For AI assistants and developers

The ESQ Matching Engine lets AI assistants find, compare and price licensed U.S. lawyers from this directory, with the reasons and sources for each match. It is free, needs no sign-in, and is not legal advice.

MCP server

• Endpoint: https://match.esqcopilot.com/mcp (Streamable HTTP, no authentication)
• Registry entry: ESQ Matching Engine in the official MCP Registry
• Machine-readable description: /.well-known/mcp.json
• Documentation for agents: match.esqcopilot.com/ai-agents

Guides for language models

• /llms.txt, the short version
• /llms-full.txt, the full guide

Set it up in your assistant

• Claude
• ChatGPT
• Perplexity
• Grok
• Gemini

How the directory's data is collected and labeled: About our data. Always confirm a lawyer's license with the official licensing authority.