# 7 Tools for Multi-Agent Infrastructure

DevFeed: [7 Tools for Multi-Agent Infrastructure](<https://devfeed.tech/articles/7-tools-for-multi-agent-infrastructure-12644.md>)

Original publisher: [Read original article](<https://nordicapis.com/7-tools-for-multi-agent-infrastructure/>)

Author: Kristopher Sandoval

Published: 2026-08-06T07:00:00Z

Content type: article

Language: en

Sources: [Nordic APIs](<https://devfeed.tech/sources/nordic-apis.md>)

Topics: [Tool](<https://devfeed.tech/topics/tool.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [api](<https://devfeed.tech/tags/api.md>), [blog](<https://devfeed.tech/tags/blog.md>), [building](<https://devfeed.tech/tags/building.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [integration](<https://devfeed.tech/tags/integration.md>), [platforms](<https://devfeed.tech/tags/platforms.md>), [strategy](<https://devfeed.tech/tags/strategy.md>), [tools](<https://devfeed.tech/tags/tools.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

## AI overview

The article introduces seven tools and architectural layers for building scalable, observable, and governed multi-agent infrastructure. It contrasts the relative simplicity of a single agentic workflow using one API with the greater engineering challenges of coordinating specialized agents, sharing state, and discovering tools at runtime.

## Source excerpt

A single agentic workflow calling a single API is an easily tractable engineering problem -- the solutions exist, and it's ultimately just a problem of visibility and integration. A fleet of specialized agents delegating tasks to each other, sharing state, and discovering tools at runtime is decidedly more difficult -- almost an order of magnitude ...