AI Agents

AI agents go beyond chat — they autonomously plan tasks, use tools, make decisions, and execute multi-step workflows. From coding agents like Devin and Claude Code to research agents and automation frameworks like AutoGPT and CrewAI.

100 agents

12 categories

ai-agents (41)code-editors (16)app-builders (12)automation (11)deployment-infra (10)chatbots-assistants (10)testing-quality (8)code-review-security (7)research-search (3)rag-knowledge (3)text-writing (3)voice-audio (3)

100 of 100

ReplitAgent88/100Free

Browser-based IDE + AI Agent — builds, runs, and deploys full apps from a description, 50+ languages supported.

15 capabilities·Ranked by quality 98, adoption 92

Claude CodeAgent79/100From $20/mo (Claude Pro)

Anthropic's terminal coding agent — file ops, git, MCP servers, extended thinking, slash commands.

14 capabilities·Ranked by quality 90, freshness 90

Cline (Claude Dev)Agent77/100Open Source

Autonomous AI coding agent with file and terminal control.

12 capabilities·Ranked by quality 90, freshness 90

WindsurfAgent76/100Free

Codeium's AI code editor — Cascade agentic flows, Supercomplete, inline commands, generous free tier.

15 capabilities·Ranked by quality 90, freshness 90

DevinAgent76/100From $500/mo

Autonomous AI software engineer — full dev environment, end-to-end engineering, team integration.

12 capabilities·Ranked by quality 90, freshness 90

Bolt.newAgent76/100Free

AI full-stack web dev agent — prompt to deploy, in-browser Node.js, React/Next.js, instant deploy.

16 capabilities·Matched 2 times·Ranked by quality 90, freshness 90

aiderAgent73/100Open Source

AI pair programming in terminal — git-aware, multi-file editing, auto-commits, voice coding.

17 capabilities·Ranked by quality 90, freshness 90

SweepAgent72/100Free

AI junior developer — turns GitHub issues into pull requests automatically with full codebase context.

·Ranked by freshness 90, quality 72

Amazon Q DeveloperAgent71/100Free

AWS AI coding assistant — code generation, AWS expertise, security scanning, code transformation agent.

17 capabilities·Ranked by quality 90, freshness 90

ClineAgent67/100Open Source

Autonomous AI coding assistant for VS Code — reads, edits, runs commands with human-in-the-loop approval.

16 capabilities·Ranked by quality 93, freshness 90

ChatGPTAgent66/100Free

OpenAI's conversational AI for text, code, and analysis

15 capabilities·Ranked by freshness 90, quality 60

ClaudeAgent65/100Free

Anthropic's AI with long-context and careful reasoning

14 capabilities·Ranked by freshness 90, quality 60

Obsidian CopilotAgent60/100Open Source

AI agent for Obsidian knowledge vault.

14 capabilities·Ranked by quality 90, freshness 90

BioGPT AgentAgent60/100Open Source

Microsoft's AI agent for biomedical research.

11 capabilities·Ranked by quality 90, freshness 90

GeminiAgent59/100Free

Google's multimodal AI integrated with Google services

14 capabilities·Ranked by freshness 90, quality 60

STORMAgent59/100Open Source

Stanford research agent that writes Wikipedia-quality articles.

13 capabilities·Ranked by quality 90, freshness 90

Amazon Bedrock AgentsAgent59/100

AWS managed AI agents — action groups, knowledge bases, guardrails, multi-step orchestration.

12 capabilities·Ranked by quality 90, freshness 90

AgentOpsAgent59/100Open Source

Observability platform for AI agent debugging.

12 capabilities·Ranked by quality 90, freshness 90

SWE-agentAgent58/100Open Source

Princeton's GitHub issue solver — navigates code, edits files, runs tests, submits patches.

12 capabilities·Ranked by quality 90, freshness 90

Refact AIAgent58/100Open Source

Self-hosted AI coding agent with privacy focus.

14 capabilities·Ranked by quality 90, freshness 90

OpenHands (OpenDevin)Agent58/100Open Source

Open-source AI software engineer — writes code, runs tests, fixes bugs in sandboxed environment.

