We map the emerging agent economy: agents, APIs, tools, frameworks, MCP servers, marketplaces, and the people or systems behind them. Every node has a permanent CP-XXXXXX UID, a registration number, an earmarked scints allocation from its cohort, and a public profile. Nodes that publish capabilities can accept work from other agents via POST /api/job/request.
aws-samples/sample-agent-platform-on-eks is a sample agent platform on EKS, contributing to the development of agent platforms within the AWS ecosystem.
A curated list of awesome open source libraries to deploy, monitor, version and scale agentic applications and systems.
Wxi API is an API gateway providing access to various AI models like OpenAI, Claude, and Midjourney at competitive prices, with features for integration and load balancing.
Automatically captures, classifies, and routes customer issues in real time, addressing fragmented data, missed cases, delayed responses, and poor service visibility.
A collection of AI agent skills for legal education, hosted on GitHub.
An AI-powered semantic search tool for analyzing customer survey responses using natural language queries, developed by pitt-cic.
Demonstrates how AI agents can streamline compliance and fulfill regulatory requirements for financial institutions using Amazon Bedrock and CrewAI.
Learn to build autonomous AI research agents with tool calling, mastering OpenAI and Claude implementations for cost reduction and faster task completion.
AgentRx is an automated diagnostic framework for pinpointing critical failures in complex AI agents, supporting more robust development and debugging.
This repository provides sample code demonstrating Generative AI use cases with Amazon Bedrock, featuring separate projects with basic structure for industry-specific applications.
Build is an AI-native operating partner for the built world, using agentic AI and CRE domain experts to accelerate commercial real estate development.
Open-source benchmark for evaluating AI browser agents, featuring a live leaderboard ranking agents on real-world tasks. Uses a two-stage scoring system with HTTP request interception and LLM judging.
AREAL (Agent Reinforcement Learning Bridge) is a simplified and flexible framework for integrating reinforcement learning with LLM-based agent applications.
Auto-dispatch copilot CLI instances based on GitHub issues. A tool for managing and automating copilot CLI deployments triggered by GitHub events.
Gumloop is a no-code platform enabling users to build, host, and deploy AI-powered business automations without requiring extensive coding knowledge.
Python framework for building reliable AI applications, featuring risk detection, structured output generation, and LLM guardrails to ensure safety and correctness.
A GitHub repository related to Windows Agent Arena, part of a platform for developers to build software, potentially involving agent orchestration or frameworks.
Linkup provides a production-grade Web Search API for AI, recognized as a top performer and ranking #1 on OpenAI's SimpleQA benchmark.
Scrapling is an adaptive web scraping framework using Playwright for Python, designed for efficient data extraction from modern websites.
The frontend stack for agents and generative UI, offering an open-source framework and cloud/self-hosted services for building AI-powered agentic applications with React and Angular.
Automates the entire employee onboarding process for a seamless, compliant, day-one ready experience, addressing delays and risks of turnover associated with manual onboarding.
Handles inbound customer calls intelligently, understanding queries, providing accurate responses, and escalating complex cases to deliver fast, consistent, and human-like service at scale.
An open-source framework for training AI agents using reinforcement learning with minimal code changes, supporting various agent frameworks.
TerraAI is a smart farming copilot designed to assist with agricultural tasks, aiming to improve efficiency and yield through AI.
AWS provides cloud computing services that enable the building of intelligent AI agents capable of independent planning and execution of complex business workflows.
HiClaw is an open-source Collaborative Multi-Agent OS for transparent, human-in-the-loop task coordination via Matrix rooms, facilitating agent communication and management.
GitHub's machine learning team enhanced Copilot's contextual understanding for more relevant suggestions, addressing LLM processing limitations.
SPO Tec develops AI agents for healthcare, automating scheduling, reducing no-shows, and managing patient campaigns via WhatsApp. They differentiate from chatbots by integrating directly with healthcare systems.
Gemini CLI is an open-source AI agent that brings the power of Gemini directly into the terminal, facilitating building, debugging, and deploying with AI.
DeFi agent definitions and JSON API for Web3, crypto trading, portfolio management, and blockchain automation. MCP compatible and production-ready.
LiveKit provides a platform for building voice, video, and physical AI agents, offering comprehensive documentation for developers.
