Stop forcing AI agents to blindly scrape visual layouts. Use our W3C draft-aligned WebMCP drop-in bridge to expose native functions directly to browser agents, and query grounded market intelligence with sub-millisecond vector retrieval.
Enter your URL below. We evaluate your semantic crawlability (AEO/GEO) and inspect whether your frontend architecture requires our Universal 4-Layer or Custom Enterprise WebMCP pass.
MercurAI provides two distinct infrastructure layers designed to work together without confusion. Our Data Engine (Plans 1โ3) is built for semantic retrieval, RAG, and AI search discovery across verified pgvector datasets. Meanwhile, our WebMCP Protocol Bridge (Plans 4โ8) is designed strictly for autonomous AI agent actuation and task execution, exposing your website's live JavaScript functions, forms, and APIs directly to in-browser agents (like Claude and Chrome Copilots) in compliance with the W3C draft specification.
Optimizes for human eyeballs scrolling through Google SERPs. Relies on keyword stuffing, backlinks, and waiting 6 months to fight for page-one rankings in a crowded market.
Optimizes your site so Large Language Models (LLMs) and AI Agents can read, cite, and directly execute tasks on your business's behalf with instant technical gratification.
With our WebMCP Auto-Discovery Probe and runtime bridge, your website exposes strict, typed JSON tool schemas directly to the browser's document.modelContext interface. Autonomous agents can book consultations, submit forms, and query APIs deterministically with 98% execution reliability and zero brittle pixel guessing.
registerTool() invocation with polyfill fallback
// W3C Community Group Native Tool Registration
const ctx = document.modelContext || navigator.modelContext;
if (ctx) {
ctx.registerTool({
name: "book_consultation",
description: "Submit booking request with patient parameters",
inputSchema: {
type: "object",
properties: {
treatment_name: { type: "string" },
preferred_time: { type: "string" }
},
required: ["treatment_name"]
}
}, async (args) => {
return await executeAction(args); // Deterministic execution
});
}
// AI Agent executes directly without pixel scraping!
Skip the 6-month wait for traditional SEO. Optimize your website to be read, cited, and prioritized directly by AI Answer Engines like Perplexity, ChatGPT, and Google AI Overviews.
Immediate AI search visibility for small businesses. We translate your current site into machine-readable assets.
Deliverables:
For dynamic content sites and e-commerce. Ensures AI engines always have your latest pricing and services.
Deliverables:
Equip your website with standard-compliant machine interfaces so visiting browser agents can execute tasks deterministically.
1 Domain W3C Agent Bridge. Perfect for basic blogs and portfolios.
Capabilities:
Instantly unlock the 4-layer DOM discovery widget. Perfect for standard SPAs, form-heavy sites, and customer portals.
Capabilities:
For highly restrictive or custom-built environments. Includes full GEO/AEO search crawlability alongside bespoke engineering for WebMCP actuation.
The Nature of the Work:
Grounded market intelligence powered by pgvector and FastEmbed. Built specifically for LLM search queries, RAG pipelines, and CRM syncing.
One-time vector search lookup across live datasets via REST API.
Continuous Model Context Protocol SSE stream access for autonomous AI agents.
Dedicated bulk schema ingestion triggers and exports up to 5,000 records.