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ln-601-semantic-content-auditorln 601 语义内容审核员

Agent Skill

用于辅助文档、README、Markdown、说明文和内容稿件的整理与改写。它适合让 Agent 提炼结构、补齐章节、统一术语、检查链接或把零散材料整理成可读文档。使用时应保留项目已有事实、命令和路径,不要把未确认的信息写成确定结论;涉及对外文案时,还需要控制语气,避免过度营销或夸大能力。

总安装

791

周安装

32

GitHub Stars

441

下载量

248
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:ln-601-semantic-content-auditor(ln 601 语义内容审核员)
来源仓库:https://github.com/levnikolaevich/claude-code-skills
仓库路径:skills/ln-601-semantic-content-auditor
安装命令:
npx skills add https://github.com/levnikolaevich/claude-code-skills --skill ln-601-semantic-content-auditor
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/levnikolaevich/claude-code-skills --skill ln-601-semantic-content-auditor

简介

用于文档、README 和内容稿件的整理与改写,适合提炼结构和统一术语。

  • 适用于需要补齐章节、检查链接或把零散材料整理成可读文档的场景。
  • 使用时保留项目已有事实、命令和路径,不把未确认信息写成确定结论。
  • 涉及对外文案时需控制语气,避免过度营销或夸大能力。
  • 安装前建议确认权限范围和维护状态,确保不会触发不必要的网络或文件操作。

SKILL.md

Paths: File paths (shared/, references/, ../ln-*) are relative to skills repo root. If not found at CWD, locate this SKILL.md directory and go up one level for repo root.

Semantic Content Auditor (L3 Worker)

Specialized worker auditing semantic accuracy of project documentation.

Purpose & Scope

  • Worker in ln-600 coordinator pipeline - invoked by ln-600-docs-auditor for each project document
  • Verify document content matches stated SCOPE (document purpose)
  • Check content aligns with project goals (value contribution)
  • Validate facts against codebase (accuracy and freshness)
  • Return structured findings to coordinator with severity, location, fix suggestions

Target Documents

Called ONLY for project documents (not reference/tasks):

DocumentVerification Focus
CLAUDE.mdInstructions match project structure, paths valid
docs/README.mdNavigation accurate, descriptions match reality
docs/documentation_standards.mdStandards applicable to this project
docs/principles.mdPrinciples reflected in actual code patterns
docs/project/requirements.mdRequirements implemented or still valid
docs/project/architecture.mdArchitecture matches actual code structure
docs/project/tech_stack.mdVersions/technologies match package files
docs/project/api_spec.mdEndpoints/contracts match controllers
docs/project/database_schema.mdSchema matches actual DB/migrations
docs/project/design_guidelines.mdComponents/styles exist in codebase
docs/project/runbook.mdCommands work, paths valid

Excluded: docs/tasks/, docs/reference/, docs/presentation/, tests/

Inputs (from Coordinator)

{
  "doc_path": "docs/project/architecture.md",
  "project_root": "/path/to/project",
  "tech_stack": {
    "language": "TypeScript",
    "frameworks": ["Express", "React"]
  }
}

Workflow

Phase 1: SCOPE EXTRACTION

  1. Read document first 20 lines
  2. Parse <!-- SCOPE:... --> comment
  3. If no SCOPE tag, infer from document type (see Verification Rules)
  4. Record stated purpose/boundaries

Phase 2: CONTENT-SCOPE ALIGNMENT

Analyze document sections against stated scope:

CheckFinding Type
Section not serving scopeOFF_TOPIC
Scope aspect not coveredMISSING_COVERAGE
Excessive detail beyond scopeSCOPE_CREEP
Content duplicated elsewhereSSOT_VIOLATION

Scoring:

  • 10/10: All content serves scope, scope fully covered
  • 8-9/10: Minor off-topic content or small gaps
  • 6-7/10: Some sections not aligned, partial coverage
  • 4-5/10: Significant misalignment, major gaps
  • 1-3/10: Document does not serve its stated purpose

