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GEO Optimizer Lite

以提示词形式评估给定 URL 或粘贴内容在生成式引擎中的可引用性,按事实密度、来源引用、结构化格式、直接回答 4 个维度各计 10 分,合计 40 分并给出分档评价与改进动作。完整 8 维版本通过外部付费页面提供,本 Skill 不含脚本、命令或外部调用。

apex-stack-ai
apex-stack-ai
热度 36.62
最近更新 2026-05-11 17:39:16
分类:营销依赖:内部调用大模型应用场景:市场分析 / 报告撰写

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add geo-optimizer-lite
Metadata
name
GEO Optimizer Lite
description
Free version — audit your content for AI search citability with the GEO Scorecard. Covers 4 of 8 dimensions.
version
1.0.0
author
Apex Stack

GEO Optimizer Lite

Audit your content for AI search engine citability. Score pages on how likely Perplexity, ChatGPT, Google AI Overviews, and Bing Copilot are to cite them.

Want the full audit? GEO Optimizer (Full) includes all 8 scoring dimensions, schema template library, competitive GEO analysis, rewrite suggestions, and multi-page batch auditing.

What Is GEO?

Generative Engine Optimization (GEO) is the practice of optimizing content so AI search engines cite it in their responses. Traditional SEO gets you into Google's index. GEO gets you cited by AI.

How to Use

  1. Provide a URL or paste content
  2. I score it on 4 GEO dimensions
  3. You get a scorecard with specific improvement actions

GEO Scorecard (Lite — 4 of 8 Dimensions)

Dimension What It Measures Score
Factual Density Data points, statistics, specific claims per paragraph /10
Source Attribution Citations, references, methodology transparency /10
Structured Format Headers, lists, tables that AI can parse /10
Direct Answers Does the content directly answer searchable questions? /10

Total GEO Score: /40 (Lite) or /80 (Full)

Scoring Guide

  • 32-40: Excellent — high citability
  • 24-31: Good — minor improvements needed
  • 16-23: Fair — significant gaps
  • Below 16: Poor — major rewrite recommended

Full Version Adds

  • Entity Coverage (named entities AI recognizes)
  • Freshness Signals (dates, recency indicators)
  • Authority Markers (credentials, expertise signals)
  • Technical Accessibility (schema, meta, page speed)
  • Competitive GEO comparison
  • Rewrite suggestions per dimension

Built by Apex Stack — from real experience optimizing 100K+ pages for AI search.