GEO Optimizer Lite

Free version — audit your content for AI search citability with the GEO Scorecard. Covers 4 of 8 dimensions.

Security Scan

Instruction-only audit tool that is internally consistent with its stated purpose and requests no credentials or installs.

Purpose & Capability

Name/description (GEO content scoring) matches the SKILL.md instructions — the skill is an audit/scorecard for supplied content or URLs and does not request unrelated access or credentials.

Instruction Scope

SKILL.md stays within the stated purpose (score content on 4 dimensions). It is slightly ambiguous about URLs: it asks the user to 'Provide a URL or paste content' but does not specify whether the agent should fetch the URL, how to fetch it, or whether fetching external content is allowed. That ambiguity is operational (not a security mismatch) but worth noting: fetching URLs would cause the agent to retrieve external content.

Install Mechanism

No install spec and no code files — instruction-only skill with no on-disk installation or downloads.

Credentials

No required environment variables, credentials, or config paths are declared — consistent with an offline/content-audit skill.

Persistence & Privilege

always:false and normal autonomous-invocation defaults. The skill does not request persistent presence or modify system/other-skill settings.

Assessment

This skill is an instruction-only GEO scorecard and appears coherent and low-risk: it requires no credentials or installs. Before using, consider: (1) if you supply a URL the agent may fetch that external page — avoid sending private or credential-protected URLs unless you intend the content to be retrieved; (2) if you paste sensitive content, it will be processed by the agent; and (3) the SKILL.md is high-level (no technical fetch/config guidance), so behavior may vary by agent implementation. If you need guarantees about network access or data retention, seek those specifics from the skill author or your agent's policy settings.

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.