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a2a-python

The A2A Python SDK is an official library for building agentic applications that comply with the Agent2Agent (A2A) Protocol. It supports multiple transport protocols (JSON-RPC, HTTP/REST, gRPC) and includes optional integrations for FastAPI, databases, and observability tools.

Source: GitHub — github.com/a2aproject/a2a-python
2k
GitHub stars
452
Forks
Python
Primary language
Apache-2.0
License (OSI-approved)

Key facts

Objective fields from the source. Values we can't verify are shown as “Unknown” rather than guessed.

FieldValue
Repositorya2aproject/a2a-python
Ownera2aproject
Primary languagePython
LicenseApache-2.0 — OSI-approved
Stars2k
Forks452
Open issues49
Latest releasev1.1.0 (2026-05-29)
Last updated2026-07-01
Sourcehttps://github.com/a2aproject/a2a-python

What a2a-python is

A production-ready async Python SDK implementing A2A Protocol 1.0 (with 0.3 compatibility mode) for agent-to-agent communication. Built on modern async patterns, it provides pluggable transport backends, SQL database support, and optional OpenTelemetry tracing; requires Python 3.10+.

Quickstart

Get the a2a-python source

Clone the repository and explore it locally.

terminalbash
git clone https://github.com/a2aproject/a2a-python.gitcd a2a-python# follow the project's README for install & configuration

Need it deployed, integrated, or customized instead? DEV.co ships production installs.

Best use cases

Multi-Agent Systems

Build distributed systems where multiple LLM agents communicate using the A2A Protocol standard. Useful for orchestrating complex workflows involving specialized agents.

Agentic Application Servers

Deploy agents as HTTP or gRPC servers that expose standardized interfaces for other systems or agents to discover and invoke their capabilities.

Protocol-Compliant Agent Development

Organizations standardizing on A2A Protocol can use this SDK to ensure consistency and interoperability across heterogeneous agent implementations.

Implementation considerations

  • Major breaking changes between v0.3 and v1.0—review migration guide before upgrading production deployments.
  • Multiple transport options (JSON-RPC, HTTP, gRPC) available; choose based on network topology and existing infrastructure.
  • Database support requires explicit driver installation (PostgreSQL, MySQL, SQLite); SQLite is lightweight for prototyping.
  • Optional integrations (FastAPI, gRPC, OpenTelemetry) must be added as extras; core SDK is lightweight.
  • Async-first design requires competency with Python async/await patterns and event loop management.

When to avoid it — and what to weigh

  • Simple Chatbot or Single-Agent Systems — If you need only one agent or basic conversational AI, the overhead of protocol compliance and server setup is likely unnecessary.
  • Non-A2A Protocol Environments — If your ecosystem is standardized on a different agent protocol (e.g., proprietary or legacy), this SDK adds integration friction without benefit.
  • Python < 3.10 — The SDK requires Python 3.10 or higher. Older codebases cannot use this library without upgrading their runtime.
  • Minimal Observability Requirements — OpenTelemetry is optional, but if tracing/monitoring is mandatory in your environment, the optional nature may complicate ops setup.

License & commercial use

Apache License 2.0 (Apache-2.0). Permissive OSI-approved license allowing commercial use, modification, and distribution.

Apache 2.0 is a permissive license that explicitly permits commercial use without restrictions. Attribution is required; no patent indemnity disclaimers. Suitable for proprietary products and closed-source deployments. Review Apache 2.0 terms for liability clauses in high-stakes environments.

DEV.co evaluation signals

Editorial assessment — not user reviews. Directional, with an explicit confidence level.

SignalAssessment
MaintenanceActive
DocumentationAdequate
License clarityClear
Deployment complexityModerate
DEV.co fitStrong
Assessment confidenceHigh
Security considerations

Optional encryption support available via extras. No detailed security policy or disclosure process documented in excerpt. Transport security depends on chosen protocol (TLS for HTTP/gRPC, mTLS possible). Review A2A Protocol specification for message signing/authentication semantics. No exploit details available; third-party audit status unknown.

Alternatives to consider

LangChain / LangGraph

General-purpose agent orchestration framework; more mature, broader ecosystem, but not protocol-specific and more opinionated on LLM integrations.

AutoGen (Microsoft)

Multi-agent conversation framework with strong async support and built-in LLM connectors; does not enforce A2A protocol, more flexible but less standardized.

Anthropic's MCP (Model Context Protocol)

Complementary protocol for tool/resource exposure; lighter weight than A2A, but narrower scope (MCP ≈ client/server tools; A2A ≈ agent-to-agent).

Software development agency

Build on a2a-python with DEV.co software developers

The A2A Python SDK is production-ready and actively maintained. Start with the helloworld example or review the migration guide if upgrading from v0.3.

Talk to DEV.co

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a2a-python FAQ

Is this the official A2A SDK?
Yes, it is the official Python SDK for the Agent2Agent (A2A) Protocol, maintained by the A2A project.
Can I use this for production?
Yes. It is Apache 2.0 licensed and actively maintained. Verify your specific use case (transport, integrations) is compatible with v1.0 or later.
What Python versions are supported?
Python 3.10 and above. The README badges indicate PyPI coverage; check PyPI page for exact version matrix.
Do I need to run a separate server?
The SDK provides server abstractions (A2A Server), but deployment depends on your architecture. HTTP/gRPC transports require a running application process; client-only usage does not.

Software developers & web developers for hire

Adopting a2a-python is usually one piece of a larger software development effort. As a software development agency, DEV.co provides software development services and web development expertise — pairing senior software developers and web developers with your team to design, build, and operate ai frameworks software in production.

Ready to Build Protocol-Compliant Agents?

The A2A Python SDK is production-ready and actively maintained. Start with the helloworld example or review the migration guide if upgrading from v0.3.