Phase 3: FACT VERIFICATION

Per document type, verify claims against codebase:

DocumentVerification Method
architecture.mdCheck layers exist (Glob for folders), verify imports follow described pattern (Grep)
tech_stack.mdCompare versions with package.json, go.mod, requirements.txt
api_spec.mdMatch endpoints with controller/route files (Grep for routes)
requirements.mdSearch for feature implementations (Grep for keywords)
database_schema.mdCompare with migration files or Prisma/TypeORM schemas
runbook.mdValidate file paths exist (Glob), test command syntax
principles.mdSample code files for principle adherence patterns
CLAUDE.mdVerify referenced paths/files exist

Finding Types:

  • OUTDATED_PATH: File/folder path no longer exists
  • WRONG_VERSION: Documented version differs from package file
  • MISSING_ENDPOINT: Documented API endpoint not found in code
  • BEHAVIOR_MISMATCH: Described behavior differs from implementation
  • STALE_REFERENCE: Reference to removed/renamed entity

Scoring:

  • 10/10: All facts verified against code
  • 8-9/10: Minor inaccuracies (typos, formatting)
  • 6-7/10: Some paths/names outdated, core info correct
  • 4-5/10: Functional mismatches (wrong behavior described)
  • 1-3/10: Critical mismatches (architecture wrong, APIs broken)

Phase 4: SCORING & REPORT

Calculate final scores and compile findings:

scope_alignment_score = weighted_average(coverage, relevance, focus)
fact_accuracy_score = (verified_facts / total_facts) * 10

overall_score = (scope_alignment * 0.4) + (fact_accuracy * 0.6)

Fact accuracy weighted higher because incorrect information is worse than scope drift.

Output Format

Return JSON to coordinator:

{
  "doc_path": "docs/project/architecture.md",
  "scope": {
    "stated": "System architecture with C4 diagrams, component interactions",
    "coverage_percent": 85
  },
  "scores": {
    "scope_alignment": 8,
    "fact_accuracy": 6,
    "overall": 7
  },
  "summary": {
    "total_issues": 4,
    "high": 1,
    "medium": 2,
    "low": 1
  },
  "findings": [
    {
      "severity": "HIGH",
      "type": "BEHAVIOR_MISMATCH",
      "location": "line 45",
      "issue": "Architecture shows 3-tier (Controller->Service->Repository) but code has Controller->Repository direct calls",
      "evidence": "src/controllers/UserController.ts:23 imports UserRepository directly",
      "fix": "Update diagram to show actual pattern OR refactor code to match docs"
    },
    {
      "severity": "MEDIUM",
      "type": "OUTDATED_PATH",
      "location": "line 78",
      "issue": "References src/services/legacy/ which was removed",
      "evidence": "Folder does not exist: ls src/services/legacy/ returns error",
      "fix": "Remove reference or update to current path"
    }
  ]
}

Verification Rules by Document Type

MANDATORY READ: Load references/verification_rules.md for per-document verification patterns.

Critical Rules

  • Read before judge: Always read full document and relevant code before reporting issues
  • Evidence required: Every finding must include evidence field with verification command/result
  • Code is truth: When docs contradict code, document is wrong (unless code is a bug)
  • Scope inference: If no SCOPE tag, use document filename to infer expected scope
  • No false positives: Better to miss an issue than report incorrectly
  • Location precision: Always include line number for findings
  • Actionable fixes: Every finding must have concrete fix suggestion

Definition of Done

  • Document read completely
  • SCOPE extracted or inferred
  • Content-scope alignment analyzed
  • Facts verified against codebase (with evidence)
  • Both scores calculated
  • JSON result returned to coordinator

Version: 1.0.0 Last Updated: 2026-01-28

适合场景

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02

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能力概览

能力 1

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能力 2

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能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

平台分布

Codex

35.42%
按下载量换算88

Claude

33.14%
按下载量换算82

Cursor

17.78%
按下载量换算44

Gemini CLI

9.69%
按下载量换算24

安全审计

Gen Agent Trust Hub

未通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

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来源信息

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