BridgeToAgent — AI Readiness

BridgeToAgent AI Readiness MCP is a MCP server that scores website AI-shopping readiness (0–100) and runs agent shopping simulations.

About

BridgeToAgent AI Readiness MCP answers whether a website is prepared for AI shopping agents, not just human shoppers. It returns a quantitative readiness score on a 0–100 scale and supports agent shopping simulation so ecommerce and content-commerce developers can see gaps in structure, product clarity, and agent-navigable flows before relying on AI-mediated traffic. The server is hosted remotely over streamable HTTP, which keeps setup light for Claude Code and Cursor users who already use cloud MCP endpoints. Use it when you are launching or refining distribution: the canonical shelf is launch with a GEO angle because AI agents are an emerging discovery layer adjacent to SEO and app-store style optimization. Results should drive concrete site fixes rather than replacing analytics or full CRO suites.

Readiness score from 0–100 for AI shopping agent compatibility
Agent shopping simulation against your website URL
Remote streamable-http MCP at bridgetoagent.com API
No local npm package required in the published manifest
Version 1.0.0 BridgeToAgent AI Readiness server

BridgeToAgent — AI Readiness by the numbers

Exposes 2 verified tools (MCP introspection)
Data as of Jul 7, 2026 (Skillselion catalog sync)

terminal

claude mcp add --transport http ai-readiness https://www.bridgetoagent.com/api/mcp

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Transport	HTTP
Auth	None
Tools	2

What it does

Score how well your store or site can be understood and shopped by AI agents, then simulate an agent visit from your coding agent.

Who is it for?

Best when you're optimizing for AI agent shopping and generative discovery on an existing URL.

Skip if: Pure B2B SaaS with no shoppable surface, or teams wanting full SEO rank tracking without an AI-readiness lens.

What you get

You get a numeric readiness score plus simulation insight so you can prioritize fixes before AI-driven discovery matters for revenue.

0–100 AI readiness score for the target site
Agent shopping simulation feedback
Prioritized visibility gaps for AI-mediated shopping flows

By the numbers

Readiness scoring scale 0–100 per server description
Server version 1.0.0
Remote endpoint type streamable-http

Tools 2

Public tool metadata - what this server can do for an agent.

check_ai_readiness1 param

Check whether a website or online store is ready for AI agents — whether assistants like ChatGPT, Claude, and Perplexity can read it, recommend it, and act on it. Returns an AI-readiness score (0–100) and which agent-readiness files the site exposes (agents.json, llms.txt, agent-instructions.md, structured data). Use this when a user asks if their store/site is AI-ready, visible to AI, or ready for AI shopping.

urlstringrequiredThe store's URL or domain, e.g. 'example.com' or 'https://example.com'.

simulate_agent_shopping1 param

Send an AI shopping agent at a store and report, task by task, what it can and can't do autonomously — understand the catalog, find a product, add to cart, find the return policy, complete checkout — grounded in the real signals the site exposes. Returns the agent's first-person verdict and where it gets stuck. Use this when a user wants to SEE how an AI agent would experience shopping their (or any) store.