{"enrichment":{"faq":[{"a":"Scholar Anti AI Writing scans academic writing for telltale AI patterns including promotional phrasing, superficial analysis, and statistical predictability. When these markers are found, the skill flags passages and rewrites them to restore authentic voice, ensuring your submissions maintain genuine scholarly quality.","q":"How does Scholar Anti AI Writing detect AI-written content?"},{"a":"Yes. Scholar Anti AI Writing analyzes text authenticity and authorship origin by identifying machine-generated characteristics. It examines writing patterns, depth of analysis, and linguistic signatures to determine whether content exhibits AI generation traits, helping verify academic integrity.","q":"Can Scholar Anti AI Writing check if text is written by AI?"},{"a":"Scholar Anti AI Writing works with English and Chinese text. The skill processes academic papers, reports, and articles in both languages, applying the same pattern-detection and rewriting methodology to identify and remediate AI-generated passages across multilingual submissions.","q":"What languages does Scholar Anti AI Writing support?"},{"a":"Scholar Anti AI Writing scores its rewrites on five dimensions: directness, rhythm, trust, authenticity, and density. These metrics ensure that flagged passages are not only stripped of AI markers but elevated to meet scholarly standards for clarity, readability, credibility, genuine voice, and substantive depth.","q":"How are Scholar Anti AI Writing revisions scored?"},{"a":"Scholar Anti AI Writing identifies AI-generated essays by detecting synthetic or machine-generated content patterns throughout submissions. It flags essays showing AI authorship signals and provides rewritten alternatives, making it effective for academic integrity verification and ensuring assignments reflect authentic student work.","q":"Can Scholar Anti AI Writing identify AI-generated essays?"}],"shadow_tags":["detection-system","academic-integrity","content-verification","machine-text-analysis","authenticity-checker","essay-validation","plagiarism-prevention","synthetic-content-flagging"],"summary_rewrite":"This skill scans academic writing for telltale AI patterns\u2014promotional phrasing, superficial analysis, and statistical predictability\u2014then rewrites flagged passages to restore authentic voice. It works with English and Chinese text across papers, reports, and articles, scoring revisions on directness, rhythm, trust, authenticity, and density to ensure scholarly quality."},"id":"catlog22/maestro-flow/scholar-anti-ai-writing","install":{"mode":"external","repo":"https://github.com/catlog22/maestro-flow"},"links":{"html":"https://skillfed.io/catlog22/maestro-flow/scholar-anti-ai-writing","md":"https://skillfed.io/catlog22/maestro-flow/scholar-anti-ai-writing.md","repo":"https://github.com/catlog22/maestro-flow"},"meta":{"agents_supported":["claude-code","codex"],"first_seen":"2026-07-28","forks":62,"language":"TypeScript","last_updated":"2026-07-27","license":null,"name":"Scholar Anti Ai Writing","publisher":"catlog22","stars":482},"relations":{"similar":[{"id":"catlog22/maestro-flow/scholar-writing"},{"id":"first-fluke/oh-my-agent/oma-academic-writer"},{"id":"gracefullight/stock-checker/oma-academic-writer"},{"id":"catlog22/maestro-flow/scholar-review"},{"id":"catlog22/maestro-flow/scholar-citation-verify"},{"id":"catlog22/maestro-flow/scholar-rebuttal-pro"},{"id":"catlog22/maestro-flow/scholar-latex-organizer"},{"id":"catlog22/maestro-flow/scholar-ideation"},{"id":"catlog22/maestro-flow/scholar-experiment"},{"id":"catlog22/Claude-Code-Workflow/workflow-skill-designer"}]},"slug":{"owner":"catlog22","repo":"maestro-flow","skill":"scholar-anti-ai-writing"},"version":"3e59815f"}