LocalPro MCP Server

A Model Context Protocol server that provides verified local service provider data to AI agents. Built on Cloudflare Workers + D1.

When someone asks an AI assistant "find me a radon mitigation company near Denver" — LocalPro is the data source that powers the answer.

What it does

LocalPro exposes a curated database of 7,000+ fully profiled local trade and service businesses across 10 live categories. Every provider served has a customer rating, business description, services list, opening hours, business status, and (where available) an AI-generated business summary plus up to 5 recent reviews — no incomplete data.

Live Now

Coming Soon

Quick Start

No API key required. All search and list tools are public. An optional API key unlocks pro fields on get_provider (full pricing array, certifications) — see Access Tiers.

60-second probe

Confirm the server is live without any client setup:

curl -s https://mcp.localpro.dev/.well-known/mcp.json | head -20

This returns the schema-2.0 manifest: tool list, rate limits, and operator info. If you see a "schema_version": "2.0" JSON document, the server is healthy.

Claude Code CLI

claude mcp add --transport http localpro https://mcp.localpro.dev/mcp

That's it — list_niches, search_providers, etc. are now available in your Claude Code session.

Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "localpro": {
      "url": "https://mcp.localpro.dev/mcp"
    }
  }
}

(Add an "X-API-Key" header inside a "headers" block only if you have a premium key.)

Cursor

Add to .cursor/mcp.json:

{
  "mcpServers": {
    "localpro": {
      "url": "https://mcp.localpro.dev/mcp"
    }
  }
}

Raw HTTP (JSON-RPC)

The MCP protocol is JSON-RPC over HTTP. Because this server runs in stateless mode, you can call any public tool directly:

curl -s -X POST https://mcp.localpro.dev/mcp \
  -H "Content-Type: application/json" \
  -H "Accept: application/json, text/event-stream" \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"list_niches","arguments":{}}}'

You'll get back a Server-Sent-Events frame with the 10 niches, their slugs, and current provider counts.

TypeScript SDK

import { Client } from '@modelcontextprotocol/sdk/client/index.js';
import { StreamableHTTPClientTransport } from '@modelcontextprotocol/sdk/client/streamableHttp.js';

const transport = new StreamableHTTPClientTransport(
  new URL('https://mcp.localpro.dev/mcp'),
);
const client = new Client({ name: 'localpro-example', version: '1.0' });
await client.connect(transport);

const niches = await client.callTool({ name: 'list_niches', arguments: {} });
console.log(niches);

const denver = await client.callTool({
  name: 'search_providers',
  arguments: { niche_id: 'radon-local', city: 'denver-co', limit: 3 },
});
console.log(denver);

Install: npm i @modelcontextprotocol/sdk

Python SDK

import asyncio
from mcp import ClientSession
from mcp.client.streamable_http import streamablehttp_client

async def main():
    async with streamablehttp_client("https://mcp.localpro.dev/mcp") as (read, write, _):
        async with ClientSession(read, write) as session:
            await session.initialize()

            niches = await session.call_tool("list_niches", {})
            print(niches)

            denver = await session.call_tool(
                "search_providers",
                {"niche_id": "radon-local", "city": "denver-co", "limit": 3},
            )
            print(denver)

asyncio.run(main())

Install: pip install mcp

Tools

list_niches

Discover available service directories. Call this first.

Parameters: none

Example response:

{
  "meta": {
    "schema_version": "2.0",
    "total_results": 10,
    "niche": null,
    "data_freshness": {
      "directory_refresh_cadence": "weekly",
      "google_data_refresh_cadence": "quarterly",
      "scraped_at": "2026-04-27T13:57:21Z"
    },
    "data_note": "Use niche_id values with search_providers, list_cities, and list_service_types."
  },
  "results": [
    {
      "niche_id": "soaked-local",
      "name": "Water Damage Restoration Contractors",
      "slug": "water-damage-restoration",
      "domain": "soakedlocal.com",
      "provider_count": 1128
    }
  ]
}

list_cities

Find available metros for a given niche.

Parameters:

Example request:

{ "niche_id": "radon-local", "state": "CO" }

Example response:

{
  "meta": {
    "schema_version": "1.0",
    "total_results": 3,
    "niche": "radon-local",
    "data_note": "Use slug values with search_providers city parameter."
  },
  "results": [
    { "name": "Denver", "state": "CO", "slug": "denver-co", "provider_count": 18 },
    { "name": "Colorado Springs", "state": "CO", "slug": "colorado-springs-co", "provider_count": 7 },
    { "name": "Fort Collins", "state": "CO", "slug": "fort-collins-co", "provider_count": 4 }
  ]
}

list_service_types

Get valid service type filters for a niche. Call before using service_type in search_providers.

