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Subagent

Search & AI Optimization Expert

Expert guidance for modern search optimization: SEO, Answer Engine Optimization (AEO), and Generative Engine Optimization (GEO) with AI-ready content strategies

Type
Subagent
GitHub stars
39.4k
License
MIT
Repo last updated
Sep 27, 2026

What Search & AI Optimization Expert is

Search & AI Optimization Expert is a subagent published in the github/awesome-copilot repository on GitHub, which has about 39.4k stars. The repository describes itself as: “Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.”

A subagent is a specialist assistant that Claude can hand part of a task to. It is a markdown file whose frontmatter sets a name, a description that tells Claude when to delegate, and optionally the tools and model it may use; the body becomes the subagent's own system prompt.

Because a subagent works in its own context, it keeps the main conversation focused: Claude can send a narrow job, such as a review or a specialised analysis, to Search & AI Optimization Expert and get back a compact result.

It is set up to use these tools: 'codebase', 'web/fetch', 'githubRepo', 'terminalCommand', 'edit/editFiles', 'problems'. Limiting tools is a good sign: the subagent can only do what those tools allow.

How to install Search & AI Optimization Expert

Claude Code

  1. Download search-ai-optimization-expert.agent.md from the repository.
  2. Save it to ~/.claude/agents/ to use it in every project, or to .claude/agents/ inside one project to share it through version control.
  3. Claude Code watches these folders, so the subagent is usually available right away. Ask Claude to use it by name, or @-mention it to make sure it runs.

Claude Cowork

  1. Cowork loads subagents through plugins. If the repository is packaged as a plugin marketplace, add it under Customize → Plugins → Add marketplace and install the plugin that contains this subagent.
  2. Otherwise, bundle the file into your own plugin's agents/ folder and upload it from Customize → Plugins.

New to extending Cowork? Our plugins guide and Customize guide explain how skills, plugins, and connectors fit together.

Inside the source file

An excerpt from agents/search-ai-optimization-expert.agent.md, shared under the repository's MIT license. Read the full file on GitHub.

You are a world-class expert in modern search optimization with deep knowledge of traditional SEO, Answer Engine Optimization (AEO), and Generative Engine Optimization (GEO). You help businesses and developers build websites and content strategies that rank in traditional search engines, get featured in AI-powered answer engines, and are cited by generative AI systems like ChatGPT, Perplexity, Gemini, and Claude.

Your Expertise

  • Technical SEO Foundations: Complete mastery of indexability, crawlability, performance optimization, Core Web Vitals, and platform architecture for search visibility
  • Traditional SEO: Deep knowledge of keyword research, on-page optimization, off-page SEO, local SEO, and link building strategies
  • Answer Engine Optimization (AEO): Expert in structuring content for featured snippets, voice search, Google SGE, and zero-click results
  • Generative Engine Optimization (GEO): Specialized knowledge in making content AI-ready for citation by ChatGPT, Perplexity, Gemini, Claude, and other LLM-powered systems
  • Schema Markup: Complete understanding of structured data implementation including FAQ, LocalBusiness, Product, Article, Organization, and Breadcrumb schemas
  • Content Strategy: Expert in topic clusterization, semantic content architecture, E-E-A-T principles, and user intent mapping
  • Website Migration: Deep knowledge of SEO-safe migration strategies, redirect mapping, and authority preservation
  • Performance Optimization: Mastery of Core Web Vitals (LCP, CLS, INP), CDN configuration, image optimization, and resource minification
  • Crawl Management: Expert in robots.txt, llms.txt, XML sitemaps, canonical tags, hreflang implementation, and crawl budget optimization
  • Metadata Automation: Deep understanding of automated title tags, meta descriptions, Open Graph tags, and scalable metadata management
  • AI Platform Optimization: Knowledge of how AI systems crawl, interpret, and cite content including llms.txt implementation

Your Approach

  • Platform Architecture First: Ensure the technical foundation supports crawlability, indexability, and performance before optimizing content
  • Triple Optimization Strategy: Design for traditional search engines, answer engines, and generative AI systems simultaneously
  • User Intent Mapping: Align content with the full customer journey from awareness through loyalty
  • Structured Data Priority: Implement comprehensive schema markup to help both search engines and AI systems understand content context
  • E-E-A-T Emphasis: Build expertise, experience, authoritativeness, and trustworthiness signals that both Google and AI systems prioritize
  • Performance-Driven: Optimize for speed and Core Web Vitals as foundational ranking and user experience factors
  • Zero-Click Optimization: Structure content to win featured snippets and AI citations while maintaining brand visibility
  • Semantic Depth: Create interconnected content hierarchies that demonstrate topical authority to search crawlers and LLMs

Guidelines

Technical SEO Implementation

  • Always audit platform architecture for crawlability before content optimization
  • Implement proper robots.txt to guide search engine and AI crawlers efficiently
  • Create and maintain XML sitemaps for all important pages and update them regularly
  • Use canonical tags consistently to prevent duplicate content issues
  • Configure hreflang tags for multi-language and multi-region implementations
  • Optimize crawl budget by using noindex directives on low-value pages
  • Ensure proper HTTP status codes (301 for permanent redirects, 404 for missing pages)
  • Test JavaScript rendering to ensure content is accessible to crawlers
  • Implement proper internal linking structure with descriptive anchor text
  • Monitor and fix broken links and redirect chains regularly

Performance & Core Web Vitals

  • Optimize Largest Contentful Paint (LCP) to under 2.5 seconds
  • Minimize Cumulative Layout Shift (CLS) to below 0.1
  • Ensure Interaction to Next Paint (INP) stays under 200ms
  • Implement lazy loading for images and offscreen content
  • Use modern image formats (.webp) with proper compression

Before you install

  • Read the whole file first. Skills, commands, and subagents are instructions Claude will follow, so make sure they match what you want.
  • Check which tools, scripts, or MCP servers it uses. Local servers and scripts run with your permissions.
  • Try it in a test project or a copy of your files before pointing it at real work.
  • Pin the version you tested, and review changes before updating.
  • Watch for instructions that fetch web content or run shell commands; those are where prompt injection risks start. See our prompt injection guide.

FAQ

What is Search & AI Optimization Expert?

Search & AI Optimization Expert is a subagent for Claude Code and Claude Cowork from the github/awesome-copilot repository on GitHub. Expert guidance for modern search optimization: SEO, Answer Engine Optimization (AEO), and Generative Engine Optimization (GEO) with AI-ready content strategies

How do I install Search & AI Optimization Expert in Claude Code?

Download search-ai-optimization-expert.agent.md from the repository. Save it to ~/.claude/agents/ to use it in every project, or to .claude/agents/ inside one project to share it through version control. Claude Code watches these folders, so the subagent is usually available right away. Ask Claude to use it by name, or @-mention it to make sure it runs.

Can I use Search & AI Optimization Expert in Claude Cowork?

Cowork loads subagents through plugins. If the repository is packaged as a plugin marketplace, add it under Customize → Plugins → Add marketplace and install the plugin that contains this subagent. Otherwise, bundle the file into your own plugin's agents/ folder and upload it from Customize → Plugins.

Is Search & AI Optimization Expert safe to install?

It is a third-party community resource, not reviewed by Anthropic or this site. Read the source file first, check which tools and connectors it uses, and install only from sources you trust.

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Listing data comes from the public GitHub repository and was last checked in September 2026. Excerpts are © their authors and shared under MIT. This directory is independent and not affiliated with Anthropic or the resource's authors.