AMAP

STRUCTURED DIRECTORY

Browse multi-agent projects

Filter by keywords, domain, project type, tags, language, self-hosting, and maintenance status. Metrics are build-time snapshots.

CrewAI

Frameworks & Orchestration

framework

A framework for building role-based teams of agents with explicit tasks, processes, tools, delegation, and hierarchical coordination.

role-basedhierarchicalself-hosted
Python MIT Self-hosted
AutoGen

Frameworks & Orchestration

framework

Microsoft's framework for conversational agents that can form teams, exchange messages, use tools, and coordinate complex workflows.

conversationalevent-drivenself-hosted
Python MIT Self-hosted
CAMEL

Frameworks & Orchestration

framework

A research-oriented framework for communicative agents, role-playing societies, task decomposition, and scalable multi-agent experiments.

role-playingresearchself-hosted
Python Apache-2.0 Self-hosted
AgentScope

Frameworks & Orchestration

framework

A developer platform for building, running, and evaluating message-driven multi-agent applications with explicit agent roles.

message-drivenevaluationself-hosted
Python Apache-2.0 Self-hosted
AgentVerse

Frameworks & Orchestration

framework

A framework for deploying multiple LLM agents in task-solving teams and simulation environments with configurable collaboration structures.

simulationtask-solvingself-hosted
Python Apache-2.0 Self-hosted
Langroid

Frameworks & Orchestration

framework

A lightweight framework that organizes LLM applications as communicating agents with tools, tasks, and explicit message passing.

message-passinglightweightself-hosted
Python MIT Self-hosted
Microsoft Agent Framework

Frameworks & Orchestration

framework

An open-source SDK and runtime for composing agents, workflows, handoffs, and team patterns across model providers.

workflowshandoffsself-hosted
Python MIT Self-hosted
OpenAI Agents SDK for Python

Frameworks & Orchestration

framework

A Python SDK for agentic applications with handoffs, agents-as-tools, guardrails, tracing, and multi-agent orchestration patterns.

handoffstracingpython
Python MIT Self-hosted
OpenAI Agents SDK for JavaScript

Frameworks & Orchestration

framework

A JavaScript and TypeScript SDK for composing agents, handoffs, tools, guardrails, and coordinated execution.

handoffstypescripttracing
TypeScript MIT Self-hosted
Swarm

Frameworks & Orchestration

framework

An educational framework exploring lightweight routines and handoffs between independently configured agents.

handoffseducational
Python MIT Self-hosted
Agency Swarm

Frameworks & Orchestration

framework

A framework for creating structured agencies of specialized agents that communicate, delegate, and collaborate through shared tools.

role-basedhandoffsself-hosted
Python MIT Self-hosted
Swarms

Frameworks & Orchestration

framework

A framework offering reusable swarm topologies, hierarchical coordination, concurrent execution, and production-oriented agent orchestration.

swarmhierarchicalconcurrent
Python Apache-2.0 Self-hosted
agentUniverse

Frameworks & Orchestration

framework

An enterprise-oriented multi-agent framework with collaboration patterns, domain components, and configurable agent teams.

enterprisepatternsself-hosted
Python Apache-2.0 Self-hosted
Agno

Frameworks & Orchestration

framework

A framework and runtime for building model-agnostic agents and teams with tools, memory, knowledge, and coordinated workflows.

teamsmemoryself-hosted
Python MPL-2.0 Self-hosted
LangGraph

Frameworks & Orchestration

framework

A graph runtime for durable agent workflows that supports supervisor, swarm, handoff, and parallel multi-agent patterns.

graphdurableself-hosted
Python MIT Self-hosted
LangGraph Swarm

Frameworks & Orchestration

framework

A LangGraph library for building swarm-style teams whose agents transfer control while sharing conversational state.

swarmhandoffsstate
Python MIT Self-hosted
Dapr Agents

Frameworks & Orchestration

framework

A resilient agent framework built on Dapr primitives for workflows, messaging, state, observability, and multi-agent coordination.

distributeddurableself-hosted
Python Apache-2.0 Self-hosted
BotSharp

Frameworks & Orchestration

framework

A modular .NET agent platform with routing, planning, plugins, and multi-agent conversation capabilities.