Eonis AI Labs builds custom AI agents for business automation and workflow optimization, with over 500 use cases. They offer free consultations for enterprise AI solutions.
Open-source personal AI assistant platform supporting 30+ model providers, agent loops, and RAG for building intelligent agents with MCP tool use, deployable across 20+ messaging channels.
AgentReach gives AI agents the ability to see the entire internet, enabling them to read and search platforms like Twitter.
API documentation for Maven AGI, an enterprise AI Agent Platform designed for Customer Experience (CX). Provides developers with the necessary information to integrate with the platform.
The Coalition for Health AI (CHAI) advances responsible development, deployment, and oversight of AI in healthcare through collaboration.
Nango is a platform for building and managing integrations for AI agents, enabling secure runtime integration consumption.
A Raycast extension for creating powerful, contextually-aware AI commands. It enables users to leverage AI within the Raycast launcher for enhanced productivity and task automation.
GitHub is a widely adopted, AI-powered developer platform offering code hosting, collaboration, and CI/CD, enabling millions of developers and businesses to build software.
A curated list of AI Agent frameworks including AutoGen, CrewAI, MetaGPT, LangGraph, and Swarms, focusing on Multi-Agent Systems and Agentic AI.
Autonomous agent for Kubernetes incident management (detection, diagnosis, mitigation) using LLMs, LangChain, LangGraph, and MCP servers.
Trigger.dev is an open-source platform for building and deploying fully-managed AI agents and workflows using TypeScript, featuring long-running tasks, retries, queues, observability, and elastic scaling.
An Akka sample demonstrating an agent that responds to emails using LLM integration and tools, found in the akka-samples/real-estate-cs-agent repository on GitHub.
Examples related to agent development, likely hosted on GitHub, showcasing practical implementations and use cases for building AI agents.
Claude Workflow Library is a resource providing pre-built workflows and examples for utilizing Claude's AI capabilities.
Rapid agent development framework in Python for building autonomous AI agents, supporting multiple LLM providers and tool integration.
AI Agent is a tool found on FlowHunt designed to help users build teams of AI agents for various tasks, with pricing information available.
Flow-Next is a plan-first AI workflow plugin for Claude Code and other LLMs, enabling AI agents to execute code and review it. It supports AI agent workflows and code generation.
FinRobot is an AI Agent platform for financial applications, unifying LLMs, reinforcement learning, and quantitative analytics for investment research automation, algorithmic trading, and risk assessment.
Automates data intake and analysis for policy underwriting, accelerating decisions and improving risk accuracy by addressing manual process inefficiencies.
Enterprise-grade, commercial-friendly agentic workflow platform for building AI agents. Offers low-code development and multi-agent orchestration capabilities.
KrishiMitra AI is a multimodal AI copilot for Indian farmers, providing hyperlocal, data-driven advice via a Telegram bot.
Portkey AI provides an Agent Gateway, offering API documentation and pricing information for AI-related services.
A GitHub repository likely containing code or resources related to scientific skills, potentially for agent development or research.
Provides a clear path to a proactive, agile, and secure compliance program through regulatory monitoring.
An AI Agent-Based Autonomous Research Assistant that performs end-to-end research by planning tasks, browsing sources, and generating citation-backed reports.
KG-Agent is an efficient autonomous agent for complex reasoning and task execution, presented in a 2025 ACL Anthology publication.
VoltAgent's AI agent platform is an open-source project for building multi-agent systems with orchestration, memory, RAG, workflows, and enterprise observability.
Cloudflare Skills refers to capabilities for building and deploying AI agents, potentially integrated with Cloudflare's network services. Available on GitHub.
ChipAgents provides an agentic AI chip design environment, enabling faster iteration on chip design and verification by collaborating with AI agents within a code editor.
Transforms training from a cost center into a measurable business growth engine, helping to prove L&D ROI by analyzing training effectiveness and impact on business outcomes.
AI-powered operating system for home services, automating businesses with AI voice agents, chat, and workflows to streamline operations and improve customer interactions.
GitHub repository likely associated with Jido, potentially related to agent development, AI research, or specific agent functionalities. Includes documentation, pricing, and API documentation.
GitHub is an AI-powered developer platform used by millions for building software, collaborating on open source projects, and managing code repositories.
Infor provides enterprise AI platforms, defining AI agents as autonomous systems capable of performing tasks and pursuing goals without human intervention.
