Open-source ROS-based simulator enabling multi-agent autonomous racing with customizable control and realistic vehicle dynamics.
- Dual-agent simulation in Gazebo
Best AI Agents for Development Environment Workflows (258)
Tools in this category give developers the groundwork for building and running AI agents: frameworks and SDKs, orchestration libraries for multi-step LLM workflows, self-hosted management consoles, managed hosting for agent runtimes, and simulation environments with benchmarks for reinforcement learning. Use them to prototype an agent, wire up memory and tool calls, test behaviour, then deploy it.
258 agents · Updated September 29, 2026
Skeernir is an AI agent framework template that enables automated game playing and process control via puppet master interfaces.
- Puppet master–style control APIs
- Cross-platform compatibility
An open-source AI agent design studio to visually orchestrate, configure, and deploy multi-agent workflows seamlessly.
- LLM integration management
- Vector store connectivity
- Conversation memory and logging
A Java-based multi-agent communication demo using JADE, showcasing two-way interaction, message parsing, and agent coordination.
- Message template filtering
- Console-based conversation logging
MARFT is an open-source multi-agent RL fine-tuning toolkit for collaborative AI workflows and language model optimization.
- Multi-agent orchestration API
- Role and memory management
- Environment simulation toolkit
An open-source Python framework enabling design, training, and evaluation of cooperative and competitive multi-agent reinforcement learning systems.
- GPU acceleration with PyTorch
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Letta is an AI agent orchestration platform enabling creation, customization, and deployment of digital workers to automate business workflows.
- Visual workflow builder
- Multi-model agent orchestration
- API and data integration
Humen is an AI agent designed for human-like conversation and assistance.
- Natural language understanding
- Realistic conversation simulation
- Task automation
MARTI is an open-source toolkit offering standardized environments and benchmarking tools for multi-agent reinforcement learning experiments.
BeeAI is a no-code AI agent builder for custom customer support, content generation, and data analysis.
- No-code agent builder
- Vector database integration
- Agent memory management
Open-source framework with multi-agent system modules and distributed AI coordination algorithms for consensus, negotiation, and collaboration.
- Built-in simulation environments
AIPE is an open-source AI agent framework providing memory management, tool integration, and multi-agent workflow orchestration.
- Modular agent orchestration
- Dynamic tool and API integration
- Multi-agent collaboration
CrewAI Quickstart provides a Node.js template to rapidly configure, run, and manage conversational AI agents via CrewAI API.
- Prebuilt Node.js agent template
- Environment variable management
- Sample API integration scripts
Labs is an AI orchestration framework enabling developers to define and run autonomous LLM agents via a simple DSL.
- DSL syntax for agent definition
- Prompt and context management
- Conditional branching and loops
An AI agent-based multi-agent system using 2APL and genetic algorithms to solve the N-Queen problem efficiently.
An open-source Python framework offering diverse multi-agent reinforcement learning environments for training and benchmarking AI agents.
- OpenAI Gym-compatible API
AI Terminal is a command-line tool enabling chat with AI models and automating shell, SQL, and HTTP commands.
- Interactive AI chat in terminal
- SQL query creation and execution
- HTTP request crafting and testing
Privasea is an AI agent for enhanced online privacy and cybersecurity.
- Data breach monitoring
- Privacy settings management
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AICell is an AI agent that generates human-like conversations and provides customer support.
- Natural language processing
- Conversation generation
- Customer support automation
Self-hosted AI agent management platform enabling creation, customization, and deployment of GPT-based chatbots with memory and plugin support.
- Multi-agent chatbot creation
- Plugin and tool integration
- Vector-based memory management
An open-source FastAPI starter template leveraging Pydantic and OpenAI to scaffold AI-driven API endpoints with customizable agent configurations.
- FastAPI route and dependency setup
AI Engineer DevTools is a CLI toolkit offering scaffolding, code generation, testing, deployment, and monitoring for AI agents.
- Project scaffolding for AI agents
- Automated testing integration
- CI/CD pipeline examples
LangChain is an open-source framework enabling developers to build LLM-powered chains, agents, memories, and tool integrations.
- PromptTemplates
- Chains abstraction
- Agent orchestration
A reinforcement learning framework enabling autonomous robots to navigate and avoid collisions in multi-agent environments.
- Pre-trained models for quick start
- GPU-accelerated training support
- Customizable simulation scenarios
Cloudflare Agents lets developers build autonomous AI agents at the edge, integrating LLMs with HTTP endpoints and actions.
