ln-601-semantic-content-auditor

Audit project documentation for semantic accuracy against codebase reality.

Updated Mar 9, 2026
One-click install
npx skills add https://github.com/cbbkrd-tech/jl-finishes --skill ln-601-semantic-content-auditor
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ln-601-semantic-content-auditor
Source: https://github.com/cbbkrd-tech/jl-finishes/tree/main/.claude/skills/ln-601-semantic-content-auditor
Command: npx skills add https://github.com/cbbkrd-tech/jl-finishes --skill ln-601-semantic-content-auditor

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill ensures that project documentation accurately reflects the actual codebase, preventing outdated information, scope creep, and factual errors that can lead to misunderstandings and development issues.

Core Features & Use Cases

  • Scope Alignment: Verifies if document content aligns with its stated purpose and project goals.
  • Fact Verification: Checks claims made in documentation against the live codebase for accuracy and freshness.
  • Use Case: Before releasing a new feature, use this Skill to audit the architecture.md and api_spec.md files against the latest code, ensuring diagrams, endpoints, and descriptions are up-to-date and correct.

Quick Start

Use the ln-601-semantic-content-auditor skill to audit the file 'docs/project/architecture.md' in the '/path/to/project' directory.

Frequently Asked Questions about ln-601-semantic-content-auditor

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit project documentation for semantic accuracy against my codebase?

Auditing documentation for semantic accuracy verifies content against stated scope and codebase reality. It analyzes architecture, tech stack, and API specifications against project goals, generating scope_alignment and fact_accuracy scores with detailed fix suggestions.

How do I verify if my API specification aligns with the actual code implementation?

Verifying API specification alignment checks claims made in documentation against the live codebase for accuracy and freshness. It cross-references endpoints and descriptions with code implementation to ensure technical docs reflect current project goals and scope.

What is semantic accuracy auditing for technical writing?

Semantic accuracy auditing for technical writing ensures project documentation accurately reflects the actual codebase. It prevents outdated information, scope creep, and factual errors by validating document types like architecture files against real code implementation.

Can I check architecture documentation for scope alignment before a feature release?

Yes, you can check architecture documentation for scope alignment before a feature release. Auditing verifies if document content aligns with its stated purpose and project goals, ensuring diagrams and descriptions remain up-to-date and factually correct.

What's the best way to find factual errors in technical docs compared to source code?

The best way to find factual errors in technical docs is fact verification, checking claims against the live codebase. This approach yields detailed findings and fix suggestions by analyzing specific document types like architecture and API specifications against project goals.