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Agent Skill · 研究检索

ln-601-semantic-content-auditor(ln 601 语义内容审核员)

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。

ln-601-semantic-content-auditor 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描有未通过项,按安装量在研究检索类的 73,675 个 Skill 里排第 46,301。

总安装 791周安装 32GitHub Stars 441下载 248核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

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

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

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。

来源仓库内路径:skills/ln-601-semantic-content-auditor

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/levnikolaevich/claude-code-skills --skill ln-6…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

ln-601-semantic-content-auditor 怎么安装?

在终端执行 npx skills add https://github.com/levnikolaevich/claude-code-skills --skill ln-601-semanti…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

ln-601-semantic-content-auditor 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

ln-601-semantic-content-auditor 需要什么权限?

权限级别是需要联网。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。

ln-601-semantic-content-auditor 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

ln-601-semantic-content-auditor 用的人多吗?

公开数据是累计安装 791 次,近一周安装 32 次,下载 248 次,GitHub 441 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

ln-601-semantic-content-auditor 安全吗?

第三方扫描有未通过项,风险较高。除非你确认过源码,否则不建议直接安装到常用环境。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
ln-601-semantic-content-auditor

ln 601 语义内容审核员 · 本页

791441需要联网未明确未通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

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

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

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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