geo-optimizer-skill (Auriti Labs)
Leading#7 in Open sourcemedium confidence
An AEO/GEO auditing toolkit (~615 stars) that measures whether ChatGPT, Perplexity, Gemini and AI Overviews cite your site and generates fixes (robots.txt bot rules, llms.txt, JSON-LD). Despite the name it is a CLI/Python/Astro toolkit, not an MCP server.Our read
Why it ranks #7
About 615 GitHub stars and 76 forks show notable early adoption for a dedicated open-source GEO toolkit, with active development but limited independent review evidence.Here is the catch
new project with a small independent user base
AI-engine checks may require provider credentials and incur usage cost
results can vary as answer engines change behavior
Does this well
directly measures GEO outcomes rather than only classic SEO
multiple interfaces suit agents and developers
MIT-licensed and actively maintained
Pricing
Checked by hand on 2026-07-23. Prices in this category change often — if this looks wrong, it probably is.
Key features
AI citation and mention auditsChatGPT, Perplexity, Gemini and AI Overview checksrobots.txt, llms.txt and JSON-LD fixesCLI, Python and MCP interfaces
Sources we read
Quick facts
More in this area
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- 6SEOnautA mature self-hosted technical-SEO auditor (~741 stars, Go + MySQL) with severity-ranked crawl reports (broken links, redirects, meta issues, heading order) and a dashboard.