Developer & Agent Portal
HomeMachine-readable surfaces, OpenAPI schemas, NLWeb natural language endpoints, and MCP server configuration.
AI Resource Discovery (ARD)
/.well-known/ai-catalog.json
Standard AI catalog linking models, endpoints, and trust manifests.
MCP Server Card (SEP-2127)
/.well-known/mcp/server-card.json
Model Context Protocol server with tools, prompts, and UI metadata.
OpenAPI 3.1 Specification
/openapi.json
Complete API contract for conversational Q&A and query endpoints.
Agent Guidelines & Rules
/agents.md & /llms.txt
When-to-use instructions and structured knowledge base for LLMs.
1. NLWeb Natural Language Query Endpoint
Query Dhruvil Mistry’s portfolio knowledge base using standard natural language queries via GET or POST. Supports SSE streaming.
Content-Type: application/json
{ "query": "Tell me about Dhruvil's work with Voice AI and FastAPI", "stream": false }
2. Model Context Protocol (MCP) Setup
Add to your Claude Desktop, Cursor, or Windsurf configuration:
3. Authentication & Scopes
Public endpoints are rate-limited to 30 requests/minute. For full auth guidance, review auth.md and the OAuth Resource Metadata.