Memstack humanize
Use when the user says 'humanize', 'clean up writing', 'make it sound natural', or wants text to not sound AI-generated.
git clone https://github.com/cwinvestments/memstack
T=$(mktemp -d) && git clone --depth=1 https://github.com/cwinvestments/memstack "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/humanize" ~/.claude/skills/cwinvestments-memstack-humanize && rm -rf "$T"
skills/humanize/SKILL.md✍️ Humanize — Rewriting for Natural Voice...
Remove AI tells and rewrite content to sound like a human wrote it.
Activation
When this skill activates, output:
✍️ Humanize — Rewriting for natural voice...
Then execute the protocol below.
Context Guard
| Context | Status | Priority |
|---|---|---|
| User says "humanize", "make it sound human/natural" | ACTIVE — rewrite content | P1 |
| User says "clean up this writing", "remove AI tone" | ACTIVE — rewrite content | P1 |
| User says "rewrite for blog/social/client" | ACTIVE — rewrite with audience in mind | P2 |
| User is writing code or technical docs (API refs, JSDoc) | DORMANT — technical writing is fine as-is | — |
| User is writing commit messages or changelogs | DORMANT — these have their own format | — |
Protocol
Step 1: Identify AI Patterns
Scan the content for these common AI writing tells:
Words to eliminate or replace:
| AI Pattern | Replace With |
|---|---|
| "delve", "delve into" | "explore", "look at", "dig into" |
| "leverage" | "use", "take advantage of" |
| "utilize" | "use" |
| "facilitate" | "help", "make easier" |
| "comprehensive" | (often removable, or "thorough", "complete") |
| "robust" | "solid", "strong", "reliable" |
| "streamline" | "simplify", "speed up" |
| "moreover", "furthermore" | (cut entirely or use "also", "and") |
| "it's important to note" | (cut — just state the thing) |
| "in conclusion" | (cut — the reader knows it's the end) |
| "in today's [X] landscape" | (cut entirely) |
| "game-changer" | (be specific about the benefit) |
| "navigate" (non-literal) | "deal with", "handle", "work through" |
| "paradigm" | (use a concrete noun instead) |
| "synergy" | "overlap", "combination", "fit" |
Structural patterns to fix:
- Excessive hedging: "It might be worth considering that perhaps..." → Just say the thing
- Hollow transitions: "Now, let's turn our attention to..." → Cut, or use a heading
- Overlong intros: "In the ever-evolving world of..." → Start with the point
- Bullet-point-itis: Every section as bullets → Mix in short paragraphs
- Triple emphasis: "truly remarkable and incredibly powerful" → Pick one adjective
- Sycophantic openings: "Great question!" → Don't; just answer
- Unnecessary qualifiers: "very", "really", "quite", "rather" → Usually cuttable
Step 2: Rewrite
Apply these principles:
- Lead with the point — Don't build up to it
- Shorter sentences — If a sentence has a comma and an "and", consider splitting it
- Active voice — "The team built X" not "X was built by the team"
- Concrete over abstract — Specific examples beat general claims
- Vary rhythm — Mix short punchy sentences with longer ones. Not all the same length.
- Cut the filler — If removing a word doesn't change the meaning, remove it
- Read it aloud — If it sounds like a press release, rewrite it
Step 3: Preserve
Do NOT change:
- Technical accuracy or meaning
- Code examples or technical terms
- Proper nouns, brand names, acronyms
- Intentional formatting (headings, lists where appropriate)
- The author's actual opinions or arguments
Step 4: Present
Show the rewritten version. If the changes are substantial, briefly note what was changed:
- "Removed hedging and filler from intro"
- "Replaced passive voice throughout"
- "Cut 40% — mostly redundant transitions"
Inputs
- Text content to humanize (from user's prompt, clipboard, or a file)
- Optional: target audience (blog readers, clients, social media)
Outputs
- Rewritten content with AI patterns removed
- Brief summary of changes made
Example Usage
User: "Humanize this paragraph"
In today's rapidly evolving digital landscape, it's important to note that leveraging comprehensive AI solutions can facilitate robust workflow optimization. Moreover, these game-changing tools enable organizations to navigate complex challenges and streamline their operations.
✍️ Humanize — Rewriting for natural voice... AI tools speed up your workflow. They handle the repetitive stuff so your team can focus on work that actually matters. Changes: Cut filler intro, replaced "leverage/facilitate/robust/streamline" with plain language, removed empty transitions, reduced from 41 words to 22.
Level History
- Lv.1 — Base: AI pattern detection and rewrite protocol. Curated replacement table, structural fixes, voice guidelines. (Origin: MemStack v3.1, Feb 2026)