Frameworks & Orchestration
A framework for building role-based teams of agents with explicit tasks, processes, tools, delegation, and hierarchical coordination.
STRUCTURED DIRECTORY
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Frameworks & Orchestration
A framework for building role-based teams of agents with explicit tasks, processes, tools, delegation, and hierarchical coordination.
Frameworks & Orchestration
Microsoft's framework for conversational agents that can form teams, exchange messages, use tools, and coordinate complex workflows.
Frameworks & Orchestration
A research-oriented framework for communicative agents, role-playing societies, task decomposition, and scalable multi-agent experiments.
Frameworks & Orchestration
A developer platform for building, running, and evaluating message-driven multi-agent applications with explicit agent roles.
Frameworks & Orchestration
A framework for deploying multiple LLM agents in task-solving teams and simulation environments with configurable collaboration structures.
Frameworks & Orchestration
A lightweight framework that organizes LLM applications as communicating agents with tools, tasks, and explicit message passing.
Frameworks & Orchestration
An open-source SDK and runtime for composing agents, workflows, handoffs, and team patterns across model providers.
Frameworks & Orchestration
A Python SDK for agentic applications with handoffs, agents-as-tools, guardrails, tracing, and multi-agent orchestration patterns.
Frameworks & Orchestration
A JavaScript and TypeScript SDK for composing agents, handoffs, tools, guardrails, and coordinated execution.
Frameworks & Orchestration
An educational framework exploring lightweight routines and handoffs between independently configured agents.
Frameworks & Orchestration
A framework for creating structured agencies of specialized agents that communicate, delegate, and collaborate through shared tools.
Frameworks & Orchestration
A framework offering reusable swarm topologies, hierarchical coordination, concurrent execution, and production-oriented agent orchestration.
Frameworks & Orchestration
An enterprise-oriented multi-agent framework with collaboration patterns, domain components, and configurable agent teams.
Frameworks & Orchestration
A framework and runtime for building model-agnostic agents and teams with tools, memory, knowledge, and coordinated workflows.
Frameworks & Orchestration
A graph runtime for durable agent workflows that supports supervisor, swarm, handoff, and parallel multi-agent patterns.
Frameworks & Orchestration
A LangGraph library for building swarm-style teams whose agents transfer control while sharing conversational state.
Frameworks & Orchestration
A resilient agent framework built on Dapr primitives for workflows, messaging, state, observability, and multi-agent coordination.
Frameworks & Orchestration
A modular .NET agent platform with routing, planning, plugins, and multi-agent conversation capabilities.
Frameworks & Orchestration
An open-source platform for configuring, coordinating, and operating reusable teams of AI agents.
Frameworks & Orchestration
A recursive multi-agent framework that decomposes complex goals into hierarchical tasks and coordinates specialized workers.
Communication & Coordination
An event-driven mesh for discovering agents, routing tasks, exchanging results, and coordinating distributed agent workflows.
Communication & Coordination
An open protocol and reference implementation for interoperable communication and task exchange between independently built agents.
Communication & Coordination
A reference implementation demonstrating agent discovery, messaging, orchestration, identity, and operational concerns in a multi-agent system.
Infrastructure & Developer Tools
A development environment for prototyping, observing, and testing conversational agents and multi-agent experiences.
Infrastructure & Developer Tools
A visual open-source platform for composing and running agent workflows, including coordinated multi-agent systems.
Infrastructure & Developer Tools
A real-time observability interface for inspecting parallel Claude Code agents, events, tool calls, and coordination activity.
Evaluation & Benchmarking
A standardized library for benchmarking multi-agent reinforcement learning algorithms across environments and reproducible experiment configurations.
Evaluation & Benchmarking
A standard API and maintained collection of environments for research and evaluation in multi-agent reinforcement learning.
Evaluation & Benchmarking
The StarCraft Multi-Agent Challenge environment for evaluating cooperative multi-agent reinforcement learning methods.
Evaluation & Benchmarking
A research framework for cooperative multi-agent reinforcement learning algorithms and experiments built around SMAC.