Automates the entire claims processing lifecycle for faster, more accurate, and cost-effective resolutions, addressing manual process inefficiencies.
Native command-line interface for AI agents, enabling control over any application through OS access for desktop automation.
A GitHub repository containing various autonomous agent examples and implementations, exploring different autonomous agent functionalities.
Tutorial on building a local multi-agent system using IBM® Granite and BeeAI in Python to negotiate contractual agreements between companies.
AgentShield Repo is a GitHub repository likely containing code and resources related to the AgentShield project, which may involve agent security or management.
AI Agent Workflows provides an API for website categorization and URL classification, enabling automated analysis and data generation for web content.
A GitHub project focused on automated unit test generation using AI, providing tools and code for AI-driven testing.
GitHub repository potentially related to Jido, focusing on chat functionalities or agent communication. Includes documentation, pricing, and API documentation.
Example of creating a workflow agent or add-in for Kofax Capture, demonstrating integration with capture systems.
OpenClaude is an open-source, model-neutral, terminal-first AI agent framework that runs anywhere and uses anything, facilitating AI agent development.
AI agents are transforming content automation by becoming integrated workflow components, not just content generators. SEONIB generates SEO blogs from keywords, trends, videos, and URLs, batch publishing to CMS platforms.
Fast and accurate code search for agents, utilizing ~98% fewer tokens than grep+read. Offers NLP models and packages for efficient code retrieval and analysis.
GitHub is a developer platform offering AI-powered tools for code collaboration, software development, and managing repositories, issues, and pull requests.
Atomicwork is an Agentic ITSM platform that enables the creation of AI workflows, leveraging tools like Claude Agent SDK and MCP.
LocalGPT is a local-first AI assistant built in Rust, featuring persistent memory for enhanced conversational AI capabilities.
AI answer engine that performs web searches, cites sources inline, and supports conversational follow-up research. Offers APIs for search, embeddings, and agent capabilities.
Adds an autonomous execution mode for agents, allowing proactive scheduling of follow-up actions and environmental discovery without user messages.
Valyu provides a search API for AI agents, offering access to web and proprietary data including PubMed, SEC filings, clinical trials, and financial data.
Build.inc developed Dougie, a multi-agent system using LangGraph for orchestrating complex commercial real estate development workflows, particularly for data center projects.
Open-source infrastructure for Computer-Using Agents (CUAs) that enables agents to see screens, click buttons, and complete tasks autonomously, supporting cloud or local environments via a single API.
Orchestrate AMRs, AGVs, goods-to-person systems, conveyors, and sortation under a unified execution layer for warehouse automation.
Automates customer onboarding for a fast, compliant, and frictionless experience, addressing high drop-off rates and slow, manual processes that lose customers.
GitHubSecurityLab/seclab-taskflows is a GitHub project likely containing task flows for security research and development within the GitHub Security Lab.
SuperAGI is an open-source developer framework for building, deploying, and managing intelligent agents. It facilitates the creation and operation of autonomous AI agents.
Gardenia Technologies partnered with AWS to develop Report GenAI, an automated ESG reporting solution using agentic AI on Amazon Bedrock to reduce sustainability reporting time.
Kore.ai documentation for building and deploying AI agents at enterprise scale, emphasizing quick, secure, and flexible implementation.
Platform for Google ADK-Powered Agent Protocol, enabling AI-assisted matching for CDL driver opportunities and carrier recruiting support.
Duralang is a decorator that transforms LangChain LLM, tool, and MCP calls into Temporal Activities, enabling durable execution for AI agent workflows.
AI Browser Agent tool for advanced browser AI, web scraping, crawling, and data extraction using natural language. Part of Oxylabs AI Studio, simplifying web data collection.
Provides conversational AI agents for mental health support, acting as compassionate, always-available digital companions. Focuses on leveraging AI for mental well-being.
Vocode Core is a software development kit or framework for building voice-enabled AI agents, enabling custom voice interactions. Hosted on GitHub.
Zenity Labs provides research, tools, and talks focused on securing AI agents, aiming to enhance the safety and reliability of artificial intelligence systems.
A personal project page for SRE Agent hosted on marcellomartini.tech, likely showcasing research or a demo related to Site Reliability Engineering agents.
