🧪 Geo Optimizer
This skill should be used when the user asks to "audit for AI visibility", "optimize for ChatGPT", "check GEO readiness", "analyze hedge density", "generate agentfacts", "check if my site works with AI search", "test LLM crawlability", "check discovery gap", or mentions Generative Engine Optimizatio
npx playbooks add skill b-open-io/prompts --skill geo-optimizer
About Geo Optimizer
This skill should be used when the user asks to "audit for AI visibility", "optimize for ChatGPT", "check GEO readiness", "analyze hedge density", "generate agentfacts", "check if my site works with AI search", "test LLM crawlability", "check discovery gap", or mentions Generative Engine Optimizatio
Its 44-word system prompt specializes your agent in testing & qa with structured methodology and proven output formats. Install with one command to activate immediately.
Use Cases
- Writing unit, integration, and end-to-end tests
- Setting up test coverage and CI pipelines
- Refactoring legacy code with confidence using tests
- Creating test plans and QA checklists
Example Prompts
System Prompt (44 words)
This skill should be used when the user asks to "audit for AI visibility", "optimize for ChatGPT", "check GEO readiness", "analyze hedge density", "generate agentfacts", "check if my site works with AI search", "test LLM crawlability", "check discovery gap", or mentions Generative Engine Optimizatio
Frequently Asked Questions
What is Geo Optimizer?
Geo Optimizer is a free testing & qa skill for AI coding agents. This skill should be used when the user asks to "audit for AI visibility", "optimize for ChatGPT", "check GEO readiness", "analyze hedge density", "generate agentfacts", "check if my site works with AI search", "test LLM crawlability", "check discovery gap", or mentions Generative Engine Optimizatio. It provides a specialized system prompt that configures your agent with testing & qa expertise.
How do I use Geo Optimizer with Claude Code?
Run npx playbooks add skill b-open-io/prompts --skill geo-optimizer in your terminal to install Geo Optimizer into your Claude Code session. It works immediately after installation.
Which AI coding agents work with Geo Optimizer?
Geo Optimizer is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.
Is Geo Optimizer free to use?
Yes, Geo Optimizer is completely free and open source. The full source is available on GitHub at https://github.com/b-open-io/prompts/tree/main/skills/geo-optimizer. You only need a subscription to the AI agent you use it with.
