answer-engine-optimization

Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.

Open-source end-to-end GEO implementation: status analysis, diagnosis, strategy, tickets, execution, verification

Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus citation tracking via the OpenAI, Perplexity, Gemini and Claude APIs with your own keys. Zero dependencies, MCP server.

Open-source Generative Engine Optimization (GEO) & Answer Engine Optimization (AEO) toolkit — optimize content to rank in ChatGPT, Perplexity, Gemini & Claude. AI SEO / LLM SEO. CLI, Claude Code, MCP.

Claude SEO Skills — production Claude Agent Skills for the SE Ranking MCP server. Content briefs, AI Search share of voice, audits, backlink gaps, keyword clusters, schema, sitemap, GEO, and more.

Open-source GEO / AEO skill for AI visibility readiness: check robots.txt, llms.txt, schema, citation signals, competitor gaps, and buyer prompts

A curated list of GEO and AI visibility tools, compared on which AI engines they track, how often they refresh, what they cost, and whether you can get your data out.

Open-source marketing harness for Claude Code and Codex: skills for SEO, content, email, ads, launches, CRO and AI-search visibility. Run as a service by Talk To Gina.

Open source alternative to Clay, Apollo, Semrush. AI lead generation, ICP scoring, AEO health check, outreach automation. Free with Gemini API.

How do I check brand visibility in AI? open-geo measures whether your brand shows up in ChatGPT, Google AI Overview, Claude, Gemini, Yandex Alice, DeepSeek and Perplexity by reading the rendered answer a logged-in user actually sees, not the engine API.

29 free GEO/AI-search Agent Skills plus an installable CLI for audits, citability, AI crawlers, prompt packs, owner maps, Claude Code and Codex. MIT.

AI-visibility engineering, the open way: a Claude Code GEO/AI-search audit suite, two original tools (agent-readiness-scan + audit-report-kit), and the THL method that ties them together.

AI-powered SEO auditing tool for 2025 GEO/AEO optimization

Comprehensive SEO + AEO + GEO audit skill for Claude Code. Real-browser Core Web Vitals, Schema.org validation, live LLM citation tracking across ChatGPT/Perplexity/Claude/Grok, internal link graph, hreflang, multi-page audits, growth opportunities. Works with any website.

The most complete SEO + GEO + AEO skill for Claude Code. 20 phases, 0 to 100 of 100. Benchmarked against 61 top SaaS and AI sites. 67% fail AI Search Readiness. Fixes it in one session. Any CMS. Free.

Measure whether ChatGPT, Claude, Gemini and Perplexity recommend your brand - and fix the reasons they don't. A free Agent Skill for AEO/GEO audits. No account, no database, Python stdlib only.

Open science tools for AI Visibility. Measure brand stability, detect hallucinations, and quantify how LLMs reason about your narrative.

Publish a site's link graph & heading map in HTTP response headers. Crawl 65k pages in 99 seconds without parsing one byte of HTML. Companion code for the SEO Week 2026 NYC experiment.

Universal, cross-platform marketing agent skill system with 238 skills for SEO, GEO, AEO, content, growth, analytics, and major AI coding harnesses.

SAGA: an open agent skill that makes any entity findable in search, described accurately by AI, and safe to act on. Works in Claude, ChatGPT, Gemini and any assistant.