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Multi-agent / swarm tooling
Part of Agents & orchestration. Published reviews linked below, or jump to the Highest reviewed ranking.
Overall Score 8.1 · Recommend
Best for: Teams building knowledge agents and multi-step workflows over messy enterprise documents who want OSS plus a managed parse/index cloud.
Overall Score 8.0 · Recommend
Best for: Python developers and platform teams that want an open-source multi-agent framework they can host themselves, with a control plane for traces, memory, and evaluations.
Overall Score 7.5 · Recommend
Best for: Product and platform teams that need to design, test, and publish agentic workflows and RAG apps with a visual canvas and optional self-hosting.
Overall Score 7.1 · Conditional recommend
Best for: Teams that want production LLM pipelines and agents with Haystack composition, evaluation hooks, and flexible deployment including sovereign options.
Overall Score 6.9 · Conditional recommend
Best for: Builders experimenting with role-based agent crews who will measure whether extra agents improve the task.