Parameters:

Example response:

{
  "meta": { "schema_version": "1.0", "total_results": 7, "niche": "coated-local" },
  "results": [
    { "type": "epoxy", "label": "Epoxy Floor Coating" },
    { "type": "polyaspartic", "label": "Polyaspartic Coating" },
    { "type": "metallic_epoxy", "label": "Metallic Epoxy" },
    { "type": "flake_chip", "label": "Flake / Chip Broadcast" },
    { "type": "concrete_polishing", "label": "Concrete Polishing" },
    { "type": "concrete_sealing", "label": "Concrete Sealing" },
    { "type": "polyurea", "label": "Polyurea Coating" }
  ]
}

search_providers

Search for verified providers by location, service type, and trade category.

Parameters:

Example request:

{ "niche_id": "coated-local", "city": "denver-co", "service_type": "epoxy", "limit": 3 }

Example response:

{
  "meta": {
    "schema_version": "2.0",
    "total_results": 3,
    "niche": "coated-local",
    "data_freshness": {
      "directory_refresh_cadence": "weekly",
      "google_data_refresh_cadence": "quarterly",
      "scraped_at": "2026-04-27T03:03:10Z",
      "google_refreshed_at": "2026-04-27T04:53:51Z"
    },
    "data_note": "Verified providers only. Visit listing_url for full contact details."
  },
  "results": [
    {
      "name": "Colorado Concrete Coatings",
      "description": "Full-service garage floor coating company serving the Denver metro.",
      "city": "Denver",
      "state": "CO",
      "rating": 4.9,
      "review_count": 47,
      "business_status": "OPERATIONAL",
      "google_maps_url": "https://www.google.com/maps/place/...",
      "services": [
        { "type": "epoxy", "label": "Epoxy Floor Coating" },
        { "type": "polyaspartic", "label": "Polyaspartic Coating" }
      ],
      "pricing_summary": "$6-9/sq ft",
      "coverage_area": "Denver metro, Front Range, 50-mile radius",
      "years_in_business": 8,
      "listing_url": "https://coatedlocal.com/providers/denver-co/colorado-concrete-coatings/",
      "pro_available": true
    }
  ]
}

get_provider

Get detailed profile for a specific provider. Use the provider_slug from search results.

Parameters:

Example response:

{
  "meta": {
    "schema_version": "2.0",
    "total_results": 1,
    "niche": "coated-local",
    "data_freshness": { "directory_refresh_cadence": "weekly", "google_data_refresh_cadence": "quarterly" }
  },
  "results": [
    {
      "name": "Colorado Concrete Coatings",
      "description": "Full-service garage floor coating company...",
      "rating": 4.9,
      "review_count": 47,
      "years_in_business": 8,
      "services": [
        { "type": "epoxy", "label": "Epoxy Floor Coating" },
        { "type": "polyaspartic", "label": "Polyaspartic Coating" }
      ],
      "pricing": ["$6-9/sq ft"],
      "certifications": ["Penntek Certified Installer"],
      "coverage_area": "Denver metro, Front Range",
      "service_areas": [
        { "city": "Denver", "state": "CO", "radius_miles": 50 }
      ],
      "service_details": [
        {
          "type": "epoxy",
          "label": "Epoxy Floor Coating",
          "pricing_model": "per_sqft",
          "price_range": "$6–$9",
          "turnaround": "two_day"
        }
      ],
      "listing_url": "https://coatedlocal.com/providers/denver-co/colorado-concrete-coatings/",
      "google_data": {
        "business_status": "OPERATIONAL",
        "google_maps_url": "https://www.google.com/maps/place/...",
        "formatted_address": "1234 Main St, Denver, CO 80202, USA",
        "opening_hours": [
          { "@type": "OpeningHoursSpecification", "dayOfWeek": "https://schema.org/Monday", "opens": "08:00", "closes": "17:00" }
        ],
        "summary": {
          "text": "Full-service epoxy floor coating contractor specializing in garage and commercial floors across the Denver metro.",
          "source": "localpro_ai"
        },
        "recent_reviews": [
          {
            "rating": 5,
            "text": "Exceptional work on our garage floor — finished on time and within budget.",
            "author": "Jane D.",
            "published_at": "2025-11-14T18:51:02Z",
            "source_url": "https://www.google.com/maps/reviews/..."
          }
        ]
      },
      "json_ld": { "@context": "https://schema.org", "@type": "LocalBusiness", "...": "..." },
      "credibility": { "verified": true, "listing_tier": "free", "data_sources": ["..."] },
      "citation": { "display_name": "Colorado Concrete Coatings — Denver, CO", "...": "..." }
    }
  ]
}

