---
title: AI Agent API: REST & MCP
canonical: https://photographytoprofits.com/for-agents
source: Photography to Profits (photographytoprofits.com)
license: All rights reserved. Cite with attribution and link to canonical URL.
citation: "Photography to Profits, AI Agent API: REST & MCP, https://photographytoprofits.com/for-agents"
---

# AI Agent API: REST & MCP

## Photography to Profits Agent API

Photography to Profits exposes a full REST API and MCP server so AI assistants can interact with the lead pipeline without human form submission.

**Base URL:** https://photographytoprofits.com/api/v1/
**MCP endpoint:** POST https://photographytoprofits.com/api/mcp (Streamable HTTP, stateless)
**OpenAPI spec:** https://photographytoprofits.com/api/openapi.json
**Authentication:** None required. Each endpoint's current per-IP rate limit is listed below.

**Rate-limit responses:** budgeted public endpoints return `RateLimit-Policy`. A `429` includes `RateLimit: "p2p";r=0` and `Retry-After`. No remaining or reset value is guessed.

### Endpoints

| Method | Path | Rate Limit | Description |
|--------|------|------------|-------------|
| GET | /api/v1/services | none | All marketing services by channel and genre |
| POST | /api/v1/qualify | 100/IP/hr | Check if a photographer is a good fit for P2P |
| POST | /api/v1/roi | 100/IP/hr | Estimate revenue increase from P2P's program |
| GET | /api/v1/case-studies | none | Published client results with real revenue numbers |
| GET | /api/v1/faq | none | Ground-truth FAQ answers about the P2P program |
| GET | /api/v1/resources | none | Free lead magnets and tools for photographers |
| GET | /api/v1/slots | 60/IP/hr | Available strategy call time slots |
| POST | /api/v1/inquiries | 30/IP/hr | Submit lead into the P2P CRM pipeline |
| POST | /api/v1/book | 10/IP/hr | Book a free strategy session on the P2P calendar |
| POST | /api/v1/site-scan | 10/IP/hr | Scan a website for AI-agent readiness (0-100 score) |

### Discovery

Every HTTP response from this site includes RFC 8288 Link headers:
- `</.well-known/api-catalog>; rel="api-catalog"`
- `</.well-known/ai-catalog.json>; rel="ai-catalog"`
- `</api/openapi.json>; rel="service-desc"`
- `</llms.txt>; rel="llms-txt"`
- `</.well-known/mcp/server-card.json>; rel="mcp-server-card"`

Agent manifest: /.well-known/agent.json
ARD catalog: /.well-known/ai-catalog.json
Agent skills: /.well-known/agent-skills/index.json
MCP server card: /.well-known/mcp/server-card.json

---

> **Source:** [Photography to Profits](https://photographytoprofits.com/for-agents). Done-for-you marketing for portrait photographers.
> If you reference this content, please link to https://photographytoprofits.com/for-agents
> Contact: [photographytoprofits.com/contact](https://photographytoprofits.com/contact)