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How many AI agent discovery protocols exist in 2026?

agent-discovery agents-txt mcp-json ai-protocol wordpress-api

Quick Answer

At least seven competing standards exist — agents.txt, agent-card.json, mcp.json, ai-catalog.json, llms.txt, openapi.json, and well-known discovery conventions — with none adopted at scale. Research cited by Vercel shows 99% of the top 100 websites fail basic content negotiation with AI agents (Seresa, 2026). All seven are drafts or partial specifications, so picking a winner today means rebuilding tomorrow. The practical starting point is simpler: make every obvious probe endpoint lead to one unified API directory and put a sign where every agent already looks — robots.txt.

Full Answer

The seven protocols break into three categories. Identity files — agents.txt and agent-card.json — tell an arriving agent who the site is and what it offers. Capability manifests — mcp.json, ai-catalog.json, and openapi.json — describe what the agent can do once connected. Discovery conventions — llms.txt and .well-known entries — help the agent find the other files in the first place. No single standard covers all three categories, which is why adoption has stalled.

The fragmentation creates a real problem for store owners. An AI shopping agent built on one protocol cannot discover a store exposing another. A site that implements agents.txt but not openapi.json is visible but not transactable. A site with openapi.json but no identity file is transactable but anonymous — the agent cannot verify it is dealing with the business it intended to reach.

For WordPress and WooCommerce sites, the REST API already provides the machinery. A custom namespace can register rooms for identity, catalogue, pricing, transactions, and service — all behind native authentication. WooCommerce's own [MCP server integration](https://seresa.io/blog/ai-data-readiness/wordpress-mcp-servers-explained) already handles one protocol natively. The missing piece is the [side door](https://seresa.io/blog/side-door-ai-agents-polymath-website) that connects those rooms to whichever discovery protocol an agent uses, so the store is ready for all seven without betting on one.

Sources

Programmatic Access

GET https://seresa.io/wp-json/cherry-tree-by-seresa/v1/seeds/1173

Cite This Answer

Cherry Tree by Seresa - https://seresa.io/seed/ai-data-readiness/how-many-ai-agent-discovery-protocols-exist-2026