dotnetpluginsself-hosted
C# Apache-2.0 Self-hosted
Open Multi-Agent

Frameworks & Orchestration

framework

An open-source platform for configuring, coordinating, and operating reusable teams of AI agents.

platformteamsself-hosted
TypeScript Apache-2.0 Self-hosted
ROMA

Frameworks & Orchestration

framework

A recursive multi-agent framework that decomposes complex goals into hierarchical tasks and coordinates specialized workers.

recursivehierarchicaltask-graph
Python Apache-2.0 Self-hosted
Solace Agent Mesh

Communication & Coordination

infrastructure

An event-driven mesh for discovering agents, routing tasks, exchanging results, and coordinating distributed agent workflows.

event-drivenmeshdistributed
Python Apache-2.0 Self-hosted
A2A Protocol

Communication & Coordination

infrastructure

An open protocol and reference implementation for interoperable communication and task exchange between independently built agents.

protocolinteroperabilitya2a
TypeScript Apache-2.0 Self-hosted
Multi-Agent Reference Architecture

Communication & Coordination

infrastructure

A reference implementation demonstrating agent discovery, messaging, orchestration, identity, and operational concerns in a multi-agent system.

referencemessagingarchitecture
Python MIT Self-hosted
Semantic Workbench

Infrastructure & Developer Tools

platform

A development environment for prototyping, observing, and testing conversational agents and multi-agent experiences.

developmentexperimentsself-hosted
Python MIT Self-hosted
Sim

Infrastructure & Developer Tools

platform

A visual open-source platform for composing and running agent workflows, including coordinated multi-agent systems.

visual-builderworkflowsself-hosted
TypeScript Apache-2.0 Self-hosted
Claude Code Multi-Agent Observability

Infrastructure & Developer Tools

platform

A real-time observability interface for inspecting parallel Claude Code agents, events, tool calls, and coordination activity.

claude-coderealtimeobservability
TypeScript MIT Self-hosted
BenchMARL

Evaluation & Benchmarking

benchmark

A standardized library for benchmarking multi-agent reinforcement learning algorithms across environments and reproducible experiment configurations.

marlbenchmarkpytorch
Python MIT Self-hosted
PettingZoo

Evaluation & Benchmarking

benchmark

A standard API and maintained collection of environments for research and evaluation in multi-agent reinforcement learning.

marlenvironmentsapi
Python MIT Self-hosted
SMAC

Evaluation & Benchmarking

benchmark

The StarCraft Multi-Agent Challenge environment for evaluating cooperative multi-agent reinforcement learning methods.

marlcooperativestarcraft
Python MIT Self-hosted
PyMARL

Evaluation & Benchmarking

benchmark

A research framework for cooperative multi-agent reinforcement learning algorithms and experiments built around SMAC.

marlresearchcooperative
Python Apache-2.0 Self-hosted
Melting Pot

Evaluation & Benchmarking

benchmark

A suite of social multi-agent reinforcement learning scenarios for evaluating cooperation, competition, and generalization.

marlsocialgeneralization
Python Apache-2.0 Self-hosted
VMAS

Evaluation & Benchmarking

benchmark

A vectorized differentiable simulator providing fast multi-robot scenarios for multi-agent reinforcement learning research.

marlsimulationrobotics
Python MIT Self-hosted
Multi-Agent Transformer

Evaluation & Benchmarking

benchmark

The official research implementation of a transformer-based architecture for cooperative multi-agent reinforcement learning.

marltransformerresearch
Python MIT Self-hosted
Multi-Agent Particle Environments

Evaluation & Benchmarking

benchmark

A historical set of lightweight particle environments for cooperative and competitive multi-agent reinforcement learning.

marlenvironmentshistorical
Python MIT Self-hosted
AgentOps

Observability, Safety & Governance

infrastructure

An observability and evaluation toolkit for tracing agent sessions, including runs composed of multiple collaborating agents.

tracingevaluationobservability
Python MIT Self-hosted
RagaAI Catalyst

Observability, Safety & Governance

infrastructure

An open-source testing and observability platform for evaluating agentic systems, including multi-agent traces and failures.

