# Send Ai Writing Humanizer to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "ai-writing-humanizer",
    "name": "Ai Writing Humanizer",
    "source": "tencent",
    "type": "skill",
    "category": "内容创作",
    "sourceUrl": "https://clawhub.ai/hosthobbit/ai-writing-humanizer",
    "canonicalUrl": "https://clawhub.ai/hosthobbit/ai-writing-humanizer",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/ai-writing-humanizer",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=ai-writing-humanizer",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "references/signs-of-ai-writing.md",
      "scripts/humanize.py",
      "tests/test_humanizer.py"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-23T16:43:11.935Z",
      "expiresAt": "2026-04-30T16:43:11.935Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
        "contentDisposition": "attachment; filename=\"4claw-imageboard-1.0.1.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/ai-writing-humanizer"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/ai-writing-humanizer",
    "downloadUrl": "https://openagent3.xyz/downloads/ai-writing-humanizer",
    "agentUrl": "https://openagent3.xyz/skills/ai-writing-humanizer/agent",
    "manifestUrl": "https://openagent3.xyz/skills/ai-writing-humanizer/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/ai-writing-humanizer/agent.md"
  }
}
```
## Documentation

### AI Writing Humanizer

Provide a cleaned, human-sounding version of input text by removing or rewriting common AI-generated writing patterns. Load this skill automatically for any user-facing prose longer than ~150 words.

### Patterns Covered

Overuse of hedging phrases: "At the end of the day", "It's worth noting", "It is important to remember"
Stock transitions and signposts: "First", "Secondly", "Finally"
Structural markers: em dashes (—), parentheses for side notes, bullet-like serial lists
Predictable rule-of-three constructs: "X, Y, and Z" used as checklist language
Passive voice sections flagged by "was", "were", "has been"
Performed authenticity cues: "I hope this helps", "Let me know if you have any questions"

### Usage

Pass input text to scripts/humanize.py --input text.txt --output cleaned.txt.
For integrations, import humanize_text() from the script and apply before sending.

### Bundled Resources

scripts/humanize.py — Python script implementing regex-based pattern removal and light rewriting
references/signs-of-ai-writing.md — List of AI writing signs based on Wikipedia
tests/test_humanizer.py — Regression tests to detect patterns
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: hosthobbit
- Version: 0.1.0
## Source health
- Status: healthy
- Source download looks usable.
- Yavira can redirect you to the upstream package for this source.
- Health scope: source
- Reason: direct_download_ok
- Checked at: 2026-04-23T16:43:11.935Z
- Expires at: 2026-04-30T16:43:11.935Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/ai-writing-humanizer)
- [Send to Agent page](https://openagent3.xyz/skills/ai-writing-humanizer/agent)
- [JSON manifest](https://openagent3.xyz/skills/ai-writing-humanizer/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/ai-writing-humanizer/agent.md)
- [Download page](https://openagent3.xyz/downloads/ai-writing-humanizer)