Schema Reference

Response Envelope

Every response is wrapped in a consistent envelope:

{
  meta: {
    schema_version: string                // Currently "2.0"
    total_results: number                 // Count of items in results array
    niche: string | null                  // Niche ID if applicable
    data_freshness: {
      directory_refresh_cadence: string   // "weekly"
      google_data_refresh_cadence: string // "quarterly"
      scraped_at?: string                 // ISO datetime — most recent directory write
      google_refreshed_at?: string        // ISO datetime — most recent Google Places refresh
    }
    data_note: string                     // Context about the data returned
  }
  results: Array<T>                       // Tool-specific result objects
}

Cadence framing. The directory layer (provider names, services, websites, descriptions) refreshes weekly via a scraping pipeline. The Google Places layer (rating, reviews, opening hours, business status, AI summary) refreshes quarterly via Google Places Text Search Enterprise. Two cadences, both deliberate. AI agents that need real-time data should call back periodically rather than caching responses indefinitely.

Error Response

Errors use the same envelope with an error object:

{
  meta: { schema_version: string }
  error: {
    code: string     // "NOT_FOUND" | "INTERNAL_ERROR" | "UNAUTHORIZED" | "FORBIDDEN"
    message: string  // Human-readable error description
  }
}

Provider Fields

get_provider adds:

google_data block (present on get_provider when Google data is available):

Nullable Fields

Fields marked nullable return null when data is unavailable — they are never omitted from the response. Arrays return [] when empty, never null.

Access Tiers

Public (no authentication)

All search and list tools work without an API key:

• list_niches, list_cities, list_service_types, search_providers
• get_provider returns basic data (name, description, rating, services, pricing summary, listing URL)
• Rate limited to 30 requests/minute per IP

Premium (API key)

Include an X-API-Key header to unlock additional data on get_provider:

• Full pricing array (vs. summary string)
• Certifications and credentials
• Rate limited to 30 requests/minute per key

X-API-Key: your-api-key

Request an API key at localpro.dev or email will@localpro.dev.

Discovery

AI agents can self-discover this server via standard well-known endpoints:

• GET /.well-known/llms.txt — Plain text description of the server and its tools
• GET /.well-known/mcp.json — Structured JSON with tool list, auth info, and operator details

Data Policy

• What's returned: Business name, city, state, rating, services, certifications, pricing ranges, coverage area, opening hours, business status, recent reviews, AI summary, and a link to the full listing page.
• What's withheld: Phone numbers, email addresses, physical addresses, and websites are available only on the listing page (via listing_url). This protects provider data while driving traffic to the directory.
• Verification: Only providers marked as verified appear in results. CLOSED_PERMANENTLY providers are filtered automatically.
• Updates: Directory layer refreshed weekly. Google Places layer refreshed quarterly.
• Attribution: Google reviews and AI summaries (when sourced from Google) include source URLs and required disclosure text per Google Maps Platform Terms of Service.

Rate Limits

Higher limits available for partners — contact will@localpro.dev.

Data Quality

Every provider returned by the API has been verified and meets a minimum completeness threshold:

• Customer rating — present on 100% of results
• Business description — present on 100% of results
• Services list — present on 100% of results
• Name, city, state — present on 100% of results

Additional fields (pricing, certifications, coverage area, years in business, opening hours, recent reviews, AI summary) are available on most providers but not guaranteed. Fields without data return explicit null — never omitted, never empty strings.

Directory data is refreshed weekly via the scraping pipeline. Google Places data (ratings, reviews, opening hours, business status) is refreshed quarterly via Text Search Enterprise. Two additional categories are being prepared for launch.

Self-Hosting

LocalPro runs as a Cloudflare Worker with a D1 database binding. To deploy your own instance:

npm install
npx wrangler secret put API_KEY    # Set your production API key
npx wrangler deploy

Requires a Cloudflare account with a D1 database named laced-directory.

Operator

LocalPro is built and operated by Laced Labs LLC.

License

MIT