AgentSkillsCN

geo-content-gen

生成并审核用于生成式引擎优化（GEO）的内容，以最大化人工智能的引用与检索效果。

SKILL.md
--- frontmatter
name: geo-content-gen
description: Generates and audits content for Generative Engine Optimization (GEO) to maximize AI citation and retrieval.
version: 1.0.0
metadata:
  short-description: GEO Content Generator & Auditor
  author: GEO Skills Team
  tags: [seo, geo, ai-content, audit]

Capabilities

This skill provides two main capabilities designed to help content rank better in Generative Engines (like ChatGPT, Perplexity, Gemini):

  1. •Generate GEO Content: Creates structured, fact-dense content modules (Snippet, Table, Context, FAQ) optimized for RAG and LLM citation.
  2. •Audit Website for GEO: Analyzes web content to determine its "AI-friendliness" score (0-100) and provides actionable improvement suggestions.

Usage Instructions

1. Content Generation Mode

Use this when the user needs to create new content or rewrite existing content to be "AI-readable".

Input Parameters:

  • •topic: The product, entity, or concept name.
  • •target_audience: The intended readership.
  • •key_facts: A list of verifiable facts/features (no marketing fluff).

Output: A JSON object containing 4 modules:

  • •module_1_snippet: Definitional snippet.
  • •module_2_comparison: Comparison table data.
  • •module_3_analysis: Functional analysis.
  • •module_4_faq: Q&A pairs.

2. Audit Mode

Use this when the user wants to evaluate an existing URL or text block.

Input Parameters:

  • •url: The source URL (identifier).
  • •website_content: The raw text to analyze.

Output: A JSON audit report containing:

  • •geo_score: 0-100.
  • •dimensions_analysis: Scores and fixes for 7 dimensions (Clarity, Structure, Neutrality, etc.).
  • •actionable_roadmap: Step-by-step fix list.

How to Apply the Results

1. Using the Content Strategy Report

The goal is to plant structured data where AI bots crawl most frequently.

  1. •Deploy Identity: Place the 'AI Persona Definition' in your website's <meta name="description"> and the first paragraph of your Home/About page. This is your "canonical truth".
  2. •Structure Content: Use the 'Target User Questions' as <h2> headers in your blog posts or landing pages. Answer them directly using the 'Optimized Answer'.
  3. •Publish Externally: Follow the 'Placement Strategy' to post on recommended platforms (GitHub, Reddit, StackOverflow). These high-authority domains are training data sources for LLMs.

2. Using the Audit Report

The goal is to remove "marketing fluff" that causes AI hallucinations or rejections.

  1. •Fix Critical Failures: Address any red flags immediately (e.g., missing definition, excessive adjectives).
  2. •Optimize Content: Rewrite the sections quoted in 'Detailed Analysis' using the specific 'Fix' recommendations.
  3. •Re-Audit: After changes, run this skill again to verify the GEO Score improvement. Aim for a score > 80.

Implementation Details

  • •Core Logic: scripts/index.js (Class GeoContentGenerator)
  • •Prompt Templates:
    • •Generation: assets/geo_prompt.md
    • •Audit: assets/geo_audit_prompt.md