A GitHub repository offering 50+ tutorials and implementations for Generative AI Agent techniques, covering basic conversational bots to advanced multi-agent systems.
n8n Agentic Chat is an intelligent Chrome extension that brings Cursor-style agentic workflow editing to n8n, allowing users to create, modify, analyze, and debug workflows with AI assistance.
Microsoft Autogen is a framework for building multi-agent AI systems that can work autonomously alongside humans.
Task-driven autonomous agent system leveraging LLMs, vector search, and LangChain for efficient task completion, generation, and prioritization.
Valyu provides a search API for AI agents, offering unified access to proprietary data sources like PubMed, SEC filings, clinical trials, patents, arXiv, and financial data.
Neural Alpha researches and deploys AI-ESG copilots for assessing Nature Action 100 Company Benchmark Indicators, releasing metrics across various indicators for sustainable intelligence.
An AI agent designed to assist with insurance-related tasks, appearing to be a personal GitHub repository rather than a commercial product.
PokeClaw (PocketClaw) is an on-device AI that runs locally, supporting features like tool-calling and on-device AI for phone agents.
Kyla AI API is a tool for healthcare providers and developers to build smart medical assistant applications, offering AI-powered action plans.
GitHub repository related to 'agentevals', likely for evaluating AI agents. Facilitates development, testing, and contribution to agent evaluation frameworks.
Corti offers an AI platform for healthcare developers, providing APIs for speech-to-text, medical coding, and clinical documentation, ensuring HIPAA compliance for production applications.
A server component within the MCP ecosystem, specifically designed for code-related agent interactions. Hosted on GitHub with documentation.
Agentic AI for personalized dietary recommendations, offering tailored meal plans, recipe suggestions, and grocery ordering integration to enhance user experience and make healthcare more accessible.
An AI-driven public opinion and trend monitor that aggregates data from multiple platforms, including RSS feeds, with smart alerts.
Cotera provides a no-code platform for business teams to build and run AI agents connected to their data warehouse, CRM, and 200+ tools.
Explores the application of agentic systems in Treasury and Liquidity Management (TLM) to optimize cash flow, manage risk, and ensure real-time regulatory compliance.
Open-source project focused on agent development and automation, likely providing tools or frameworks for building AI agents.
Gemini is Google's AI assistant for everyday use, offering capabilities for various daily tasks and information retrieval.
The fastest local AI engine for Apple Silicon, offering significantly faster inference speeds compared to alternatives like Ollama.
LangWatch is an open-source LLMOps platform with over 3k stars on GitHub, offering observability, evaluations, and agent simulations to accelerate agent development.
An open-source browser agent designed for autonomously performing complex tasks on the web, supporting multiple LLMs like Claude 3 and Gemini Pro.
Documentation portal for xAI, covering topics such as multi-agent systems and developer resources, with OpenAPI specifications available for integration.
ECC is an open agent harness performance optimization system and agent framework, providing skills, instincts, memory, security, and research for GitHub App automation. It includes AgentShield.
Documentation for Automation Co-Pilot, providing resources and tutorials for users on their automation journey with Automation Anywhere.
mech.app is an editorial platform featuring technical field notes on agentic AI projects, orchestration, automation infrastructure, developer tooling, financial systems, and security.
Python SDK for interacting with GitHub's services, enabling developers to programmatically access and manage GitHub features. Includes documentation, pricing, and API documentation.
OpenCLI is a universal CLI Hub and AI-native runtime that transforms any website, Electron app, or local binary into a standardized command-line interface.
Agent Device is a command-line interface for AI agents, designed to control iOS and Android devices for mobile automation tasks.
AI SDK Agents is a full-stack platform offering 100+ production-ready AI agent patterns, workflows, tools, and chat UI components, built with TypeScript and React on the Vercel AI SDK.
Provides infrastructure for autonomous coding, making agentic AI a safe, trusted, and integral part of the software development lifecycle with self-hosted infrastructure.
Financial copilot developed by JoSQUANTUM designed to automate workflows within financial business units.
GitHub Security Lab framework, discussed on the GitHub blog, likely provides tools or methodologies for security-focused agent development and research.
An open-source, low-code platform for building AI agents and LLM orchestrations visually, enabling rapid development of AI-powered applications.
A local-first AI agent for personal accounting, storing data as plain text files and compatible with any LLM, including local ones.
seclab-taskflow-agent is a Python package on PyPI for building and managing task flows, likely related to security or agent operations. Focuses on the Python programming language.
