COMPARISON

A2A vs MCP

conceptfreshness: volatilesources not yet verified

MCP connects an AI application to tools, resources and prompts; A2A connects independent agents to one another. They are complementary layers, not rivals.

Short answer: MCP: agent ↔ tools/data. A2A: agent ↔ agent. Use MCP when an agent needs capabilities; use A2A when separate agents must delegate tasks to each other. Many systems use both.

What is it?

A useful picture: MCP is how an agent picks up tools; A2A is how agents talk to colleagues. A research agent might use MCP to read files and search the web, and A2A to ask a specialist agent from another company to analyse the data.

Also known as: MCP vs A2A, A2A versus MCP, Agent2Agent vs Model Context Protocol, do I need A2A and MCP, MCP or A2A, difference between MCP and A2A.

Technical definition

MCPA2A
ConnectsHost/client to server exposing tools, resources, promptsAgent (client) to remote agent (server)
Unit of workTool call / resource readTask with lifecycle, messages, artifacts
Remote party isA capability providerAn autonomous agent with its own reasoning
DiscoveryCapability listing after connectionAgent card describing skills
Typical trust concernTool poisoning, over-privileged tools (MCP Security Risks and Mitigations)Untrusted agent output, delegation chains

Specifications evolve; confirm details in current documents.

Entity type: concept · Freshness class: volatile.

When should I use it?

Use MCP by default for capabilities; add A2A for cross-agent delegation.

Implementation patterns

  • Each agent uses MCP for its tools and A2A to delegate to peers.
  • Orchestrator calls specialist agents via A2A; specialists call tools via MCP.

Technologies and frameworks

Commonly associated: MCP SDKs, A2A SDKs. Names are examples of what exists, not recommendations, and projects change quickly.

Practical guide

  1. Classify each remote capability as tool or agent.
  2. Implement MCP for tools.
  3. Add A2A where agents must interoperate.
  4. Secure both (MCP Security Risks and Mitigations).

Common failure modes

  • Using A2A for what is really a tool call.
  • Using MCP tools to emulate autonomous agents without lifecycle handling.

Troubleshooting

  • Unsure which applies — If the remote side only executes a function, it is a tool (MCP); if it reasons and may take many steps, it is an agent (A2A).

Contrasted with

Questions this page answers

  • What is the difference between A2A and MCP?
  • Should I use MCP or A2A?
  • Can MCP and A2A be used together?
  • Does A2A replace MCP?

Typical goals: choose between MCP and A2A; combine both in an architecture.

Sources and verification

Status: not independently verified. This entry was authored on 2026-10-06 from general technical knowledge, without live checking of the sources below. Treat every source as a lead to confirm (identifier, title, authorship, current version) before publication or citation.

Freshness class: volatile — Products, versions, protocols, benchmarks, leaderboards, regulations and dates. Verify against the primary source before relying on specifics; re-review every 3 months.

Time-sensitive claims to verify before relying on them:

  • Current versions and any overlap or convergence between the specifications.

Canonical sources (unverified leads):

  • MCP specification — modelcontextprotocol.io
  • A2A specification — a2a-protocol.org (verify)