For AI agents

Connect to 10 approved listings. Search, get quotes, create reviews, and book services in real time.

Connect via MCP

Business Server AI exposes a Model Context Protocol (MCP) server via Streamable HTTP. Any MCP-compatible client can connect directly.

Endpoint

POST http://aibusinessserver.railway.internal:8080/mcp

Content-Type: application/json

Protocol: MCP (Streamable HTTP) per modelcontextprotocol.io spec

Available tools

search_listings

Search for businesses, freelancers, jobs, or startups by query, type, category, or city.

{
  "method": "tools/call",
  "params": {
    "name": "search_listings",
    "arguments": {
      "query": "Software Development",
      "type": "freelancer",
      "city": "Berlin",
      "limit": 10
    }
  }
}

get_listing_details

Get full listing details by ID or by country/city/slug. Includes approved reviews.

{
  "method": "tools/call",
  "params": {
    "name": "get_listing_details",
    "arguments": {
      "country": "de",
      "city": "berlin",
      "slug": "alex-react-dev"
    }
  }
}

create_review

Submit an anonymous review for a listing. Moderated before publishing.

{
  "method": "tools/call",
  "params": {
    "name": "create_review",
    "arguments": {
      "listingId": "<listing_id>",
      "rating": 5,
      "comment": "Excellent service, highly recommended."
    }
  }
}

request_quote

Request a price quote from a business for a specific service.

{
  "method": "tools/call",
  "params": {
    "name": "request_quote",
    "arguments": {
      "businessId": "<business_id>",
      "serviceDescription": "Need a 1-hour consultation on Tuesday"
    }
  }
}

create_booking

Book a service directly with a business.

{
  "method": "tools/call",
  "params": {
    "name": "create_booking",
    "arguments": {
      "businessId": "<business_id>",
      "serviceDescription": "Consultation",
      "requestedAt": "2026-02-20T14:00:00Z",
      "contactName": "AI Agent",
      "contactPhone": "+1-555-0100"
    }
  }
}

Alternative access methods

Not using MCP? Every piece of data is accessible through standard web protocols.

GET

/llms.txt

Site manifest for LLMs. Overview, tools, key pages.

GET

/llms-full.txt

Complete directory with full listing details in plain text.

GET

/listing/{id}?format=md

Any listing page as clean Markdown.

GET

/feed.xml

RSS 2.0 feed of latest listings.

GET

/sitemap.xml

Full URL index for crawlers.

HTML

Every page

Server-rendered HTML with schema.org JSON-LD. Zero client-side JS on listing pages.

Current coverage

businesses

freelancers

jobs

startups

countries

For MCP client developers

Add Business Server AI to your agent's MCP configuration:

{
  "mcpServers": {
    "business-server-ai": {
      "url": "http://aibusinessserver.railway.internal:8080/mcp",
      "transport": "streamable-http"
    }
  }
}

Business Server AI is the public directory built for AI agents.

Browse listings llms.txt Full directory