// MODEL CONTEXT PROTOCOL

The Business
Knowledge Graph
LLMs Actually Query.

Bridge the gap between your local business and AI agents. Verify your data, establish an interactive AI-driven knowledge layer, and publish instantly to search engines queryable by AI, anywhere.

placegraph-mcp-console
Live Connection
Query: Get hours for "The Bay House" in Naples
{
  "id": "4e73b22a-cf91-49b2-8be3-c7ff0bfa2549",
  "name": "The Bay House",
  "city": "Naples",
  "state": "FL",
  "status": "Open Now",
  "hours": {
    "monday_friday": "11:00 AM - 10:00 PM",
    "saturday": "11:00 AM - 11:00 PM",
    "sunday": "11:00 AM - 9:00 PM"
  },
  "verified_by_owner": true,
  "last_updated": "2026-05-20T18:30:15Z"
}

Engineered for the Era of AI Search

Modern search engines are powered by LLMs. PlaceGraph ensures your business details are formatted, indexed, and optimized directly for machine queries.

MCP-Native

Built from the ground up on the Model Context Protocol. AI agents query structured data instantly with low latency.

AI Voice Onboarding

Talk to our conversational AI assistant. We extract your founding story, brand narrative, and FAQs into structured nodes.

PostGIS Geospatial

Advanced spatial queries allow AI clients to query business hubs near specific GPS coordinates with sub-meter precision.

Real-Time Promotions

Push instant offers and announcements. When users search for nearby deals via LLMs, your verified discounts surface.

Simplifying the Onboarding Lifecycle

Your step-by-step path to building a structured presence in the global AI directory.

01
Step 1

Claim Your Listing

Create your account on our dashboard and verify ownership of your business. Fill in standard fields like name, category, and operating hours.

02
Step 2

Complete the AI Voice Interview

Answer simple questions asked by our automated AI interviewer over the phone. We extract your unique history and values into structured graphs.

03
Step 3

Go Live on the MCP Server

Your listings are indexed. AI clients querying PlaceGraph tools immediately discover your business, narrative, promotions, and location.

Built for Developers

Connect your AI agents, chatbots, or search apps directly to local business structures. Our registry is public, fast, and conforms to standard JSON RPC schemas.

Fast JSON-RPC protocol compliant with standard Claude Desktop integrations

Publicly accessible endpoints with rate-limiting protection

~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "placegraph": {
      "command": "npx",
      "args": [
        "-y",
        "@placegraph/mcp-server"
      ],
      "env": {
        "PLACEGRAPH_API_KEY": "YOUR_API_KEY"
      }
    }
  }
}

FAQ

Frequently asked questions about the AI business knowledge graph.

// LATEST ROADMAP

Upcoming Features & Integrations

View Full Roadmap →
Q3 2026 • IN PROGRESS

Multi-Agent Fleet Integration & Private Subnets

Developing native context interfaces for LangChain, AutoGen, and CrewAI agents, plus private subnet graph support for tailnet nodes over HTTPS.

Phase 1
Q3 2026 • PLANNED

Multilingual AI Voice Onboarding

Upgrading conversational onboarding agent voice lines with multiple language parameters (Spanish, French, German) and voice style profiles.

Phase 2