testingtracingevaluation
Python Apache-2.0 Self-hosted
Langfuse

Observability, Safety & Governance

infrastructure

An open-source LLM engineering platform whose tracing and evaluation model can inspect nested, multi-agent executions.

tracingevaluationself-hosted
TypeScript MIT Self-hosted
MetaGPT

Coding & Software Engineering

application

A software-company simulation that assigns product, architecture, engineering, and review roles to collaborating agents.

software-companyrole-basedself-hosted
Python MIT Self-hosted
ChatDev

Coding & Software Engineering

application

A virtual software company where agents in specialized roles communicate through structured phases to produce software.

software-companyrole-basedself-hosted
Python Apache-2.0 Self-hosted
Oh My Claude Code

Coding & Software Engineering

application

A Claude Code orchestration layer that coordinates specialized agents, task routing, and parallel software work.

claude-codeparallelorchestration
TypeScript MIT Self-hosted
Gas Town

Coding & Software Engineering

application

A workspace and task orchestration system for coordinating multiple coding agents across persistent software projects.

coding-agentstask-managementparallel
Go MIT Self-hosted
ClawTeam

Coding & Software Engineering

application

A team-oriented coding system that organizes autonomous agents around shared software tasks and collaborative execution.

coding-agentsteamself-hosted
Python Apache-2.0 Self-hosted
Multi-Agent Coding System

Coding & Software Engineering

application

A coding workflow that separates planning, implementation, review, and testing across cooperating specialized agents.

planningreviewtesting
Python MIT Self-hosted
Claude Flow

Coding & Software Engineering

application

An orchestration layer for coordinating Claude-based agent swarms, shared memory, task graphs, and coding workflows.

claude-codeswarmmemory
TypeScript MIT Self-hosted
Claude Code Agents

Coding & Software Engineering

application

A collection and orchestration approach for specialized Claude Code agents that collaborate on engineering workflows.

claude-codespecialistsworkflows
Python MIT Self-hosted
Robin

Research & Science

application

An open scientific research system that coordinates specialized agents for literature search, analysis, and research synthesis.

scienceliteratureresearch
Python MIT Self-hosted
DeerFlow

Research & Science

application

A community-driven deep research framework that coordinates planning, retrieval, reasoning, and report-generation agents.

deep-researchreportsself-hosted
Python MIT Self-hosted
DeepResearchAgent

Research & Science

application

A deep-research agent system that decomposes investigations and coordinates browsing, reasoning, and synthesis components.

deep-researchbrowsingreports
Python Apache-2.0 Self-hosted
Denario

Research & Science

application

A multi-agent scientific platform for idea generation, literature review, experiment planning, and paper drafting.

sciencepaper-writingexperiments
Python MIT Self-hosted
Paper2Agent

Research & Science

application

A system that converts research papers into interactive agent teams capable of using the paper's methods and tools.

paperstool-useresearch
Python MIT Self-hosted
CMBAgent

Research & Science

application

A multi-agent research system for cosmology that coordinates scientific reasoning, coding, retrieval, and validation.

sciencecosmologyvalidation
Python MIT Self-hosted
WarAgent

Research & Science

application

A research implementation using multiple LLM agents to simulate historical decision-making and international conflict dynamics.

simulationhistoryresearch
Python MIT Self-hosted
TradingAgents

Finance & Trading

application

A trading research framework in which analyst, researcher, trader, risk, and portfolio agents debate investment decisions.

tradingdebateresearch
Python Apache-2.0 Self-hosted
FinRobot

Finance & Trading

application

An open financial agent platform with specialized roles for market research, document analysis, forecasting, and reporting.

financeresearchreports
Python Apache-2.0 Self-hosted
TradingAgents-CN

Finance & Trading

application

A Chinese-market adaptation of TradingAgents with localized data sources and collaborative investment-research roles.

a-sharestradingresearch
Python Apache-2.0 Self-hosted
ContestTrade

Finance & Trading

application

A multi-agent trading research platform that compares and coordinates investment strategies in a competitive setting.

tradingcompetitionresearch
Python MIT Self-hosted
ValueCell

Finance & Trading

application

An agentic financial research system that organizes specialized analysts around investment questions and evidence.