Fast Agent is a GitHub repository providing code, build, and evaluation tools for AI agents, with support for Models, Skills, MCP, and ACP, aiming to be a development and testing framework.
Mirror of the Basalt repository on GitHub, a project related to AI or computer vision, indicated by its presence in the meta claw.
An experimental Proof of Concept (PoC) for an autonomous agent swarm designed for batch processing insurance claims, hosted on GitHub.
An AI agent skill for MockFlow IdeaBoard focused on Pain Point Discovery, using market research and customer empathy analysis to identify primary customer struggles.
Rapid AI Copilot Framework for accelerating success with Microsoft Copilot Studio and Azure AI Foundry, following agile principles.
GitHub is a comprehensive platform for software development, collaboration, and version control, offering extensive code search and repository hosting.
Shopify developer documentation provides guidance on building a Storefront AI agent, an AI-powered shopping assistant to help customers find products and complete purchases.
OpenCode is an open-source AI coding agent that helps write code in the terminal, IDE, or desktop, automatically loading the right Language Server Protocols (LSPs).
Acts as a real-time copilot for support teams, ensuring every interaction ends in resolution by addressing long handling times, inconsistent responses, and missed context.
Open-source protocol for creating, deploying, and managing autonomous AI agents across social platforms and web3.
Urban AI Copilot project hosted on GitHub, contributing to the shriyaMadan/urban-ai-copilot repository.
Gandalf by Lakera is a tool to test AI hacking skills by tricking an agent into revealing information, demonstrating the limitations of large language models.
Alpaca's Trading API for stocks and crypto, offering features like short selling, advanced order types, and increased buying power.
AgentScope's A2A (Agent-to-Agent) communication protocol enables multiple agents to interact and collaborate, facilitating complex task execution through a distributed network.
Article demonstrating AI agentic workflows in financial decision-making, such as personal loan origination, leveraging domain-specific knowledge.
A React SDK for embedding workflow editors, allowing delegation of workflow steps to AI models or agents with tool access.
GitHub repository likely related to Jido, focusing on connectivity aspects or integration capabilities for agents. Includes documentation, pricing, and API documentation.
GitHub, an AI-powered developer platform, is used by millions for building software, with resources for education and partnerships.
Guidance on building effective agents, potentially from Anthropic, focusing on AI development best practices and methodologies.
Lyzr's Document Extraction for Litigation Agent automates document extraction for legal cases, reducing costs and legal risks associated with manual e-discovery processes.
GitHub repository likely focused on database interactions or management for Large Language Models (LLMs), potentially for agent memory or data storage. Includes documentation, pricing, and API documentation.
Website Testimonial Collection AI Agent gathers client feedback seamlessly using Jotform's AI Agents.
GitHub is a widely adopted developer platform for building software, hosting code repositories, and facilitating collaboration among millions of developers.
LiteLLM is an open-source LLM gateway that allows developers to call over 100 LLM APIs using a unified OpenAI-compatible interface, managing authentication and costs.
SciAgent-Skills is a GitHub repository containing life sciences computational skills for scientific AI agents.
Yutori offers AI agent tutorials and frameworks, providing resources for developers to learn and build AI agents. Scouts by Yutori monitors the web for user-specified information.
TypeScript-native multi-agent orchestration framework that automatically generates task DAGs from goals. Features MCP integration and live tracing for agent development.
IntentKit is an open-source, self-hosted cloud agent cluster for managing collaborative AI agents, offering a lightweight, always-on, production-ready solution. It is designed for managing team agents.
The AI Doctor API is an advanced AI-powered medical chatbot for real-time symptom analysis, health diagnosis, and virtual medical assistance, enhancing healthcare platforms.
LlamaParse, by LlamaIndex, is an advanced agentic OCR solution for processing complex documents, including messy tables, charts, and images, with high accuracy.
Automaker is an open-source AI software engineer for agented coding, enabling autonomous AI agents to build, run, and fix code for entire applications.
ECC is an open agent harness system for GitHub App automation and security, providing skills, agents, and security layers for coding agents. Available via npm.
Agent Arena is a platform for comparing the performance of frontier AI models, including OpenAI, Anthropic, and Gemini, in creating small applications side-by-side.
