agent-framework-go

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Published: Jul 29, 2026 License: MIT

README

Microsoft Agent Framework

Welcome to Microsoft Agent Framework for Go!

Microsoft Foundry Discord MS Learn Documentation Go Reference GitHub stars

Microsoft Agent Framework (MAF) is an open, multi-language framework for building production-grade AI agents and multi-agent workflows. This repository contains the Go implementation of Microsoft Agent Framework, along with Go samples and documentation to help you get started.

Microsoft Agent Framework is built for teams taking agents from prototype to production. It provides a consistent foundation for building, orchestrating, and operating agent systems while keeping architecture choices open as requirements evolve, and supports a broad ecosystem including Microsoft Foundry, Azure OpenAI, OpenAI, Model Context Protocol (MCP), Agent2Agent (A2A), AG-UI, and the GitHub Copilot SDK.

The .NET and Python implementations are available in the upstream Microsoft Agent Framework repository.

Note: Microsoft Agent Framework for Go is in public preview and is currently evolving outside the core upstream codebase. As adoption and feedback grow, we expect closer alignment with the broader MAF ecosystem.

Watch the full Agent Framework introduction (30 min)

Watch the full Agent Framework introduction (30 min)

Is this the right framework for you?

MAF is a strong fit if you:

  • are building agents and workflows you expect to run in production,
  • need orchestration beyond a single prompt or stateless chat loop,
  • want graph-based patterns such as sequential, concurrent, group collaboration, and custom workflow routing,
  • care about checkpointing, restartability, observability, governance, or human-in-the-loop control,
  • need provider flexibility so your architecture can evolve without major rewrites.

Key Features

Explore new MAF capabilities and real implementation patterns on the official blog.

For a detailed .NET-to-Go feature comparison, see the .NET and Go SDK feature comparison. In short, the Go SDK covers core agents, tools, middleware, workflows, observability, and interoperability integrations, while .NET currently has broader product integrations and several features that are not implemented yet in Go.

  • Go Support: Go packages, examples, and APIs for building agents and workflows in Go.
  • Multiple Agent Provider Support: Support for various LLM and agent providers, with more being added continuously.
  • Middleware: Flexible middleware for request/response processing, logging, OpenTelemetry, context providers, tool approval, and automatic tool calling.
  • Orchestration Patterns & Workflows: Build multi-agent systems with graph-based workflows supporting sequential, concurrent, group collaboration, conditional routing, subworkflows, checkpointing, streaming, human-in-the-loop, and time-travel patterns. Handoff orchestration is not implemented yet in the Go SDK.
  • Microsoft Foundry Agents: Build project-backed Foundry agents, invoke existing server-side Foundry agents, pass Foundry client headers, capture served-model metadata, and use Foundry memory. Foundry-hosted deployment is not implemented yet in the Go SDK.
  • Observability: OpenTelemetry integration for distributed tracing, monitoring, and debugging.
  • Declarative Agents: Not implemented yet in the Go SDK.
  • Agent Skills: Build domain-specific knowledge bases from files, inline definitions, and scripts for agents to discover and use.
  • AF Labs: Not implemented yet in the Go SDK.
  • DevUI: Not implemented yet in the Go SDK.

Table of Contents

Getting Started

Installation

Go

go get github.com/microsoft/agent-framework-go
Learning Resources
  • Overview - High level overview of the framework
  • Quick Start - Get started with a simple agent
  • Tutorials - Step by step tutorials
  • User Guide - In-depth user guide for building agents and workflows
Quickstart
Basic Agent - Go

Create a simple Microsoft Foundry agent that writes a haiku about the Microsoft Agent Framework.

package main

import (
	"cmp"
	"context"
	"fmt"
	"os"

	"github.com/Azure/azure-sdk-for-go/sdk/azidentity"
	"github.com/microsoft/agent-framework-go/provider/foundryprovider"
)

func main() {
	endpoint := os.Getenv("FOUNDRY_PROJECT_ENDPOINT")
	model := cmp.Or(os.Getenv("FOUNDRY_MODEL"), "gpt-4o-mini")

	// Authenticate to Microsoft Foundry.
	token, err := azidentity.NewDefaultAzureCredential(nil)
	if err != nil {
		panic(err)
	}

	// Create a Microsoft Foundry agent.
	a := foundryprovider.NewAgent(endpoint, token, foundryprovider.ModelDeployment(model),
		foundryprovider.AgentConfig{
			Instructions: "You are a helpful assistant.",
		},
	)

	// Run the agent.
	ctx := context.Background()
	fmt.Println(a.RunText(ctx, "Write a haiku about the Microsoft Agent Framework").Collect())
}

More Examples & Samples

Go
  • Getting Started: progressive tutorial from hello world to workflows
  • Agent Concepts: deep-dive samples by topic, including tools, middleware, providers, observability, A2A, AG-UI, MCP, and skills
  • Workflows: multi-agent patterns, routing, checkpointing, observability, and workflow orchestration
  • End-to-End: full applications and demos
  • Feature Comparison: .NET and Go SDK feature parity notes

Community & Feedback

  • Found a bug? File a GitHub issue to help us improve.
  • Enjoying MAF for Go? GitHub stars to show your support and help others discover the project.
  • Have questions? Join our Discord.