financeanalysisresearch
Python Apache-2.0 Self-hosted
MARO

Finance & Trading

application

A multi-agent resource optimization platform with environments for logistics, inventory, and operational decision research.

optimizationlogisticsmarl
Python MIT Self-hosted
application

A practical analytics system where specialized agents inspect schemas, write queries, validate results, and synthesize reports.

postgresqlanalyticsreports
Python MIT Self-hosted
DataBuff

Data & Analytics

application

An open-source data analysis workspace that coordinates agents for exploration, transformation, visualization, and explanation.

analyticsvisualizationself-hosted
Python Apache-2.0 Self-hosted
DATAGEN

Data & Analytics

application

A multi-agent data generation and analysis project that assigns specialized roles across a structured workflow.

data-generationanalysisworkflow
Python MIT Self-hosted
Tyche

Data & Analytics

application

A research system using coordinated agents for structured data analysis, reasoning, and evidence-backed conclusions.

analysisreasoningresearch
Python MIT Self-hosted
Multi-Agent Custom Automation Engine

Enterprise & Productivity

application

A solution accelerator for building configurable enterprise automations from multiple specialized and orchestrated agents.

enterpriseautomationazure
Python MIT Self-hosted
MultiAgentPPT

Enterprise & Productivity

application

A presentation generation system that distributes research, outline, writing, and visual tasks among collaborating agents.

presentationscontentproductivity
Python Apache-2.0 Self-hosted
OWL

Browser & Computer Use

application

A multi-agent framework for real-world tasks that coordinates planning, browser interaction, tool use, and information synthesis.

browsertool-useresearch
Python Apache-2.0 Self-hosted
Nanobrowser

Browser & Computer Use

application

An open-source browser automation product that can coordinate specialized agents for web tasks from a local extension.

browserextensionself-hosted
TypeScript Apache-2.0 Self-hosted
Browser Operator Core

Browser & Computer Use

application

A browser operation core designed to coordinate multiple agent roles across web navigation and task execution.

browserautomationtool-use
TypeScript Apache-2.0 Self-hosted
Shannon

Cybersecurity

application

An autonomous penetration-testing system that coordinates reconnaissance, exploitation, verification, and reporting agents.

pentestingsecurityself-hosted
Python AGPL-3.0 Self-hosted
Pentest Swarm AI

Cybersecurity

application

A security testing swarm that assigns reconnaissance, vulnerability analysis, exploitation, and reporting to specialized agents.

pentestingswarmsecurity
Python MIT Self-hosted
BugTraceAI

Cybersecurity

application

A command-line security analysis system that coordinates multiple agents to investigate code and application vulnerabilities.

securitycode-analysiscli
Python Apache-2.0 Self-hosted
CAGE Challenge 4

Cybersecurity

application

A cyber-defense research environment for training and evaluating teams of agents in adversarial network scenarios.

cyber-defensemarlbenchmark
Python MIT Self-hosted
Multi-Agent Medical Assistant

Healthcare & Life Sciences

application

A medical assistance system that divides symptom analysis, specialist perspectives, and response review among agents.

medicalreviewassistant
Python MIT Self-hosted
Radiology Swarm

Healthcare & Life Sciences

application

A research-oriented agent swarm for coordinating radiology analysis roles and structured clinical reporting.

radiologyswarmresearch
Python Apache-2.0 Self-hosted
Instructional Agents

Education & Learning

application

A research project where multiple instructional agents collaborate on teaching strategies, feedback, and learner support.

educationteachingresearch
Python MIT Self-hosted
Code2Video

Education & Learning

application

A multi-agent system that coordinates script, code, narration, and rendering roles to produce educational videos.

educationvideocontent
Python Apache-2.0 Self-hosted
Multi-Agent Path Planning

Robotics & Embodied AI

research

A collection of centralized and decentralized planning methods for multiple robots navigating shared environments.

roboticspath-planningcoordination
Python MIT Self-hosted
libMultiRobotPlanning

Robotics & Embodied AI

research

A C++ library implementing search-based algorithms for multi-robot path planning and coordinated motion.