Evaluation & Benchmarking
A suite of social multi-agent reinforcement learning scenarios for evaluating cooperation, competition, and generalization.
Evaluation & Benchmarking
A vectorized differentiable simulator providing fast multi-robot scenarios for multi-agent reinforcement learning research.
Evaluation & Benchmarking
The official research implementation of a transformer-based architecture for cooperative multi-agent reinforcement learning.
Evaluation & Benchmarking
A historical set of lightweight particle environments for cooperative and competitive multi-agent reinforcement learning.
Observability, Safety & Governance
An observability and evaluation toolkit for tracing agent sessions, including runs composed of multiple collaborating agents.
Observability, Safety & Governance
An open-source testing and observability platform for evaluating agentic systems, including multi-agent traces and failures.
Observability, Safety & Governance
An open-source LLM engineering platform whose tracing and evaluation model can inspect nested, multi-agent executions.
Coding & Software Engineering
A software-company simulation that assigns product, architecture, engineering, and review roles to collaborating agents.
Coding & Software Engineering
A virtual software company where agents in specialized roles communicate through structured phases to produce software.
Coding & Software Engineering
A Claude Code orchestration layer that coordinates specialized agents, task routing, and parallel software work.
Coding & Software Engineering
A workspace and task orchestration system for coordinating multiple coding agents across persistent software projects.
Coding & Software Engineering
A team-oriented coding system that organizes autonomous agents around shared software tasks and collaborative execution.
Coding & Software Engineering
A coding workflow that separates planning, implementation, review, and testing across cooperating specialized agents.
Coding & Software Engineering
An orchestration layer for coordinating Claude-based agent swarms, shared memory, task graphs, and coding workflows.
Coding & Software Engineering
A collection and orchestration approach for specialized Claude Code agents that collaborate on engineering workflows.
Research & Science
An open scientific research system that coordinates specialized agents for literature search, analysis, and research synthesis.
Research & Science
A community-driven deep research framework that coordinates planning, retrieval, reasoning, and report-generation agents.
Research & Science
A deep-research agent system that decomposes investigations and coordinates browsing, reasoning, and synthesis components.
Research & Science
A multi-agent scientific platform for idea generation, literature review, experiment planning, and paper drafting.
Research & Science
A system that converts research papers into interactive agent teams capable of using the paper's methods and tools.
Research & Science
A multi-agent research system for cosmology that coordinates scientific reasoning, coding, retrieval, and validation.
Research & Science
A research implementation using multiple LLM agents to simulate historical decision-making and international conflict dynamics.
Finance & Trading
A trading research framework in which analyst, researcher, trader, risk, and portfolio agents debate investment decisions.
Finance & Trading
An open financial agent platform with specialized roles for market research, document analysis, forecasting, and reporting.
Finance & Trading
A Chinese-market adaptation of TradingAgents with localized data sources and collaborative investment-research roles.
Finance & Trading
A multi-agent trading research platform that compares and coordinates investment strategies in a competitive setting.
Finance & Trading
An agentic financial research system that organizes specialized analysts around investment questions and evidence.
Finance & Trading
A multi-agent resource optimization platform with environments for logistics, inventory, and operational decision research.
Data & Analytics
A practical analytics system where specialized agents inspect schemas, write queries, validate results, and synthesize reports.
Data & Analytics
An open-source data analysis workspace that coordinates agents for exploration, transformation, visualization, and explanation.
Data & Analytics
A multi-agent data generation and analysis project that assigns specialized roles across a structured workflow.
Data & Analytics
A research system using coordinated agents for structured data analysis, reasoning, and evidence-backed conclusions.
Enterprise & Productivity
A solution accelerator for building configurable enterprise automations from multiple specialized and orchestrated agents.
Enterprise & Productivity
A presentation generation system that distributes research, outline, writing, and visual tasks among collaborating agents.
Enterprise & Productivity
An enterprise content workflow that coordinates specialized agents for planning, generation, review, and refinement.
Browser & Computer Use
A multi-agent framework for real-world tasks that coordinates planning, browser interaction, tool use, and information synthesis.
