# Send Humanize AI 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": "humanize-ai",
    "name": "Humanize AI",
    "source": "tencent",
    "type": "skill",
    "category": "通讯协作",
    "sourceUrl": "https://clawhub.ai/artur-zhdan/humanize-ai",
    "canonicalUrl": "https://clawhub.ai/artur-zhdan/humanize-ai",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/humanize-ai",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=humanize-ai",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "scripts/humanize.py",
      "scripts/patterns.json",
      "scripts/analyze.py"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "humanize-ai",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-30T06:14:37.694Z",
      "expiresAt": "2026-05-07T06:14:37.694Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=humanize-ai",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=humanize-ai",
        "contentDisposition": "attachment; filename=\"humanize-ai-1.1.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "humanize-ai"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/humanize-ai"
    },
    "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/humanize-ai",
    "downloadUrl": "https://openagent3.xyz/downloads/humanize-ai",
    "agentUrl": "https://openagent3.xyz/skills/humanize-ai/agent",
    "manifestUrl": "https://openagent3.xyz/skills/humanize-ai/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/humanize-ai/agent.md"
  }
}
```
## Documentation

### Humanize CLI

Command-line tools for detecting and auto-fixing AI writing patterns.

### analyze.py — Detect AI Patterns

Scans text and reports AI vocabulary, puffery, chatbot artifacts, and auto-replaceable phrases.

# Analyze a file
python scripts/analyze.py input.txt

# Analyze from stdin
echo "This serves as a testament to our commitment" | python scripts/analyze.py

# JSON output for programmatic use
python scripts/analyze.py input.txt --json

Output example:

==================================================
AI PATTERN ANALYSIS - 5 issues found
==================================================

AI VOCABULARY:
  • testament: 1x
  • crucial: 2x

AUTO-REPLACEABLE:
  • "serves as" → "is": 1x
  • "in order to" → "to": 1x

### humanize.py — Auto-Replace Patterns

Performs automatic replacements for common AI-isms.

# Humanize and print to stdout
python scripts/humanize.py input.txt

# Write to output file
python scripts/humanize.py input.txt -o output.txt

# Include em dash replacement
python scripts/humanize.py input.txt --fix-dashes

# Quiet mode (no change log)
python scripts/humanize.py input.txt -q

What it fixes automatically:

Filler phrases: "in order to" → "to", "due to the fact that" → "because"
Copula avoidance: "serves as" → "is", "boasts" → "has"
Sentence starters: removes "Additionally,", "Furthermore,", "Moreover,"
Curly quotes → straight quotes
Chatbot artifacts: removes "I hope this helps", "Let me know if", etc.

### Workflow

Analyze first to see what needs fixing:
python scripts/analyze.py document.txt



Auto-fix safe replacements:
python scripts/humanize.py document.txt -o document_clean.txt



Manual review for AI vocabulary and puffery flagged by analyze (these require human judgment)


Re-analyze to confirm improvements:
python scripts/analyze.py document_clean.txt

### Customizing Patterns

Edit scripts/patterns.json to add/remove:

ai_words — vocabulary that flags but doesn't auto-replace
puffery — promotional language to flag
replacements — phrase → replacement mappings (empty string = delete)
chatbot_artifacts — phrases to auto-remove
hedging_phrases — excessive hedging to flag

### Batch Processing

Process multiple files:

# Analyze all markdown files
for f in *.md; do
  echo "=== $f ===" 
  python scripts/analyze.py "$f"
done

# Humanize all txt files in place
for f in *.txt; do
  python scripts/humanize.py "$f" -o "$f.tmp" && mv "$f.tmp" "$f"
done
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: artur-zhdan
- Version: 1.1.0
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-04-30T06:14:37.694Z
- Expires at: 2026-05-07T06:14:37.694Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/humanize-ai)
- [Send to Agent page](https://openagent3.xyz/skills/humanize-ai/agent)
- [JSON manifest](https://openagent3.xyz/skills/humanize-ai/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/humanize-ai/agent.md)
- [Download page](https://openagent3.xyz/downloads/humanize-ai)