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AEO & GEO Agent Engine

Autonomous-assisted Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO) plugin for WordPress. Optimizes site content, JSON-LD schemas, /llms.txt endpoints, and bot directives for AI search models (ChatGPT, Perplexity, Claude, Gemini, Apple Intelligence).

by NexVis Technologies & Mudassar Ijaz · github.com/nexvis-tech/aeo-agent-engine · website

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Install

No release zip yet. The repository archive installs, but the folder name will carry the branch suffix and updates will not flow:

wp plugin install https://github.com/nexvis-tech/aeo-agent-engine/archive/refs/heads/main.zip
Readme github.com/nexvis-tech/aeo-agent-engine ↗

AEO & GEO Agent Engine for WordPress

Architecture: Dual--Mode

An autonomous-assisted Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO) plugin for WordPress.

The AEO & GEO Agent Engine transforms websites into high-readability targets for AI models and generative search engines—including ChatGPT Search, Perplexity AI, Anthropic Claude, Google Gemini, and Apple Intelligence.

🌟 Why AEO / GEO Matters

Generative engines and AI agents don't crawl the web like traditional search engines:

  • They prefer clean Markdown over noisy HTML/DOM representations.
  • They look for standardized /llms.txt site manifests.
  • They ground authority using structured JSON-LD Schema (FAQPage, Organization sameAs Knowledge Graph links).
  • They extract answers from 40–60 word Direct Answer Summaries immediately following question-shaped headings.

AEO & GEO Agent Engine automates this entire machine-consumption pipeline without breaking your existing site design or traditional SEO setup.

✨ Core Features

🤖 1. Gutenberg AI Co-Pilot (Human-in-the-Loop)

  • Dedicated Block Editor sidebar panel ("AEO AI Co-Pilot").
  • Allows content creators to generate 50-word direct summaries and structured Q&A pairs on demand.
  • Draft Review Mode: Generated content saves as draft meta for human review and editing before publishing.
  • Auto-Pilot Mode: Optional setting to automatically publish AEO metadata on post save.

🔌 2. Multi-Provider LLM Adapter Interface

Interactively choose your preferred AI backend with explicit API key management:

  • OpenAI: Powered by gpt-4o-mini (structured JSON mode).
  • Google Gemini: Powered by gemini-1.5-flash.
  • Anthropic Claude: Powered by claude-3-5-haiku.
  • Privacy First: No default API calls; external requests occur strictly after explicit opt-in.

📄 3. Machine-Readable Endpoints (/llms.txt & /llms-full.txt)

  • Real-time, standardized /llms.txt and /llms-full.txt endpoints listing your site hierarchy, summaries, and key content.
  • High-performance 12-hour transient caching (aeo_llms_txt_cache) with automatic cache invalidation whenever a post is created, edited, or deleted.
  • Automatic exclusion of noindex content.

🔄 4. Content Negotiation (Accept: text/markdown)

  • Serves raw, clean Markdown directly to AI scrapers requesting text/markdown.
  • Includes Vary: Accept and X-Content-Type-Options: nosniff headers to prevent CDN/cache poisoning.

🏷️ 5. Non-Destructive Schema & Entity Grounding

  • Injects <meta name="aeo:abstract"> and `