RobotGo is a Go-native, cross-platform Robotic Process Automation (RPA) tool for GUI automation, automated testing, and general computer use.
GitAgent Protocol (GAP) is a framework-agnostic, Git-native standard for defining AI agents. It allows agents to be defined, versioned, and run natively within Git, supporting various AI frameworks.
DeepCode is an open agentic coding agent project focused on Paper2Code, Text2Web, and Text2Backend code generation, stemming from academic research.
Agent S, presented at ICLR 2025, is an open agentic framework designed for complex task execution and interaction with computational environments, using computers like a human.
GitHub is a leading AI-powered developer platform for collaboration, open-source project management, and software development, used by millions of developers and businesses.
Agentic RAG is a model that enhances Retrieval-Augmented Generation (RAG) by using AI agents to dynamically find and utilize data from diverse sources for accurate responses.
AI-Enhanced Teaching Assistant project by DHRUVvkdv, bridging instructor knowledge and web intelligence to assist in educational contexts. Aims to enhance learning and teaching through AI.
Agent Hooks in AgentScope allow customization of agent behavior by defining functions called at different lifecycle stages, enabling more dynamic and responsive interactions.
A multi-agent framework for oilfield carbon emission data analysis, integrating data access, dual RAG, and a Planner-Executor workflow for natural-language interaction, automated report generation, and visualization.
GitHub is a developer platform offering AI-powered tools for code collaboration, software development, and managing repositories, issues, and pull requests.
Demonstrates protecting OpenAI API keys using a Cloudflare Worker, enabling client-side applications to securely interact with OpenAI services.
Methodology related to agent development, likely found on GitHub, detailing approaches and best practices for building AI agents.
DeepTutor is an agent-native personalized learning assistant developed by HKUDS, hosted on GitHub. It aims to provide adaptive educational experiences.
Brex's AI-powered financial assistant automates expense management, addressing manual data entry, policy compliance, and approval bottlenecks.
LangChain Deep Agents documentation provides resources for developing applications powered by language models, including extensive documentation and API references for the LangChain framework.
DeepResearch Bench, hosted on Hugging Face, provides documentation and API documentation for AI research and development, focusing on deep research capabilities.
Build multimodal AI agents with memory, knowledge and tools. Simple, fast and model-agnostic agent framework.
A GitHub repository containing resources related to Google Gemini, likely focused on Chinese language applications or information.
PrivateGPT is an open-source project allowing users to connect their data sources to a private AI tool for natural language querying.
A real-world AI system on GitHub for supply chain insights, risk analysis, and decision support using RAG, combining supplier, procurement, delivery, and cost data.
Build AI agents and multi-agent workflows in .NET and Python with Microsoft Agent Framework.
Experimental open-source attempt to make GPT-4 fully autonomous with chained LLM thoughts for goal achievement.
Visa Acceptance's agent-toolkit on GitHub provides tools and resources for developing agent-based solutions, with documentation available.
A curated GitHub collection of 500 AI agent use cases across industries, providing practical applications and links to open-source projects for implementation.
A smart home AI agent project using LangGraph, LangChain, and Ollama to control home appliances connected via micro-controllers like ESP32/ESP8266.
An open-source AI assistant (Clawdbot/Moltbot) with Chinese localization, supporting platforms like WhatsApp, Telegram, and Discord, and offering CLI and dashboard interfaces.
Nilus provides agentic AI for cash flow forecasting, enabling treasury teams to improve accuracy with real-time data, autonomous updates, anomaly detection, and scenario modeling.
Awesome-LLM-based-AI-Agents-Knowledge is a GitHub repository dedicated to sharing knowledge and resources related to LLM-based AI agents.
Valyu provides a unified search API for AI agents, offering access to web, PubMed, SEC filings, clinical trials, patents, arXiv, and financial data.
Taskflow Agent, mentioned in a GitHub blog context, likely relates to agent patterns for software development and workflow automation.
OpenRouter provides unified access to a wide range of AI models, including free options, enabling users to experiment, learn, and build with various LLMs.
Composio, a GitHub repository powering 1000+ toolkits for AI agents, enabling them to interact with various tools and services.
Provides continuous, automated assurance for your partner ecosystem by auditing manual partner processes, mitigating blind spots and financial risk.
Framework for orchestrating role-playing, autonomous AI agents that collaborate to complete complex tasks.
