Suggesting krisdiallo/ecom-agent for the Tools & Software section.
It's a free, zero-dependency CLI (and MCP server) that checks the two things that decide whether an AI answer engine can read an ecommerce store at all:
- robots.txt — classifies 165 AI crawler user-agents by what blocking each one actually costs (removes you from AI answers vs. opts out of training only), with vendor-sourced evidence per entry. The key correction it carries: blocking
GPTBot does not remove you from ChatGPT's recommendations — OAI-SearchBot is the token that does. Most "block AI scrapers" advice conflates these.
- Product page raw HTML — structured data, offer completeness, and concrete-measurement count, checked against what a crawler that doesn't run JavaScript receives (not the rendered DOM).
It comes with four open MIT-licensed datasets: a 165-crawler consequence registry, a 21-entry vendor-sourced crawler registry, a 70-storefront agent-commerce endpoint survey, and a 70-brand AI visibility survey.
Why it fits the gap: The "Dedicated GEO Platforms" section currently lists only paid SaaS (SEMrush, Otterly.AI, GeckoCheck, etc.). This would be the first free, open-source, primary-data tool in the list. It's also ecommerce-specific, a niche none of the current entries address.
Listed in the official MCP registry as io.github.krisdiallo/aivis, so any MCP client can run the check in-conversation.
Happy to adjust the description to match the list's format.
Suggesting krisdiallo/ecom-agent for the Tools & Software section.
It's a free, zero-dependency CLI (and MCP server) that checks the two things that decide whether an AI answer engine can read an ecommerce store at all:
GPTBotdoes not remove you from ChatGPT's recommendations —OAI-SearchBotis the token that does. Most "block AI scrapers" advice conflates these.It comes with four open MIT-licensed datasets: a 165-crawler consequence registry, a 21-entry vendor-sourced crawler registry, a 70-storefront agent-commerce endpoint survey, and a 70-brand AI visibility survey.
Why it fits the gap: The "Dedicated GEO Platforms" section currently lists only paid SaaS (SEMrush, Otterly.AI, GeckoCheck, etc.). This would be the first free, open-source, primary-data tool in the list. It's also ecommerce-specific, a niche none of the current entries address.
Listed in the official MCP registry as
io.github.krisdiallo/aivis, so any MCP client can run the check in-conversation.Happy to adjust the description to match the list's format.