LLM Discovery Guide

Enable ChatGPT, Claude, and Gemini to discover Amorce agents automatically.

Amorce provides discovery endpoints that allow major LLMs to find specialized AI agents for tasks like booking flights, checking weather, or currency exchange.

Discovery Endpoints

ANS Search API

The Agent Naming Service (ANS) provides semantic search across all registered agents.

Endpoint

GET /api/v1/ans/search?q={natural_language_query}

Example:
curl "https://amorce-trust-api-425870997313.us-central1.run.app/api/v1/ans/search?q=book+flight+to+Paris"

Response

{
  "query": "book flight to Paris",
  "results": [
    {
      "agent_id": "travel-agent-001",
      "name": "Travel Booking Agent",
      "category": "TRAVEL",
      "trust_score": 85,
      "relevance_score": 62.5
    }
  ],
  "search_type": "semantic",
  "count": 20
}

Claude MCP Server

Install the Amorce MCP server to enable Claude to discover agents:

Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "amorce": {
      "command": "npx",
      "args": ["@amorce/mcp-server"]
    }
  }
}

Available Tools

• search_agents - Find agents by capability (semantic search)
• get_agent - Get agent details and endpoint
• get_agent_manifest - Get A2A manifest for integration

Example Prompts

• "Find an agent that can book flights to Paris"
• "Search Amorce for weather agents"
• "What agents can help with currency exchange?"

ChatGPT / GPT Actions

Create a custom GPT that uses Amorce for agent discovery:

1. In ChatGPT, create a new GPT
2. Go to Configure → Actions → Create new action
3. Import from URL: https://amorce.io/.well-known/openapi.json
4. Save and test with: "Find an agent for booking restaurants"

Resources

• ChatGPT Plugin Manifest
• OpenAPI Specification
• llms.txt - LLM-readable overview
• MCP Server Source