haniubub/seo-toolkit/seo-seranking

seo-seranking

Live AI visibility tracking via the SE Ranking REST API.

Prerequisites

• Run extensions/seranking/install.sh (or install.ps1).
• An SE Ranking API key (https://seranking.com/api.html).
• Before any call, verify SERANKING_API_KEY is present in ~/.claude/settings.json under env.. If absent, tell the user to run the installer.

Routing

AI Share-of-Voice scoring

SE Ranking samples each AI platform's responses for brand mentions across a configurable prompt set. The scorer is the same logic used by Profound / Peec AI but bundled into one MCP/API. Output fields:

• chatgpt_sov: % of sampled prompts where the brand appears in the response.
• gemini_sov: same, against Google Gemini.
• perplexity_sov: same, against Perplexity.
• ai_overviews_sov: brand citation rate inside Google AI Overviews.
• ai_mode_sov: brand citation rate inside Google AI Mode (US English first).

Report each as a percentage with a confidence note based on sample size.

Cost guardrails

SE Ranking API uses unit accounting. Single AI visibility query is ~5 units (1 per platform). Use claude-seo run dataforseo_costs.py to log spend across vendors.

Cross-skill delegation

• For traditional backlinks + content audit, fall back to seo-backlinks / seo-content.
• For platform-specific deep-dives (ChatGPT only, Perplexity only), prefer the dedicated seo-geo skill which has Brand Mention Correlation guidance.