Troubleshooting

Authentication
Problem Cause Fix
Authentication errors when using Azure credentials Not signed in to Azure CLI or another configured credential source Run az login before starting your app, or configure the specific credential your app uses
API key errors Wrong or missing API key Verify the key and ensure it is for the correct resource or provider
Provider endpoint errors Missing or incorrect endpoint, deployment, model, or API version Check the environment variables and constructor options used by the sample or provider

Tip: DefaultAzureCredential is convenient for development but in production, consider using a specific credential, such as managed identity, to avoid latency issues, unintended credential probing, and potential security risks from fallback mechanisms.

Environment Variables

For environment variable configuration specific to each sample, refer to the README or source in the sample directory under examples.

Contributor Resources

Important Notes

[!IMPORTANT] If you use Microsoft Agent Framework to build applications that operate with any third-party servers, agents, code, or non-Azure Direct models ("Third-Party Systems"), you do so at your own risk. Third-Party Systems are Non-Microsoft Products under the Microsoft Product Terms and are governed by their own third-party license terms. You are responsible for any usage and associated costs.

We recommend reviewing all data being shared with and received from Third-Party Systems and being cognizant of third-party practices for handling, sharing, retention, and location of data. It is your responsibility to manage whether your data will flow outside of your organization's Azure compliance and geographic boundaries and any related implications, and that appropriate permissions, boundaries, and approvals are provisioned.

You are responsible for carefully reviewing and testing applications you build using Microsoft Agent Framework in the context of your specific use cases, and making all appropriate decisions and customizations. This includes implementing your own responsible AI mitigations such as metaprompt, content filters, or other safety systems, and ensuring your applications meet appropriate quality, reliability, security, and trustworthiness standards. See also: Transparency FAQ.

Telemetry and data collection

This repository does not configure Microsoft telemetry collection by default. Some packages and samples include optional OpenTelemetry instrumentation or connect to Microsoft-hosted services. To turn off framework instrumentation, do not configure OpenTelemetry exporters or telemetry middleware in your application. Service telemetry, if any, is governed by the services you choose to call.

Preview status

The Agent Framework for Go is in public preview. Declarative agents, RAG, CodeAct, and functional workflows are not yet available. File issues on GitHub at https://github.com/microsoft/agent-framework-go/issues.

Trademarks

This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos is subject to those third-party policies.

Directories

Path Synopsis
harness/agentmode
Package agentmode provides a context provider that tracks the agent's operating mode (e.g.
Package agentmode provides a context provider that tracks the agent's operating mode (e.g.
harness/loop
Package loop provides middleware that re-invokes an agent until one of its evaluators decides no more work is needed.
Package loop provides middleware that re-invokes an agent until one of its evaluators decides no more work is needed.
harness/todo
Package todo provides a context provider that gives agents todo list management tools for tracking work items during long-running complex tasks.
Package todo provides a context provider that gives agents todo list management tools for tracking work items during long-running complex tasks.
harness/toolapproval
Package toolapproval provides middleware that manages human-in-the-loop tool approval with support for "don't ask again" standing rules.
Package toolapproval provides middleware that manages human-in-the-loop tool approval with support for "don't ask again" standing rules.
cmd
prfromissue command
Command prfromissue opens pull requests for gh-aw fallback tracking issues and links the two together.
Command prfromissue opens pull requests for gh-aw fallback tracking issues and links the two together.
verifyexamples command
examples
demos/chat_cli command
internal
messageworkflow
Package messageworkflow extends a workflow executor with chat-message handling behavior, accumulating the messages received during a turn and invoking a caller-supplied handler when a turn token arrives.
Package messageworkflow extends a workflow executor with chat-message handling behavior, accumulating the messages received during a turn and invoking a caller-supplied handler when a turn token arrives.
provider
foundryprovider
Package foundryprovider provides Microsoft Foundry provider integrations for agents.
Package foundryprovider provides Microsoft Foundry provider integrations for agents.
hostedtool
Package hostedtool provides definitions for hosted tools.
Package hostedtool provides definitions for hosted tools.
mcptool
Package mcp provides integration with the Model Context Protocol (MCP).
Package mcp provides integration with the Model Context Protocol (MCP).
shelltool
Package shelltool provides a shell command execution tool that can be registered with an agent.
Package shelltool provides a shell command execution tool that can be registered with an agent.
agentworkflow
This file hosts an agent.Agent as a workflow workflow.Executor, so the agent can participate in graphs alongside regular executors and other hosted agents.
This file hosts an agent.Agent as a workflow workflow.Executor, so the agent can participate in graphs alongside regular executors and other hosted agents.

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