geo-difficulty

Installation
SKILL.md

GEO Difficulty

Score keyword ranking difficulty for the AI-search era. Unlike plain Ahrefs KD or domain DR, this:

  • uses page-level URL Rating (UR) of the results that actually target the query — so a generic article on a huge domain (e.g. mckinsey.com) stops inflating the score;
  • is client-relative — the same SERP is a wall for a no-name site but ~won for a site already ranking or cited in Google's AI Overview;
  • folds in the AI Overview citation as a first-class signal.

Disclosure: contributed by Enception AI. Backed by the free public API behind https://www.enception.ai/tools/geo-difficulty (POST https://www.enception.ai/api/tools/geo-difficulty, no API key). Server-side data comes from Ahrefs and SerpAPI.

Usage

bash scripts/score.sh "ai form real estate" "ai slide legal" --client example.com
  • Pass one or more keywords (quote each). Up to 10 per call.
  • --client <domain> is optional; add it to get the client-relative verdict (WON / FOOTHOLD / NOT RANKING).
  • GEO_DIFFICULTY_URL env var overrides the endpoint (rarely needed).
Installs
44
GitHub Stars
650
First Seen
Jul 17, 2026
geo-difficulty — openclaudia/openclaudia-skills