How to use
- Copy the installation command and review the source package before installing it in your own agent environment.
- Check the source document for required tools, credentials and supported hosts.
- Describe your input and desired deliverable; review the output against the source material.
npx skills add https://github.com/openclaudia/openclaudia-skills --skill geo-difficultyBefore you start
- Installation does not include a model subscription, API allowance or permission to access your files.
- Repository stars and installation counts describe activity, not an independent quality or security test.
Rendered from the source repository. Headings, examples, code, tables, links, and referenced images are preserved.
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_URLenv 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 150Output columns
- absolute — difficulty 0–100 for a brand-new site (
0.35·KD + 0.40·median competitor page-UR + 0.25·targeting%). - client_verdict / client_diff — 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, orn/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-timegenerous for batches.


