Content Humanizer

Strip AI-slop patterns from reasoning traces (chain-of-thought, extended thinking, agent decomposition) — not final prose. Reasoning text has its own slop catalog that regular unslop doesn't target: over-explaining the question, over-hedging, over-decomposing trivial problems into 6-bullet substeps, infinite-loop rationalization. Trigger: /unslop-reasoning, "clean up my reasoning", "fix this chain of thought", "this CoT sounds robotic". Applies to reasoning output; does not override regular /unslop mode.

Rewrites commit messages so they sound like a careful human engineer wrote them. Strips AI/marketing slop ("comprehensive solution", "robust implementation", "leverage", "enhance", "seamlessly", "This commit..."). Keeps Conventional Commits format. Subject ≤72 chars (aim ≤50), imperative mood. Body only when "why" isn't obvious from the subject. Use when user says "humanize commit", "de-slop commit message", "make this commit sound human", "/unslop-commit", "/commit", "write a commit", or pastes a draft commit to clean up. Auto-triggers when staging changes.

Clarify brand messaging using narrative structure that positions the customer as hero. Use when the user mentions "brand message", "website copy", "elevator pitch", "one-liner", "messaging isnt resonating", "brand script", "StoryBrand framework", or "customer as hero". Also trigger when rewriting homepage copy, crafting email nurture sequences, or creating consistent messaging across sales collateral and marketing materials. Covers landing page copy, marketing collateral, and consistent communication. For memorable messaging, see made-to-stick. For product positioning, see obviously-awesome.

Apply the six principles of ethical persuasion (reciprocity, commitment, social proof, authority, liking, scarcity) to product design, copy, and sales. Use when the user mentions "social proof", "persuasive copy", "why users dont convert", "ethical persuasion", "reciprocity", "scarcity tactics", or "commitment and consistency". Also trigger when designing testimonial sections, crafting urgency messaging, or improving trust signals on landing pages. For deal negotiation tactics, see negotiation. For viral word-of-mouth, see contagious.

Master Donald Miller's 7-part StoryBrand framework from "Building a StoryBrand" (2017). Clarify your message so customers actually listen. Use when: Creating or refining website messaging; Writing brand narratives and marketing copy; Building sales scripts and pitches; Clarifying confusing product positioning; Creating marketing one-liners

Master Eugene Schwartz's 5 Stages of Awareness framework from "Breakthrough Advertising" (1966) to write copy that meets prospects where they are. Use when: Writing copy and unsure how "aware" your audience is; Creating multi-stage funnels with different messaging per stage; Building email sequences that nurture from cold to ready-to-buy; Optimizing ads for different audience temperatures; Diagnosing why existing copy isn't converting