roboticspath-planningcpp
C++ BSD-3-Clause Self-hosted
EGO-Planner-Swarm

Robotics & Embodied AI

research

A decentralized trajectory planner for coordinating autonomous drone swarms in cluttered environments.

dronesswarmplanning
C++ GPL-3.0 Self-hosted
SCRIMMAGE

Robotics & Embodied AI

research

A modular simulation environment for developing and testing heterogeneous teams of autonomous vehicles.

roboticssimulationautonomy
C++ BSD-3-Clause Self-hosted
Robotic Warehouse

Robotics & Embodied AI

research

A multi-robot warehouse environment for studying cooperative task allocation and reinforcement learning.

warehousemarlenvironment
Python MIT Self-hosted
Gym PyBullet Drones

Robotics & Embodied AI

research

A PyBullet environment for single and multi-agent reinforcement learning with quadrotor teams.

dronesmarlsimulation
Python MIT Self-hosted
SMART-LLM

Robotics & Embodied AI

research

A multi-agent embodied planning framework that assigns robot skills and decomposes household tasks for robot teams.

embodied-aiplanningrobot-teams
Python MIT Self-hosted
FKIE Multi-Agent Suite

Robotics & Embodied AI

research

A ROS-based suite for operating and coordinating distributed multi-robot systems.

rosroboticsdistributed
Python Apache-2.0 Self-hosted
GCBF+

Robotics & Embodied AI

research

A graph control barrier function framework for safe coordination and control of multi-agent robotic systems.

safetycontrolrobotics
Python MIT Self-hosted
OpenMAS

Robotics & Embodied AI

research

An open framework for modeling, simulating, and controlling networked multi-agent systems.

controlsimulationrobotics
Python MIT Self-hosted
Concordia

Simulation, Social Systems & Games

research

A library for building generative social simulations in which language-model agents interact within structured worlds.

social-simulationgenerativeresearch
Python Apache-2.0 Self-hosted
Digital Ecosystem

Simulation, Social Systems & Games

research

A research environment for studying populations of interacting agents, cultural evolution, and emergent collective behavior.

simulationemergenceresearch
Python Apache-2.0 Self-hosted
NegMAS

Simulation, Social Systems & Games

research

A framework for automated negotiation among autonomous agents, including protocols, mechanisms, tournaments, and simulation.

negotiationsimulationprotocols
Python MIT Self-hosted
MaDKit

Simulation, Social Systems & Games

research

A long-running Java platform for organization-centered multi-agent systems and simulation.

simulationjavaorganizations
Java GPL-3.0 Self-hosted
MATSim

Simulation, Social Systems & Games

research

A large-scale agent-based transport simulation framework modeling individual travelers and system-level interactions.

transportsimulationagent-based
Java GPL-2.0 Self-hosted
MASSim

Simulation, Social Systems & Games

research

The 2020 Multi-Agent Systems Contest server and scenario implementation for coordinated team competition.

competitionsimulationhistorical
Java GPL-3.0 Self-hosted
OpenOcta

Marketing, Media & Content

application

An open-source marketing workspace that coordinates specialized agents across research, strategy, content, and campaigns.

marketingcontentself-hosted
TypeScript AGPL-3.0 Self-hosted
OpenCMO

Marketing, Media & Content

application

A multi-agent marketing application that assigns planning, analysis, content, and growth responsibilities to specialist roles.

marketingstrategycontent
TypeScript MIT Self-hosted
Due Diligence Agents

Legal & Compliance

application

A collaborative agent workflow for collecting evidence, reviewing risks, and preparing structured due-diligence findings.

due-diligenceresearchcompliance
Python MIT Self-hosted
MASER

Legal & Compliance

application

A research implementation exploring multi-agent reasoning and evidence synthesis for complex domain questions.

reasoningevidenceresearch
Python Apache-2.0 Self-hosted
Eliza

General-Purpose Agent Products

product

An open-source platform for operating autonomous agents and coordinated multi-agent experiences across communication channels.

platformsocialself-hosted
TypeScript MIT Self-hosted
Hive

General-Purpose Agent Products

product

A general-purpose product for organizing multiple agents around persistent tasks, shared context, and team execution.

teamstasksself-hosted
TypeScript Apache-2.0 Self-hosted