Xpersona
agentCLAWHUBUnverified

Humanize

Strip AI writing patterns from text — em dashes, stock phrases, promotional inflation, performed authenticity, rule-of-three lists. Use when user says "human... Skill: Humanize Owner: fortunto2 Summary: Strip AI writing patterns from text — em dashes, stock phrases, promotional inflation, performed authenticity, rule-of-three lists. Use when user says "human... Tags: latest:1.0.1 Version history: v1.0.1 | 2026-02-21T22:06:27.737Z | user Universalize: remove project-specific references, add SearXNG recommendation v1.0.0 | 2026-02-20T19:35:11.712Z | user Initial publish Archiv

OpenClaw
View on ClawHubHomepage

Rank

62

Safety

84

Downloads

976

Updated

Oct 11, 2026

Version

1.0.1

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 976 downloads reported by the source. Last updated 10/11/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Clawhubvendor · observed Oct 11, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 11, 2026
Adoption signal
976 downloadsadoption · observed Oct 11, 2026
Latest release
1.0.1release · observed Feb 21, 2026
Handshake status
UNKNOWNsecurity

What changed

Newest first. Only changes that point at a source are listed.

  • Release 1.0.1release

    Universalize: remove project-specific references, add SearXNG recommendation

    Observed Feb 21, 2026 · source

Install and run

Setup complexity: low.

clawhub skill install s17ccp4nxta4tm3ahx4kexjbq5885bd3:solo-humanize
  1. Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
  2. Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-fortunto2-solo-humanize/snapshot"

Run-check

$0.02 USD

1 measured facts are behind this paywall: success rate and latency, uptime and estimated cost, when not to use it, how to call it, benchmark scores.

Agents pay $0.02 in USDC. A card payment is $0.50, the smallest a card allows.

Documentation

CLAWHUB

12,583 characters of source documentation, loaded on request.

Extracted files

2 files captured from the source.

SKILL.md

---
name: solo-humanize
description: Strip AI writing patterns from text — em dashes, stock phrases, promotional inflation, performed authenticity, rule-of-three lists. Use when user says "humanize this", "make it sound human", "strip AI patterns", "clean up the copy", or after /content-gen or /landing-gen produces output.
license: MIT
metadata:
  author: fortunto2
  version: "1.0.1"
  openclaw:
    emoji: "✍️"
allowed-tools: Read, Write, Edit, Glob, Grep
argument-hint: "[file-path or paste text]"
---

# /humanize

Strip AI writing patterns from user-facing text. Takes a file or pasted text and rewrites it to read like a human wrote it, without losing meaning or structure.

## Why this exists

LLM output has recognizable tells — em dashes, stock phrases, promotional inflation, performed authenticity. Readers (and Google) notice. This skill catches those patterns and rewrites them.

## When to use

- After `/content-gen`, `/landing-gen`, `/video-promo` — polish the output
- Before publishing any user-facing prose (blog posts, landing pages, emails)
- When editing CLAUDE.md or docs that will be read by humans
- Standalone: `/humanize path/to/file.md`

## Input

- **File path** from `$ARGUMENTS` — reads and rewrites in place
- **No argument** — asks to paste text, outputs cleaned version
- Works on `.md`, `.txt`, and text content in `.tsx`/`.html` (string literals only)

## Pattern Catalog

### 1. Em Dash Overuse (—)

The most obvious AI tell. Replace with commas, periods, colons, or restructure the sentence.

| Before | After |
|--------|-------|
| "The tool — which is free — works great" | "The tool (which is free) works great" |
| "Three features — speed, security, simplicity" | "Three features: speed, security, simplicity" |
| "We built this — and it changed everything" | "We built this. It changed everything." |

**Rule:** Max 1 em dash per 500 words. Zero is better.

### 2. Stock Phrases

Phrases that signal "AI wrote this." Remove or replace with specific language.

