| MAI-DxO (MAI Diagnostic Orchestrator) | An open-source implementation of Microsoft Research’s “Sequential Diagnosis with Language Models” paper, simulating a virtual panel of physician-agents for iterative medical diagnosis. | Microsoft Research Paper | GitHub Repository | ✅ Complete | Cost-effective medical diagnosis, physician-agent panel, iterative refinement |
| AI-CoScientist | A multi-agent AI framework for collaborative scientific research, implementing the “Towards an AI Co-Scientist” methodology with tournament-based hypothesis evolution. | ”Towards an AI Co-Scientist” Paper | GitHub Repository | ✅ Complete | Tournament-based selection, peer review systems, hypothesis evolution, Elo rating system |
| Mixture of Agents (MoA) | A sophisticated multi-agent architecture that implements parallel processing with iterative refinement, combining diverse expert agents for comprehensive analysis. | Multi-agent collaboration concepts | swarms.structs.mixture_of_agents | ✅ Complete | Parallel processing, expert agent combination, iterative refinement, state-of-the-art performance |
| Agent-as-a-Judge | An evaluation framework that uses agents to evaluate other agents, implementing the “Agent-as-a-Judge: Evaluate Agents with Agents” methodology. | arXiv:2410.10934 | swarms.agents.agent_judge | ✅ Complete | Agent evaluation, quality assessment, automated judging, performance metrics |
| Tree of Thoughts | An implementation of “Tree of Thoughts: Deliberate Problem Solving with Large Language Models” (Yao et al., 2023). Instead of answering in one pass, it proposes candidate next steps, scores and prunes them, and searches the tree with BFS or DFS before writing the answer from the best path. | arXiv:2305.10601 | swarms.agents.tree_of_thoughts | ✅ Complete | Propose or sample generation, value or vote evaluation, BFS beam or DFS backtracking, function-calling outputs, max_expansions cost cap |
| Advanced Research System | An enhanced implementation of the orchestrator-worker pattern from Anthropic’s paper “How we built our multi-agent research system”, featuring parallel execution, LLM-as-judge evaluation, and professional report generation. | Anthropic Paper | GitHub Repository | ✅ Complete | Orchestrator-worker architecture, parallel execution, Exa API integration, export capabilities |
| Open Agent Bazaar | A Swarms-primitives implementation of “Agent Bazaar: Enabling Economic Alignment in Multi-Agent Marketplaces” by Karten, Crow & Jin. Simulates two adversarial markets — The Crash (B2C undercutting cascade) and The Lemon Market (C2C Sybil deception) — and scores models on the Economic Alignment Score (EAS). | arXiv:2605.17698 | GitHub Repository | ✅ Complete | Partial-observability POSG, concurrent agent execution, Stabilizing Firm + Skeptical Guardian harnesses, EAS scalar, model-agnostic via LiteLLM |
