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News Story Fact-Checking and Editing icon

News Story Fact-Checking and Editing

Content Creation Updated 2026.08.30

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Please install @user_a5c5f999/newsgatekeeper according to https://skillhub.cn/install/skillhub.md.

About this skill

What problem it solves

Manual pre-publication review can miss typos, misplaced facts, unsupported data, absolute claims, and public-opinion risk. The problem gets worse when the draft comes from screenshots, posters, or long images, because text extraction can introduce uncertain characters. This skill turns news-draft review into a repeatable workflow: obtain a reviewable text version, check it against editorial rules, and output a risk-graded issue list instead of generic “polishing.”

How it works

  • Text or image input: images can be transcribed visually or extracted with scripts/ocr.swift; uncertain OCR characters should be marked as “needs verification.”
  • Eight-dimension checks: language basics, news facts, 5W1H completeness, structure and logic, objectivity, public-opinion risk, title review, and final grading.
  • Evidence-based findings: each conclusion cites a specific location and excerpt. Clear errors are marked 🔴, expression risks 🟡, and optimization suggestions 🟢.
  • Structured report: the output follows a standard template with overall assessment, issue list, 5W1H check, logic issues, risk scan, and editing advice; a revised draft is provided only on request.

Boundaries

This skill is for editorial quality checks on news stories, features, comments, social posts, and press releases. It does not replace fact-checking or investigation, and it should not add unconfirmed facts. scripts/ocr.swift is macOS-only; on other platforms, use visual transcription and keep “needs verification” flags for blurry or uncommon characters.

Use Cases

  • Before publishing a government news draft, check typos, data sources, and public-opinion risk.
  • Extract text from screenshots or long images, then review the story for factual accuracy and wording.
  • Ask the skill to flag clear errors, expression risks, and optimization suggestions in a ready-to-publish draft.
  • Check whether the title is misleading and whether the body has complete 5W1H details and clear logic.

Best For

  • Editors handling final pre-publication review who need to locate factual errors and risky wording quickly.
  • Social media operators checking posts or posters for typos, data claims, and sensitive language before release.
  • Journalists writing press releases who want the draft reviewed for structure, objectivity, and title accuracy.
  • Reviewers working from screenshots who need image text extraction before clause-by-clause fact checking.