Browser & Computer Use
An open-source browser automation product that can coordinate specialized agents for web tasks from a local extension.
Browser & Computer Use
A browser operation core designed to coordinate multiple agent roles across web navigation and task execution.
Cybersecurity
An autonomous penetration-testing system that coordinates reconnaissance, exploitation, verification, and reporting agents.
Cybersecurity
A security testing swarm that assigns reconnaissance, vulnerability analysis, exploitation, and reporting to specialized agents.
Cybersecurity
A command-line security analysis system that coordinates multiple agents to investigate code and application vulnerabilities.
Cybersecurity
A cyber-defense research environment for training and evaluating teams of agents in adversarial network scenarios.
Healthcare & Life Sciences
A healthcare workflow accelerator coordinating agents for document intake, policy checks, clinical review, and authorization support.
Healthcare & Life Sciences
A medical assistance system that divides symptom analysis, specialist perspectives, and response review among agents.
Healthcare & Life Sciences
A research-oriented agent swarm for coordinating radiology analysis roles and structured clinical reporting.
Education & Learning
A research project where multiple instructional agents collaborate on teaching strategies, feedback, and learner support.
Education & Learning
A multi-agent system that coordinates script, code, narration, and rendering roles to produce educational videos.
Robotics & Embodied AI
A collection of centralized and decentralized planning methods for multiple robots navigating shared environments.
Robotics & Embodied AI
A C++ library implementing search-based algorithms for multi-robot path planning and coordinated motion.
Robotics & Embodied AI
A decentralized trajectory planner for coordinating autonomous drone swarms in cluttered environments.
Robotics & Embodied AI
A modular simulation environment for developing and testing heterogeneous teams of autonomous vehicles.
Robotics & Embodied AI
A multi-robot warehouse environment for studying cooperative task allocation and reinforcement learning.
Robotics & Embodied AI
A PyBullet environment for single and multi-agent reinforcement learning with quadrotor teams.
Robotics & Embodied AI
A multi-agent embodied planning framework that assigns robot skills and decomposes household tasks for robot teams.
Robotics & Embodied AI
A ROS-based suite for operating and coordinating distributed multi-robot systems.
Robotics & Embodied AI
A graph control barrier function framework for safe coordination and control of multi-agent robotic systems.
Robotics & Embodied AI
An open framework for modeling, simulating, and controlling networked multi-agent systems.
Simulation, Social Systems & Games
A library for building generative social simulations in which language-model agents interact within structured worlds.
Simulation, Social Systems & Games
A research environment for studying populations of interacting agents, cultural evolution, and emergent collective behavior.
Simulation, Social Systems & Games
A framework for automated negotiation among autonomous agents, including protocols, mechanisms, tournaments, and simulation.
Simulation, Social Systems & Games
A long-running Java platform for organization-centered multi-agent systems and simulation.
Simulation, Social Systems & Games
A large-scale agent-based transport simulation framework modeling individual travelers and system-level interactions.
Simulation, Social Systems & Games
The 2020 Multi-Agent Systems Contest server and scenario implementation for coordinated team competition.
Marketing, Media & Content
An open-source marketing workspace that coordinates specialized agents across research, strategy, content, and campaigns.
Marketing, Media & Content
A multi-agent marketing application that assigns planning, analysis, content, and growth responsibilities to specialist roles.
Legal & Compliance
A collaborative agent workflow for collecting evidence, reviewing risks, and preparing structured due-diligence findings.
Legal & Compliance
A research implementation exploring multi-agent reasoning and evidence synthesis for complex domain questions.
Customer Service & Sales
A reference application that routes customer requests among specialized service agents using Amazon Bedrock.
Customer Service & Sales
AWS guidance and code for orchestrating specialized agents in support and service workflows.
General-Purpose Agent Products
An open-source platform for operating autonomous agents and coordinated multi-agent experiences across communication channels.
General-Purpose Agent Products
A general-purpose product for organizing multiple agents around persistent tasks, shared context, and team execution.