Hive

Overview

Hive is an open-source Python framework for building and managing multi-agent AI systems in production. It provides observability and orchestration tools to monitor, debug, and coordinate multiple AI agents. The harness focuses on reliability and transparency for complex agent workflows.

Best for

Best for
Teams deploying and monitoring multi-agent AI systems in production

Use cases

• Monitor and trace interactions between multiple AI agents in production
• Debug and diagnose failures in multi-agent workflows
• Orchestrate and coordinate agent tasks with observability

Notes

Hive is an open-source Python framework for building and managing multi-agent AI systems in production. It provides observability and orchestration tools to monitor, debug, and coordinate multiple AI agents. The harness focuses on reliability and transparency for complex agent workflows.

10,474 stars on GitHub. Last updated 2026-05-29. Licensed Apache-2.0.

Use cases

• Monitor and trace interactions between multiple AI agents in production
• Debug and diagnose failures in multi-agent workflows
• Orchestrate and coordinate agent tasks with observability

Pros

• Open source with a large community (over 10k stars on GitHub)
• Python-native, easy to integrate with existing AI stacks
• Designed specifically for production observability of multi-agent systems

Cons

• Community-driven support may lack enterprise SLAs
• Steep learning curve for teams new to multi-agent architectures
• Limited to Python ecosystem, not language-agnostic

Indexed from awesome-llmops and enriched against its public facts.