- Autonomous agent orchestration
- Custom action handlers
- HTTP request and response handling
Enhances AI code assistants by extracting and supplying relevant code context with AST analysis for more accurate completions.
- AST-based code context extraction
A Java-based multi-agent system demonstration using JADE framework to model agent interactions, negotiations, and task coordination.
- ACL-based inter-agent messaging
- Contract net negotiation protocol
Clear Agent is an open-source framework enabling developers to build customizable AI agents that process user input and execute actions.
- Agent class abstraction
- Tool and plugin registry
- Memory and context management
Aurora coordinates multi-step planning, execution, and tool usage workflows for autonomous generative AI agents powered by LLMs.
- LLM-driven planning
- Executor module for task execution
- Dynamic re-planning capabilities
Open-source Python framework to build AI agents with memory management, tool integration, and multi-agent orchestration.
- Agent creation and customization
- Memory management modules
- Tool integration and wrappers
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Deploy LlamaIndex-powered AI agents as scalable, serverless chat APIs across AWS Lambda, Vercel, or Docker.
- Serverless chat API provisioning
- Token-based authentication
- Built-in logging and monitoring
A Docker-based framework to rapidly deploy and orchestrate autonomous GPT agents with built-in dependencies for reproducible development environments.
A modular AI Agent framework with memory management, multi-step conditional planning, chain-of-thought, and OpenAI API integration.
- Dynamic memory management
- Multi-step conditional planning
- Configurable prompt management
ReasonChain is a Python library for building modular reasoning chains with LLMs, enabling step-by-step problem solving.
- Multi-LLM provider integration
- Built-in debugging and logging
- Extensible user-defined modules
A Java-based platform enabling development, simulation, and deployment of intelligent multi-agent systems with communication, negotiation, and learning capabilities.
- FIPA-compliant agent communication
- Reinforcement learning integration
- Custom behavior plugin support
A Python OpenAI Gym environment simulating the Beer Game supply chain for training and evaluating RL agents.
- OpenAI Gym compliant environment
A CLI toolkit to scaffold, test, and deploy autonomous AI agents with built-in workflows and LLM integrations.
- Project scaffolding for AI agents
- Custom workflow definition
- Plugin architecture for extensions
An open-source Python framework enabling rapid development and orchestration of modular AI agents with memory, tool integration, and multi-agent workflows.
- Conversation memory management
- Prompt template engine
- Multi-agent orchestration
A GitHub repository showcasing code samples for building autonomous AI agents on Azure with memory, planning, and tool integration.
VMAS is a modular MARL framework that enables GPU-accelerated multi-agent environment simulation and training with built-in algorithms.
Enables GPT-3.5/4 to call and execute developer-defined functions for dynamic, structured API-driven conversational tool integrations.
- Structured JSON output handling
- Seamless API and tool integration
An AI-powered CLI tool that converts natural English requests into safe shell commands and executes them interactively.
- Command preview and confirmation
- Interactive chat history
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An open-source Python framework for building modular AI agents with pluggable LLMs, memory, tool integration, and multi-step planning.
- Modular agent architecture
- Custom tool and API integration
A Python framework to build and simulate multiple intelligent agents with customizable communication, task allocation, and strategic planning.
- Environment modeling modules
- Dynamic task allocation
- Customizable agent behaviors
A multi-agent reinforcement learning environment simulating vacuum cleaning robots collaboratively navigating and cleaning dynamic grid-based scenarios.
- Grid-based multi-agent environment
- Customizable map parameters
- Stochastic dynamics support
LangGraph Studio is an IDE for developing AI agents using LangChain.
- Visual workflow design
- Real-time debugging
- Version control integration
Brian Knows is an AI Agent designed for personalized knowledge assistance and insights.
- Personalized insights
- Data synthesis
- Information retrieval
An open-source RL agent for Yu-Gi-Oh duels, providing environment simulation, policy training, and strategy optimization.
- DQN-based training module
- Performance logging and metrics
- Support for human and AI opponents
InfantAgent is a Python framework for rapidly building intelligent AI agents with pluggable memory, tools, and LLM support.
- Persistent memory management
- Modular tool invocation
- Policy-based decision engine
A CLI client to interact with Ollama LLM models locally, enabling multi-turn chat, streaming outputs, and prompt management.
- Multi-turn conversation
- Real-time streaming output
- Customizable prompt templates
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