GEO Visibility
Passage-level citability rules and a sourced 5-pillar 0-100 score for getting cited by AI engines.
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 16, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Jul 18, 2026 · 832e937
Audited a deliberately weak sample passage twice: baseline gave generic on-page SEO tips (keywords, meta description, backlinks); the skill instead cited the exact rule broken ('As mentioned above' is a banned pronoun chain per rule 2), scored it on the 5-pillar rubric (grade F), and rewrote it with a sourced before/after template plus per-engine and entity-consistency notes — a baseline audit simply cannot produce. One real friction: it references scripts/seo_audit.py from a sibling skill (seo-geo-audit) that a single-skill install won't have, though the body explicitly offers manual scoring as a fallback so nothing breaks.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 4/5
- Triggers reliably 5/5
- Output vs. baseline 9/10
- Docs & honesty 5/5
What GEO Visibility does
Audits and rewrites content so ChatGPT, AI Overviews, Perplexity, Claude, and Gemini can retrieve and quote it, using a sourced per-engine retrieval table, seven passage-level citability rules, a 5-pillar 0-100 GEO scoring rubric, and an entity/third-party consistency checklist. Triggers on GEO, AEO, AI citations, llms.txt, or 'why does a competitor get recommended by ChatGPT and I don't'.
How to install GEO Visibility
git clone https://github.com/Thibaultbm/claude-seo-geo
mkdir -p ~/.claude/skills
cp -r claude-seo-geo/skills/geo-visibility ~/.claude/skills/geo-visibility
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger GEO Visibility
-
/geo-visibilityPassage-level citability rules and a sourced 5-pillar 0-100 score for getting cited by AI engines.
It also activates on plain-language prompts like these:
-
Audit this landing page passage for AI citability and rewrite it -
Why does ChatGPT recommend my competitor's product and not mine? -
Score this content against a GEO rubric and fix the weak passages
Frequently asked questions
- Is the GEO Visibility skill free?
- Yes. The skill itself is free from Thibaultbm/claude-seo-geo. SkillProof publishes the install command and an independent test verdict at no cost.
- Does GEO Visibility work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 16, 2026. Verdict: Tested · Works. Audited a deliberately weak sample passage twice: baseline gave generic on-page SEO tips (keywords, meta description, backlinks); the skill instead cited the exact rule broken ('As mentioned above' is a banned pronoun chain per rule 2), scored it on the 5-pillar rubric (grade F), and rewrote it with a sourced before/after template plus per-engine and entity-consistency notes — a baseline audit simply cannot produce. One real friction: it references scripts/seo_audit.py from a sibling skill (seo-geo-audit) that a single-skill install won't have, though the body explicitly offers manual scoring as a fallback so nothing breaks.
- What is the GEO Visibility SkillProof Score?
- 9.2/10 — installs cleanly 4/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
- How do I install GEO Visibility?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use GEO Visibility with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.