（由于原始内容过长且包含未翻译的代码块、命令行指令和 Markdown 格式，以下为简化的中文翻译，保留了主要的描述和指令）
# AI Text Humanizer
Rewrite AI-generated text to remove robotic patterns and make it sound naturally human. Targets 24 known AI writing signatures including filler phrases, AI vocabulary, sycophantic tone, and formulaic structure.
How It Works — Under the Hood
This skill uses a two-layer architecture to transform AI-generated text into human-sounding prose:
Layer 1: LLM Rewriting (Primary)
The primary path sends your text to a large language model (Gemini) with a carefully engineered system prompt derived from Wikipedia's WikiProject AI Cleanup guide. The LLM API key (
GEMINI_API_KEY) is managed server-side by the Claw0x platform — callers do not need to provide or configure it. You only need a
CLAW0X_API_KEY to authenticate through the Gateway. The system prompt instructs the model to:
- Scan the input for all 24 known AI writing patterns
- Rewrite the text to eliminate those patterns while preserving meaning
- Audit the rewritten output for any lingering AI-isms
- Revise a second time to catch patterns that survived the first pass
The LLM is also given personality rules: have opinions, vary sentence rhythm, acknowledge complexity, use "I" when natural, and let some structural imperfection through.
Layer 2: Regex Fallback (Deterministic)
If the LLM is unavailable (rate limit, timeout), the skill falls back to a deterministic regex engine that applies pattern-matched replacements across six categories:
- Chatbot artifacts — removes "I hope this helps!", "Let me know if..."
- Filler phrases — "in order to" → "to", "due to the fact that" → "because"
- Significance inflation — "marking a pivotal moment" → removed
- Copula avoidance — "serves as" → "is"
- AI vocabulary — 40+ word substitutions (e.g. "leverage" → "use")
- Emoji removal and em-dash normalization
The regex path is lower quality but instant, deterministic, and zero-cost.
Prerequisites
This skill requires a Claw0x API key:
- Sign up at claw0x.com
- Go to Dashboard → API Keys → Create Key
- Store the key securely using one of these methods:
- Add
CLAW0X_API_KEY to your agent's secure environment variables
- Use your platform's secret manager (e.g. GitHub Secrets, Vercel env vars)
- Use a
.env file excluded from version control via
.gitignore
Security note: Never embed API keys in prompts, source code, or version-controlled files.
When to Use
- User says "humanize this", "make this sound more natural", "remove AI patterns"
- User wants text to pass AI detection tools (GPTZero, Originality.ai, etc.)
- Agent pipeline produces text that needs to sound human-written
- Content teams need to clean up AI-drafted blog posts, emails, or documentation
API Call
``
bash
curl -s -X POST https://claw0x.com/v1/call \
-H "Authorization: Bearer $CLAW0X_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"skill": "humanizer",
"input": {
"text": "Your AI-generated text here..."
}
}'
`
Input
The input
field accepts an object with one of these keys:
| Field | Type | Required | Description |
|-------|------|----------|-------------|
| input.text
| string | yes (one of) | Text to humanize |
| input.content
| string | yes (one of) | Alternative key for the text |
| input.body
| string | yes (one of) | Alternative key for the text |
Output Fields
| Field | Type | Description |
|-------|------|-------------|
| humanized_text
| string | The rewritten text with AI patterns removed |
| original_length
| number | Character count of original text |
| humanized_length
| number | Character count of humanized text |
| method
| string | "llm"
(AI rewrite) or "regex"
(deterministic fallback) |
Example
Input:
`
json
{
"skill": "humanizer",
"input": {
"text": "Additionally, it is worth noting that this groundbreaking solution serves as a testament to the transformative power of innovation. The future looks bright for this pivotal technology. I hope this helps!"
}
}
`
Output:
`
json
{
"humanized_text": "This solution shows what good engineering looks like in practice. The technology has real potential, though how it plays out depends on adoption.",
"original_length": 204,
"humanized_length": 138,
"method": "llm"
}
`
Error Codes
400
— Missing or empty text input
500` — Processing failed (not billed)
Pricing
Pay-per-successful-call only. Failed calls and 5xx errors are never charged.
by