# Send Humanize AI text 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-text", "name": "Humanize AI text", "source": "tencent", "type": "skill", "category": "通讯协作", "sourceUrl": "https://clawhub.ai/moltbro/humanize-ai-text", "canonicalUrl": "https://clawhub.ai/moltbro/humanize-ai-text", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/humanize-ai-text", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=humanize-ai-text", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "SKILL.md", "scripts/transform.py", "scripts/patterns.json", "scripts/detect.py", "scripts/compare.py" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "slug": "humanize-ai-text", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-04-30T06:17:15.480Z", "expiresAt": "2026-05-07T06:17:15.480Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=humanize-ai-text", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=humanize-ai-text", "contentDisposition": "attachment; filename=\"humanize-ai-text-1.0.1.zip\"", "redirectLocation": null, "bodySnippet": null, "slug": "humanize-ai-text" }, "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-text" }, "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-text", "downloadUrl": "https://openagent3.xyz/downloads/humanize-ai-text", "agentUrl": "https://openagent3.xyz/skills/humanize-ai-text/agent", "manifestUrl": "https://openagent3.xyz/skills/humanize-ai-text/agent.json", "briefUrl": "https://openagent3.xyz/skills/humanize-ai-text/agent.md" } } ``` ## Documentation ### Humanize AI Text Comprehensive CLI for detecting and transforming AI-generated text to bypass detectors. Based on Wikipedia's Signs of AI Writing. ### Quick Start # Detect AI patterns python scripts/detect.py text.txt # Transform to human-like python scripts/transform.py text.txt -o clean.txt # Compare before/after python scripts/compare.py text.txt -o clean.txt ### Detection Categories The analyzer checks for 16 pattern categories from Wikipedia's guide: ### Critical (Immediate AI Detection) CategoryExamplesCitation Bugsoaicite, turn0search, contentReferenceKnowledge Cutoff"as of my last training", "based on available information"Chatbot Artifacts"I hope this helps", "Great question!", "As an AI"Markdown**bold**, ## headers, code blocks ### High Signal CategoryExamplesAI Vocabularydelve, tapestry, landscape, pivotal, underscore, fosterSignificance Inflation"serves as a testament", "pivotal moment", "indelible mark"Promotional Languagevibrant, groundbreaking, nestled, breathtakingCopula Avoidance"serves as" instead of "is", "boasts" instead of "has" ### Medium Signal CategoryExamplesSuperficial -ing"highlighting the importance", "fostering collaboration"Filler Phrases"in order to", "due to the fact that", "Additionally,"Vague Attributions"experts believe", "industry reports suggest"Challenges Formula"Despite these challenges", "Future outlook" ### Style Signal CategoryExamplesCurly Quotes"" instead of "" (ChatGPT signature)Em Dash OveruseExcessive use of — for emphasisNegative Parallelisms"Not only... but also", "It's not just... it's"Rule of ThreeForced triplets like "innovation, inspiration, and insight" ### detect.py — Scan for AI Patterns python scripts/detect.py essay.txt python scripts/detect.py essay.txt -j # JSON output python scripts/detect.py essay.txt -s # score only echo "text" | python scripts/detect.py Output: Issue count and word count AI probability (low/medium/high/very high) Breakdown by category Auto-fixable patterns marked ### transform.py — Rewrite Text python scripts/transform.py essay.txt python scripts/transform.py essay.txt -o output.txt python scripts/transform.py essay.txt -a # aggressive python scripts/transform.py essay.txt -q # quiet Auto-fixes: Citation bugs (oaicite, turn0search) Markdown (**, ##, \`\`\`) Chatbot sentences Copula avoidance → "is/has" Filler phrases → simpler forms Curly → straight quotes Aggressive (-a): Simplifies -ing clauses Reduces em dashes ### compare.py — Before/After Analysis python scripts/compare.py essay.txt python scripts/compare.py essay.txt -a -o clean.txt Shows side-by-side detection scores before and after transformation ### Workflow Scan for detection risk: python scripts/detect.py document.txt Transform with comparison: python scripts/compare.py document.txt -o document_v2.txt Verify improvement: python scripts/detect.py document_v2.txt -s Manual review for AI vocabulary and promotional language (requires judgment) ### AI Probability Scoring RatingCriteriaVery HighCitation bugs, knowledge cutoff, or chatbot artifacts presentHigh>30 issues OR >5% issue densityMedium>15 issues OR >2% issue densityLow<15 issues AND <2% density ### Customizing Patterns Edit scripts/patterns.json to add/modify: ai_vocabulary — words to flag significance_inflation — puffery phrases promotional_language — marketing speak copula_avoidance — phrase → replacement filler_replacements — phrase → simpler form chatbot_artifacts — phrases triggering sentence removal ### Batch Processing # Scan all files for f in *.txt; do echo "=== $f ===" python scripts/detect.py "$f" -s done # Transform all markdown for f in *.md; do python scripts/transform.py "$f" -a -o "${f%.md}_clean.md" -q done ### Reference Based on Wikipedia's Signs of AI Writing, maintained by WikiProject AI Cleanup. Patterns documented from thousands of AI-generated text examples. Key insight: "LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely result that applies to the widest variety of cases." ## Trust - Source: tencent - Verification: Indexed source record - Publisher: moltbro - Version: 1.0.1 ## 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: 2026-04-30T06:17:15.480Z - Expires at: 2026-05-07T06:17:15.480Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/humanize-ai-text) - [Send to Agent page](https://openagent3.xyz/skills/humanize-ai-text/agent) - [JSON manifest](https://openagent3.xyz/skills/humanize-ai-text/agent.json) - [Markdown brief](https://openagent3.xyz/skills/humanize-ai-text/agent.md) - [Download page](https://openagent3.xyz/downloads/humanize-ai-text)