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apex-stack-ai

GEO Optimizer Lite

by apex-stack-ai · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
100
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0
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1
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Install in OpenClaw
/install geo-optimizer-lite
Description
Free version — audit your content for AI search citability with the GEO Scorecard. Covers 4 of 8 dimensions.
README (SKILL.md)

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.

Usage Guidance
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.
Capability Analysis
Type: OpenClaw Skill Name: geo-optimizer-lite Version: 1.0.0 The skill bundle consists of metadata and a markdown file (SKILL.md) providing instructions for an AI agent to perform content auditing for 'Generative Engine Optimization' (GEO). It lacks any executable code, suspicious commands, or malicious instructions. The content is purely informational and includes a link to a commercial 'full version' on Gumroad, which is a standard promotional practice.
Capability Assessment
✓ 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.
ℹ 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.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install geo-optimizer-lite
  3. After installation, invoke the skill by name or use /geo-optimizer-lite
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of GEO Optimizer Lite. - Audit your content for AI search citability using the GEO Scorecard, covering 4 of 8 key dimensions. - Provides page scores on Factual Density, Source Attribution, Structured Format, and Direct Answers. - Offers actionable improvement suggestions based on your score. - Includes a detailed scoring guide and explanation of GEO principles. - Option to upgrade for full auditing and advanced features.
Metadata
Slug geo-optimizer-lite
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is GEO Optimizer Lite?

Free version — audit your content for AI search citability with the GEO Scorecard. Covers 4 of 8 dimensions. It is an AI Agent Skill for Claude Code / OpenClaw, with 100 downloads so far.

How do I install GEO Optimizer Lite?

Run "/install geo-optimizer-lite" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is GEO Optimizer Lite free?

Yes, GEO Optimizer Lite is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does GEO Optimizer Lite support?

GEO Optimizer Lite is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created GEO Optimizer Lite?

It is built and maintained by apex-stack-ai (@apex-stack-ai); the current version is v1.0.0.

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