Agent Frameworks

Llama Agents

Async-first framework for building multi-agent systems with distributed tool execution and human-in-the-loop capabilities.

Status
Generally available
Last checked
Checked · Oct 12, 2026
License
Open source
Pricing
Free tier · from $0

What it is

Llama Agents is an async-first framework designed to build, iterate, and productionize multi-agent systems. It supports features like multi-agent communication, distributed tool execution, and human-in-the-loop processes, making it a powerful tool for complex system development.

Llama Agents stands out as an async-first framework that provides robust support for building, iterating on, and productionizing multi-agent systems with a focus on distributed tool execution and human-in-the-loop processes.

When it fits — and when it doesn’t

A good fit for

  • Developers building complex, asynchronous multi-agent systems that require efficient communication and distributed execution.

  • Teams needing to integrate human-in-the-loop processes in their AI applications.

Look elsewhere if

  • Projects requiring real-time streaming capabilities (Llama Agents is designed for batch processing).

  • Applications where simplicity and ease of use are prioritized over advanced features.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Complex setup and configuration process

    Requires setting up multiple services and dependencies for full functionality

What it does well

  • Async-first architecture for efficient multi-agent systems

  • Supports distributed tool execution and human-in-the-loop processes

  • Flexible framework for building complex system interactions

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Llama Agents

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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Llama Agents — tracked on AI Navigator

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