算法艺术创作
algorithmic-art
通过代码和可调参数创作生成艺术与交互式视觉效果。
geo-brand-mentions【设计与创意】Brand mention and authority scanner for AI visibility.
独立 GitHub 快照 · 自动分类 · 以原作者文档为准
name: geo-brand-mentions description: Brand mention and authority scanner for AI visibility. category: seo risk: safe source: https://github.com/zubair-trabzada/geo-seo-claude source_repo: zubair-trabzada/geo-seo-claude source_type: community date_added: '2026-09-20' license: MIT license_source: https://github.com/zubair-trabzada/geo-seo-claude/blob/main/LICENSE compatibility: Docs-only; upstream helper scripts and templates are not bundled. Site audits need network access to the target site; PDF reports need pandoc and headless Chrome. allowed-tools:
Brand mentions correlate approximately 3x more strongly with AI visibility than traditional backlinks. An Ahrefs study published in December 2025, analyzing 75,000 brands across AI search platforms, found that unlinked brand mentions -- references to a brand name without a hyperlink -- are a stronger predictor of whether AI systems cite and recommend a brand than Domain Rating or backlink count.
The critical finding: the platform where the mention appears matters enormously. Not all mentions are equal. A mention on YouTube or Reddit carries far more weight for AI citation than a mention on a low-authority blog, because AI training data and retrieval systems disproportionately index high-engagement platforms.
This inverts a core assumption of traditional SEO. In traditional SEO, a backlink from a high-DR site is the gold standard. In GEO, an unlinked mention on Reddit or a YouTube video description may be more valuable than a dofollow backlink from a DR 70 blog.
curl -s https://example.com/robots.txt
curl -s https://example.com/llms.txt
Adapted from zubair-trabzada/geo-seo-claude (MIT); frontmatter, When to Use/Limitations, and safety boundaries added for upstream compliance. Docs-only import: upstream runtime helpers not bundled.