geo-tracking
Measure AI visibility without paid tools or API keys. Input: your site (GA4 and server logs) and a buyer prompt panel. Output: GA4 AI-traffic reporting (custom…
Get a prioritized SEO + GEO action plan for any website. Input: a URL (and optional competitors). Output: ranked fixes across technical health, content, keywords, e-commerce, local, backlinks, and AI visibility (ChatGPT, Perplexity, Google AI Overviews), or a plain-language
$ npx -y skills add Thibaultbm/claude-seo-geo --skill seo-geo-audit --agent claude-codeHow it fires
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Get a prioritized SEO + GEO action plan for any website. Input: a URL (and optional competitors). Output: ranked fixes across technical health, content, keywords, e-commerce, local, backlinks, and AI visibility (ChatGPT, Perplexity, Google AI Overviews), or a plain-language
name: seo-geo-audit description: "Get a prioritized SEO + GEO action plan for any website. Input: a URL (and optional competitors). Output: ranked fixes across technical health, content, keywords, e-commerce, local, backlinks, and AI visibility (ChatGPT, Perplexity, Google AI Overviews), or a plain-language summary. Use to audit or review a site, find why it does not rank or is not cited by AI, compare against competitors, or set a baseline before a bigger SEO project." license: MIT metadata: author: "Sorank (https://sorank.com)" version: "1.0.0"
Audit a website the way a senior practitioner does: collect verifiable facts first, judge them against a field-tested checklist, benchmark against the competitors that actually rank, and deliver a short list of fixes ordered by impact. The methodology was distilled from 115+ real agency audit calls and updated with sourced 2025-2026 evidence on AI search.
If the working environment contains an Obsidian vault or any local knowledge base (a folder of .md notes, often with a .obsidian directory), read the relevant notes before acting: brand and product facts, target keywords, competitors, and the SEO action log of what was already tried. Ground every recommendation in that context instead of asking the user for facts the vault already holds. At the end of the session, append the actions taken to the vault's SEO action log so the next session starts informed. Vault structure, read-first and write-back protocols: the obsidian-brain skill.
1. Facts before judgment. Every claim in the final report must trace back to something measured (by the bundled script, a browser check, or data the owner provided). Never guess a title length or assume a sitemap exists. 2. Competitors over abstract thresholds. "Your page has 400 words" means nothing alone. "The three sites outranking you average 1200 words on this query" is a finding. When competitors are known, benchmark page versus page. 3. Two search worlds at once. Every category is checked twice: does it help Google rankings, and does it help the site get retrieved and cited by ChatGPT, Perplexity and Google AI Overviews. These overlap but do not coincide (AI Mode answers show only about 32 percent URL overlap with the top 10 organic results). 4. The audit is a pricing tool for agencies. The counted error volume doubles as a quote: "500 errors on this site, that is roughly 3000 euros of work" scopes the project the prospect is buying. The score is a ratio of errors to pages, so one template-level error repeats across every page using that template and a single fix corrects it everywhere, which is why a low score is rarely a catastrophe. Frame both up front so the owner reads the report as a plan, not a verdict (field heuristic from 115+ agency audits).
Ask only for what is missing; proceed with what exists:
| Input | Required | Note | |---|---|---| | Homepage URL | yes | The script also discovers robots.txt, sitemap, llms.txt | | 1-2 key pages | recommended | Top service, product or article page | | Competitor URLs | recommended | Enables page-versus-page benchmarking | | Goals and market | helpful | Local vs national, language, business model | | GSC / GA4 access | optional | Indexation ratio and traffic facts; otherwise ask the owner for screenshots |
Run the bundled collector on the homepage plus key pages, and on each competitor page cited later in the report:
python3 scripts/seo_audit.py https://example.com /services /blog/top-article
It returns, per page: HTTP status, HTTPS, platform fingerprint, title (with generic-title flag), meta description length, full heading hierarchy with level jumps, image alt coverage and weight sample, internal versus external link counts, Open Graph, canonical, JSON-LD types, visible word count, meta robots, an em dash and en dash count with samples (checklist 6.4: an AI-writing tell to find-and-replace with commas), and a `likely_js_rendered` flag. Site-wide: robots.txt rules for AI search bots, AI user-fetch agents, and AI training bots (three separate groups), sitemap declaration and URL count, llms.txt presence.
Known limits, and what to do about each:
| Limit | Fallback | |---|---| | `likely_js_rendered: true` (client-side site) | Open the page in a browser to read the real content, and report that AI crawlers cannot see it (they do not execute JavaScript, see seo-technical) | | Images loaded as CSS backgrounds | Invisible to the parser (total may read 0); verify visually | | Real-world speed | Ask the user to run https://pagespeed.web.dev (free, no key) on mobile and desktop and share scores | | Backlink profile | Use GSC Links report or Bing Webmaster Tools if available; paid indexes (Ahrefs, Semrush, Moz) only as an option | | GSC indexation ratio, Google Business Profile | Ask the owner; never invent these numbers |
Read `references/audit-checklist.md` now. It contains the full 14-category checklist with thresholds, detection methods, and the reason behind each rule. Work through it in this order, skipping categories that do not apply to the site type:
| # | Category | Applies to | |---|---|---| | 1 | Method and framing | all | | 2 | Tags (title, meta, headings, slugs) | all | | 3 | Image
SEO & GEO skills for Claude Code, built with Claude Mythos 5. Rank in Google AND in LLMs like ChatGPT, Perplexity, and Gemini.
Repo: Thibaultbm/claude-seo-geo
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