, industry
tapestry	(describe the actual complexity)
realm	area, field, domain
paradigm	model, approach, framework
embark	start, begin
beacon	(rewrite entirely)
testament to	shows, proves, demonstrates
robust	strong, reliable, solid
comprehensive	thorough, complete, full
cutting-edge	latest, newest, advanced
leverage (verb)	use
pivotal	important, key, critical
underscores	highlights, shows
meticulous / meticulously	careful, detailed, precise
seamless / seamlessly	smooth, easy, without friction
game-changer / game-changing	describe what specifically changed and why
utilize	use
watershed moment	turning point, shift
the future looks bright	(cut — say something specific or nothing)
only time will tell	(cut — say something specific or nothing)
nestled	is located, sits
vibrant	(describe what makes it active, or cut)
showcasing	showing, demonstrating (or cut)
deep dive / dive into	look at, examine, explore
unpack / unpacking	explain, break down, walk through
intricate / intricacies	complex, detailed (or name the specific complexity)
holistic / holistically	complete, full, whole
actionable	practical, useful, concrete
learnings	lessons, findings, takeaways
thought leader / thought leadership	expert, authority (or describe their contribution)
best practices	what works, proven methods, standard approach
at its core	(cut — just state the thing)
synergy / synergies	(describe the actual combined effect)
interplay	relationship, connection, interaction
in order to	to
due to the fact that	because
serves as	is
features (verb)	has, includes
boasts	has
commence	start, begin
endeavor	effort, attempt, try
embrace (metaphor)	adopt, accept, use, switch to

Tier 2 — Flag when 2+ appear in the same paragraph

Replace	With
harness	use, take advantage of
navigate / navigating	work through, handle, deal with
foster	encourage, support, build
elevate	improve, raise, strengthen
unleash	release, enable, unlock
streamline	simplify, speed up
empower	enable, let, allow
bolster	support, strengthen
spearhead	lead, drive, run
resonate / resonates with	connect with, appeal to, matter to
facilitate / facilitates	enable, help, allow, run
nuanced	specific, subtle, detailed (or name the actual nuance)
crucial	important, key, necessary
multifaceted	(describe the actual facets, or cut)
ecosystem (metaphor)	system, community, network, market
myriad / plethora	many, numerous (or give a number)
catalyze	start, trigger, accelerate
reimagine	rethink, redesign, rebuild
cultivate	build, develop, grow
illuminate / elucidate	explain, clarify, show
paradigm-shifting	(describe what actually shifted)
transformative / transformation	(describe what changed and how)
cornerstone	foundation, basis, key part
paramount	most important, top priority
poised (to)	ready, set, about to
overarching	main, central, broad

Tier 3 — Flag only at high density

Word	What to do
significant / significantly	Replace some with specifics: numbers, comparisons
innovative / innovation	Describe what's actually new
effective / effectively	Say how or cite a metric
dynamic / dynamics	Name the actual forces or changes
scalable / scalability	Describe what scales and to what
compelling	Say why it compels
unprecedented	Name the precedent it breaks (or cut)
exceptional / remarkably	Cite what makes it an exception
sophisticated	Describe the sophistication
instrumental	Say what role it played

Template Phrases (avoid)

Slot-fill constructions that signal generated text. If a phrase has a blank where any noun could go and still sound the same, it's too generic:

• "a [adjective] step towards [adjective] infrastructure" → describe the specific outcome
• "Whether you're [X] or [Y]" → pick the actual audience or cut
• "I recently had the pleasure of [verb]-ing" → just say what happened

Transition Phrases to Remove or Rewrite

• "Moreover" / "Furthermore" / "Additionally" → restructure, or use "and," "also"
• "In today's [X]" / "In an era where" → cut or state specific context
• "It's worth noting that" / "Notably" → just state the fact
• "Here's what's interesting" / "Here's what caught my eye" → let content signal importance
• "In conclusion" / "In summary" → your conclusion should be obvious
• "When it comes to" → just talk about the thing
• "At the end of the day" → cut
• "That said" / "That being said" → cut or use "but" / "however" sparingly

Structural Issues

Uniform paragraph length: Vary deliberately. Include 1-2 sentence paragraphs and longer ones. If every paragraph is roughly the same size, fix it.

Formulaic openings: If the piece opens with broad context before the point ("In the rapidly evolving world of..."), lead with the insight. Context can come second.

Suspiciously clean grammar: Don't sand away all personality. Deliberate fragments, sentences starting with "And" or "But," comma splices for effect — keep them if the natural voice uses them.

Pattern Categories (condensed — flag all of these)

Significance inflation: "marking a pivotal moment in the evolution of..." — state what happened, let the reader judge. If the sentence works after deleting the inflation, delete it.

Copula avoidance: AI avoids "is" and "has" by substituting "serves as," "features," "boasts," "presents," "represents." Default to "is" or "has" unless a specific verb adds meaning.

Synonym cycling: AI rotates synonyms to avoid repetition: "developers... engineers... practitioners... builders" in the same paragraph. Human writers repeat the clearest word.

Vague attributions: "Experts believe," "Studies show" — without naming the source. Either cite specifically or drop the attribution.

Filler phrases: "It is important to note that," "In terms of," "The reality is that" — cut.

Generic conclusions: "The future looks bright," "One thing is certain" — cut or make specific.

Chatbot artifacts: "I hope this helps!", "Certainly!", "Great question!", "Feel free to reach out" — remove entirely. Also: "In this article, we will explore..." and "Let's dive in!"

"Let's" constructions: "Let's explore," "Let's break this down" — false-collaborative openers that delay the point. Just start with the point.

