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openclaudia/openclaudia-skills

geo-difficulty

Score how hard a keyword is to rank for in the AI-search era — page-level URL Rating of real competitors (not just domain DR), Ahrefs keyword difficulty, and whether a given site already ranks or is cited in Google's AI Overview.

First seen Jul 17, 2026

Installation

$ npx skills add openclaudia/openclaudia-skills --skill geo-difficulty
View on skills.sh ↗ GitHub repository ↗

Summary

  • Score how hard a keyword is to rank for in the AI-search era — page-level URL Rating of real competitors (not just domain DR), Ahrefs keyword difficulty, and whether a given site already ranks or is cited in Google's AI Overview.
  • Use when the user asks 'how hard is <keyword> to rank', 'geo difficulty for <keyword>', or 'keyword difficulty for <domain>'.

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

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Repository health

Stars 682
License LICENSE
Default branch main
Open issues 0
Status Active

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 2,802 B
  • docs SUMMARY.md 379 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 77 installs

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).
  • GEODIFFICULTYURL env var overrides the endpoint (rarely needed).

Or call the API directly:

curl -s -X POST https://www.enception.ai/api/tools/geo-difficulty \
  -H 'content-type: application/json' \
  -d '{"keywords":["ai presentation maker"],"client":"example.com"}' --max-time 150

Output columns

  • absolute — difficulty 0–100 for a brand-new site (0.35·KD + 0.40·median competitor page-UR + 0.25·targeting%).
  • clientverdict / clientdiff — only with --client. WON (top-3 or AI-Overview cited), FOOTHOLD (ranks 4–10), NOT RANKING (with the gap to close, credited for the client's DR).
  • KD — Ahrefs keyword difficulty; - for zero-volume long-tail.
  • UR — median page-level URL Rating of the real competitors.
  • tgt% — share of the top-10 that actually target the query.
  • AIO — cited (client in the AI Overview), Nsrc (AIO shown, N sources), none, or n/a (AIO not available for this query).
  • competitors — the targeting results with their UR.

Notes

  • The AI Overview leg depends on Google actually showing an AIO for the query (intermittent); it degrades gracefully to none/n/a.
  • Numbers shift day to day as SERPs and UR change — treat as a current snapshot, not a fixed grade.
  • Each keyword takes a few seconds server-side; keep --max-time generous for batches.