Ai Search Rank Tracker

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name: ai-search-rank-tracker description: Track whether ChatGPT, Claude, Gemini, and Perplexity recommend a startup or brand across a prompt set. Use when you need AI search visibility tracking, GEO / AI SEO monitoring, brand mention checks, competitor detection in AI answers, rank estimation, sentiment scoring, or a simple visibility report for a company, product, or domain.

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AI Search Rank Tracker

Run the tracker against a prompt set and produce a visibility report.

Inputs

Use a JSON file like prompts/starter.json:

{
  "brand": "clawlite.ai",
  "aliases": ["clawlite", "claw lite", "clawlite ai"],
  "prompts": [
    "best openclaw alternative",
    "easiest openclaw installer",
    "openclaw for beginners"
  ],
  "engines": ["chatgpt", "claude", "gemini", "perplexity"]
}

Install

Use the one-click bootstrap:

bash scripts/install.sh

Run

node src/index.js prompts/starter.json

Outputs

Find reports in output/:

JSON report

Markdown report

CSV report

Prompt database

Use the built-in prompt database in prompt-db/ for larger GEO / AI SEO scans.

Included categories:

SaaS

AI tools

Developer tools

OpenClaw ecosystem

Local AI tools

Each record includes category and commercial metadata so prompt sets can be grouped by intent, journey stage, and buyer value.

Notes

Configure keys in .env

OpenAI-compatible backends are supported

Anthropic is supported

OpenRouter / EZRouter-compatible setups can be wired through environment variables

Per-engine failures do not fail the whole batch

Configure keys in .env

OpenAI-compatible backends are supported

Anthropic is supported

OpenRouter / EZRouter-compatible setups can be wired through environment variables

Per-engine failures do not fail the whole batch