Koog vs. Swarm Comparison


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About Koog is a Kotlin‑based framework for building and running AI agents entirely in idiomatic Kotlin, supporting both single‑run agents that process individual inputs and complex workflow agents with custom strategies and configurations. It features pure Kotlin implementation, seamless Model Control Protocol (MCP) integration for enhanced model management, vector embeddings for semantic search, and a flexible system for creating and extending tools that access external systems and APIs. Ready‑to‑use components address common AI engineering challenges, while intelligent history compression optimizes token usage and preserves context. A powerful streaming API enables real‑time response processing and parallel tool calls. Persistent memory allows agents to retain knowledge across sessions and between agents, and comprehensive tracing facilities provide detailed debugging and monitoring.	About Swarm is an experimental, educational framework developed by OpenAI to explore ergonomic, lightweight multi-agent orchestration. It is designed to be scalable and highly customizable, making it suitable for scenarios involving a large number of independent capabilities and instructions that are challenging to encode into a single prompt. Swarm operates entirely on the client side and, like the Chat Completions API it utilizes, does not store state between calls. This stateless nature allows for the construction of scalable, real-world solutions without a steep learning curve. Swarm agents are distinct from assistants in the assistants API; they are named similarly for convenience but are otherwise completely unrelated. It includes examples demonstrating fundamentals such as setup, function calling, handoffs, and context variables, as well as more complex scenarios like a multi-agent setup for handling different customer service requests in an airline context.
Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook
Audience Developers and engineering teams requiring a solution to build, customize, and deploy AI agents with complex workflows and real‑time integrations	Audience AI researchers and developers interested in a tool to experiment with multi-agent orchestration patterns to build scalable, stateless AI systems
Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online
API Offers API	API Offers API
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Free Trial	Pricing Free Free Version Free Trial
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information JetBrains Founded: 2000 United States docs.koog.ai/	Company Information OpenAI Founded: 2015 United States github.com/openai/swarm
Alternatives Gemini Enterprise Agent Platform Google	Alternatives OpenAI Agents SDK OpenAI
Microsoft Agent Framework Microsoft	Microsoft Agent Framework Microsoft
OpenAI Agents SDK OpenAI	LangGraph LangChain
AgentScope	Langflow
Mastra AI View All	Smolagents View All
Categories Agentic AI AI Agent Builders AI Agent Frameworks ML Model Management	Categories Agentic AI AI Agent Builders AI Agent Frameworks

Integrations Apache Groovy Gradle Kotlin Maven Model Context Protocol (MCP) OpenAI Pillar Security Python View All 5 Integrations	Integrations Apache Groovy Gradle Kotlin Maven Model Context Protocol (MCP) OpenAI Pillar Security Python View All 3 Integrations
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