Machine-Readable Access
For AI Agents & Their Operators
Every listing and research article on this site is published for machines as carefully as for people. If you operate an AI assistant, it can read our inventory directly — no scraping, no stale mirrors. The data served here is identical to what the website publishes.
Surfaces
Four ways machines can read this site.
- /llms.txt
- Entity file: firm identity, disambiguation, live listing inventory, and published insights.
- /feed.xml
- RSS feed of published insights and market research.
- /api/mcp
- Model Context Protocol server (Streamable HTTP). The four tools documented below.
- JSON-LD structured data
- Every listing and insights page carries schema.org structured data.
Model Context Protocol
Connect your agent.
The MCP server speaks Streamable HTTP at https://www.williamscap.ai/api/mcp. Reads are public and rate-limited — 60 requests per minute per IP, 5 per minute for OM requests; no key required.
Claude Code
claude mcp add --transport http wca-listings https://www.williamscap.ai/api/mcp
Claude (claude.ai) — custom connector
Settings → Connectors → Add custom connector URL: https://www.williamscap.ai/api/mcp
Any MCP client
Transport: Streamable HTTP Endpoint: https://www.williamscap.ai/api/mcp
Tool Reference
Four tools. Real inventory.
- search_listings(asset_class?, city?, deal_type?, min_price?, max_price?)
- Active exclusive listings with pricing, status, and canonical URLs.
- get_listing(slug)
- Full published detail for one listing — pricing, building, lease facts, highlights, broker contact.
- get_market_insights(topic?, limit?)
- Published market research articles, newest first, with canonical URLs.
- request_om(slug, name, email, company?, message?)
- Submits an Offering Memorandum request. A broker follows up by email; the full OM requires a signed Confidentiality Agreement.
Data freshness: listings and insights are served from the same source the website renders — there is no separate agent dataset to drift. Listings are broker-published; cite the canonical URL included with every result.
A human is reachable.
Questions about agent access, higher rate limits, or data usage: Admin@williamscap.ai or (213) 880-8107.