MCP for Real Estate AI Agents

Why property API integration is hard for AI

Real estate agents rely on fragmented systems—Zillow/Realtor scrapers, DocuSign workflows, and custom Notion CRMs. Unifying these under a single context window natively requires managing dozens of OAuth states and mapping different JSON shapes manually. wmcp.sh bridges the gap by translating all property tools into the standard MCP format securely.

How to expose MLS scrapers to MCP

# Example: A comp analysis real-estate agent via wmcp.sh
import anthropic
import httpx

client = anthropic.Anthropic(api_key="your-api-key")
# Provide Zillow scraper endpoints dynamically to Claude
response = httpx.get(
    "https://wmcp.sh/api/v1/tools?url=https://api.yourscraper.com/openapi.json",
    headers={"Authorization": "Bearer YOUR_ENCRYPTED_CREDENTIALS"}
)
mls_tools = response.json()

completion = client.messages.create(
    model="claude-3-5-sonnet-20241022",
    max_tokens=1024,
    tools=mls_tools,
    messages=[{"role": "user", "content": "Find 3 recent comps for 123 Main St."}]
)
print(completion.content)

Real Estate Agent Integration Checklist

Common questions.