Superficial -ing analyses: Strings of present participles as pseudo-analysis: "symbolizing the commitment, reflecting decades of investment, and showcasing a new era" — cut or replace with specific facts.

Promotional language: Tourism-brochure prose: "a vibrant hub of innovation," "a thriving ecosystem." Replace with plain description.

False ranges: "from ancient civilizations to modern startups" — sounds sweeping, says nothing. List the actual topics or pick the one that matters. Cutoff disclaimers: "As of my last update," "While specific details are limited" — model limitations leaking into prose. Find the information or remove the hedge entirely.

Novelty inflation: Treating established concepts as discoveries: "He introduced a term," "a concept nobody's naming." Describe what the person did with the concept, not that they discovered it.

Emotional flatline: Claiming emotions without conveying them: "What surprised me most," "I was fascinated to discover." If the thing is surprising, the reader should feel that from the content, not from the writer announcing it.

False concession structure: "While X is impressive, Y remains a challenge" — sounds balanced without weighing anything. Make the concession specific or pick a side.

Rhetorical question openers: "But what does this mean for developers?" — if you know the answer, just say it.

Sycophantic tone / Acknowledgment loops: "Great question!", "You're asking about..." — remove entirely.

Reasoning chain artifacts: "Let me think step by step," "Breaking this down" — internal scaffolding that doesn't belong in published prose.

Rhythm and Uniformity

Structure is the #1 AI detection signal. Consistent sentence construction, uniform pacing, and symmetrical phrasing are harder to mask than swapping flagged words.

• Sentence length: Mix short punchy sentences (3-8 words) with longer ones (20+). Fragments work. Questions break monotony.
• Paragraph length: Some should be one sentence. Some longer. No metronomic uniformity.
• Read-aloud test: If it sounds like text-to-speech, it's too uniform.
• Missing first-person: Where appropriate, the writer should have opinions and preferences. AI is relentlessly neutral.
• Over-polishing: Don't sand away all personality. Natural disfluency and idiosyncratic word choices keep text human.

When to Rewrite from Scratch vs. Patch

If the text has 5+ flagged vocabulary hits across multiple categories, 3+ distinct pattern categories triggered, and uniform sentence/paragraph length — patching won't fix it. The structure itself is AI-generated. State the core point in one sentence, then rebuild.

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Severity Tiers

P0 — Credibility killers (fix immediately)

• Cutoff disclaimers ("As of my last update")
• Chatbot artifacts ("I hope this helps!", "Great question!")
• Vague attributions without sources ("Experts believe")
• Significance inflation on routine events
• Reasoning chain artifacts leaking into prose

P1 — Obvious AI smell (fix before publishing)

• Word-list violations (delve, leverage, harness, robust, etc.)
• Template phrases and slot-fill constructions
• "Let's" transition openers
• Synonym cycling within a paragraph
• Formulaic openings ("In the rapidly evolving world of...")
• Bold overuse and em dash frequency (above 1 per 1,000 words)
• Sycophantic tone and acknowledgment loops

P2 — Stylistic polish (fix when time allows)

• Generic conclusions ("The future looks bright")
• Compulsive rule of three
• Uniform paragraph length
• Copula avoidance (serves as, features, boasts)
• Transition phrases (Moreover, Furthermore, Additionally)

Use P0+P1 for quick passes. Full audit covers all three tiers. Deliverable profile always does a full audit.

Self-Reference Escape Hatch

When writing about AI writing patterns (documentation, skill files, this file), quoted examples are exempt from flagging. Text inside quotation marks, code blocks, or explicitly marked as illustrative should not be rewritten.

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Output Format

Rewrite mode (default)

Return your response in two sections:

1. Cleaned text The full rewritten content. Preserve the original structure, intent, and all specific technical details. Only change what the guidelines require.

2. What changed A brief summary of the major edits. Not every word — just the meaningful changes grouped by category (e.g., "Replaced 4 Tier 1 words, restructured 2 paragraphs for varied length, cut 3 filler transitions"). This lets the author learn what to avoid next time.

Detect mode

1. Issues found Bulleted list of every AI-ism identified, with offending text quoted. Grouped by severity.

2. Assessment For each flag, note whether it's a clear problem or a judgment call. If the text is clean, say so.

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Tone Calibration

The goal is writing that sounds like a competent human wrote it. Direct. Specific. Five principles for human-sounding rewrites:

1. Vary sentence length — mix short with long. Fragments are fine.
2. Be concrete — replace vague claims with numbers, names, dates, or examples.
3. Have a voice — where appropriate, use first person, state preferences, show reactions.
4. Cut the neutrality — humans have opinions. If the piece should take a position, take it.
5. Earn your emphasis — don't tell the reader something is interesting. Make it interesting.

If the original writing is already strong, say so and make only necessary cuts. Don't over-edit for the sake of it. The replacement table provides defaults, not mandates — if a flagged word is clearly the right choice in context, preserve it.

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Integration Points

Run this skill automatically in these cases:

1. Deliverable curation — Before formatting any client-facing document, run in rewrite mode with the deliverable profile.
2. Client email drafting — When drafting emails longer than 3 sentences to external contacts, run in rewrite mode with the email profile. Quick internal replies are exempt.
3. On-demand audit — When the user says "check this for AI patterns" or similar, run in whichever mode the user requests.

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Adapted from conorbronsdon/avoid-ai-writing v3.3.0 (MIT license).

Agent integration

• evidence-auditor — invoked when the content under audit cites external sources (URLs, papers, claims attributed to third parties). Confirms each citation traces accurately before the rewritten version ships. Catches the AI-ism category that this skill itself cannot detect: fabricated or misattributed citations.