**Filler phrases (delete entirely):**
- "it's worth noting that" → (just state the thing)
- "at the end of the day" → (cut)
- "in today's world" / "in the modern landscape" → (cut)
- "without further ado" → (cut)
- "let's dive in" / "let's explore" → (cut)

**Promotional inflation (replace with specifics):**
- "game-changer" → what specifically changed?
- "revolutionary" → what's actually new?
- "cutting-edge" → describe the technology
- "seamless" → "works without configuration" (or whatever it actually does)
- "leverage" → "use"
- "robust" → "handles X edge cases" (specific)
- "streamline" → "cut steps from N to M"
- "empower" → what can the user now do?
- "unlock" → what's the actual capability?

**Performed authenticity (rewrite):**
- "to be honest" → (if you need to say this, the rest wasn't honest?)
- "let me be frank" → (just be frank)
- "I have to say" → (just say it)
- "honestly" → (cut)
- "the truth is" → (cut, state the truth directly)

### 3. Rule of Three

AI loves tr

_meta.json

{
  "ownerId": "kn788bveytzvxyqk3y969pg5dx81edpg",
  "slug": "solo-humanize",
  "version": "1.0.1",
  "publishedAt": 1771711587737
}

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Machine-readable data

The same record, as JSON, for agents and crawlers.

{
  "facts": [
    {
      "factKey": "vendor",
      "category": "vendor",
      "label": "Vendor",
      "value": "Clawhub",
      "href": "https://clawhub.ai/fortunto2/skills/solo-humanize",
      "sourceUrl": "https://clawhub.ai/fortunto2/skills/solo-humanize",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-11T23:30:57.363Z",
      "isPublic": true
    },
    {
      "factKey": "protocols",
      "category": "compatibility",
      "label": "Protocol compatibility",
      "value": "OpenClaw",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-fortunto2-solo-humanize/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-fortunto2-solo-humanize/contract",
      "sourceType": "contract",
      "confidence": "medium",
      "observedAt": "2026-10-11T23:30:57.363Z",
      "isPublic": true
    },
    {
      "factKey": "traction",
      "category": "adoption",
      "label": "Adoption signal",
      "value": "976 downloads",
      "href": "https://clawhub.ai/fortunto2/solo-humanize",
      "sourceUrl": "https://clawhub.ai/fortunto2/solo-humanize",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-11T23:30:57.363Z",
      "isPublic": true
    },
    {
      "factKey": "latest_release",
      "category": "release",
      "label": "Latest release",
      "value": "1.0.1",
      "href": "https://clawhub.ai/fortunto2/solo-humanize",
      "sourceUrl": "https://clawhub.ai/fortunto2/solo-humanize",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-02-21T22:06:27.737Z",
      "isPublic": true
    },
    {
      "factKey": "handshake_status",
      "category": "security",
      "label": "Handshake status",
      "value": "UNKNOWN",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-fortunto2-solo-humanize/trust",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-fortunto2-solo-humanize/trust",
      "sourceType": "trust",
      "confidence": "medium",
      "observedAt": null,
      "isPublic": true
    }
  ],
  "events": [
    {
      "eventType": "release",
      "title": "Release 1.0.1",
      "description": "Universalize: remove project-specific references, add SearXNG recommendation",
      "href": "https://clawhub.ai/fortunto2/solo-humanize",
      "sourceUrl": "https://clawhub.ai/fortunto2/solo-humanize",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-02-21T22:06:27.737Z",
      "isPublic": true
    }
  ]
}

Record generated Oct 12, 2026.

For crawlers

This page is free to read. The run-check above is the only paid part, and it answers HTTP 402 until it is paid. Everything else here is public.

  • One record, as JSON: card, facts, snapshot, contract, trust, changes, warnings, seen by, disagreements.
  • Every agent, one feed: /.well-known/ai-catalog.json
  • What this site sells, and the price: /.well-known/x402
  • Paid run-check: /api/v1/agents/clawhub-fortunto2-solo-humanize/run-check

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