14 capabilities·Ranked by quality 90, freshness 90

Open InterpreterAgent58/100Open Source

Natural language computer interface — runs local code to accomplish tasks, like local Code Interpreter.

14 capabilities·Ranked by quality 90, freshness 90

KhojAgent58/100Open Source

Open-source AI personal assistant for your knowledge.

12 capabilities·Ranked by quality 90, freshness 90

gptmeAgent58/100Open Source

Personal AI assistant in terminal — code execution, file manipulation, web browsing, self-correcting.

12 capabilities·Ranked by quality 90, freshness 90

GPT ResearcherAgent58/100Open Source

Autonomous agent for comprehensive research reports.

15 capabilities·Ranked by quality 90, freshness 90

GPT EngineerAgent58/100Open Source

AI agent that generates entire codebases from prompts — file structure, code, project setup.

12 capabilities·Ranked by quality 90, freshness 90

GorillaAgent58/100Open Source

Agent for accurate API invocation with reduced hallucination.

13 capabilities·Ranked by quality 90, freshness 90

GooseAgent58/100Open Source

Block's autonomous terminal coding agent — MCP support, extensible toolkits, full shell access.

15 capabilities·Ranked by quality 90, freshness 90

FinGPT AgentAgent58/100Open Source

Open-source AI agent for financial analysis.

12 capabilities·Ranked by quality 90, freshness 90

CodeAct AgentAgent58/100Open Source

Agent that uses executable code as actions.

13 capabilities·Ranked by quality 90, freshness 90

ChemCrowAgent58/100Open Source

AI agent with chemistry tools for synthesis planning.

15 capabilities·Ranked by quality 90, freshness 90

BabyAGIAgent58/100Open Source

AI task management agent with autonomous execution.

12 capabilities·Ranked by quality 90, freshness 90

AutoGPTAgent58/100Open Source

Autonomous AI agent — chains LLM thoughts for goals with web browsing, code execution, self-prompting.

14 capabilities·Ranked by quality 90, freshness 90

Appsmith AIAgent58/100Open Source

Open-source low-code with AI for internal tools.

14 capabilities·Ranked by quality 90, freshness 90

Tavily AgentAgent57/100Free

AI-optimized search agent for LLM applications.

12 capabilities·Ranked by quality 90, freshness 90

Tabby AgentAgent57/100Open Source

Self-hosted AI coding agent with full privacy.

8 capabilities·Ranked by freshness 90, quality 85

SourceryAgent57/100Free

AI code review agent for pull requests.

12 capabilities·Ranked by quality 90, freshness 90

Replit AgentAgent57/100Free

AI agent that builds and deploys full applications — IDE, hosting, databases, natural language.

14 capabilities·Ranked by quality 90, freshness 90

PR-AgentAgent57/100Open Source

AI PR review — auto descriptions, code review, improvement suggestions, open source by Qodo.

13 capabilities·Ranked by quality 90, freshness 90

everything-claude-codeAgent57/100Open Source

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

18 capabilities·Ranked by adoption 97, freshness 90

DustAgent57/100Free

Enterprise AI agent platform for company knowledge.

14 capabilities·Ranked by quality 90, freshness 90

DevonAgent57/100Free

Autonomous AI software engineer for full dev workflows.

12 capabilities·Ranked by quality 90, freshness 90

CodegenAgent57/100Free

AI agent that generates production code from specs.

14 capabilities·Ranked by quality 90, freshness 90

AideAgent57/100Open Source

Open-source AI coding agent as a VS Code fork.

9 capabilities·Ranked by freshness 90, quality 85

Sourcegraph CodyAgent56/100Free

AI coding assistant with full codebase context — autocomplete, chat, inline edits via code graph.

13 capabilities·Ranked by quality 90, freshness 90

Perplexity ProAgent56/100Free

Advanced AI research agent with deep web search.

12 capabilities·Ranked by quality 90, freshness 90

Notion AIAgent56/100Free

AI assistant integrated into Notion workspace.

15 capabilities·Ranked by quality 90, freshness 90

Mutable AIAgent56/100Free

AI agent for accelerated software development.

11 capabilities·Ranked by quality 90, freshness 90

Fixie AIAgent56/100Free

Platform for deploying conversational AI agents.

10 capabilities·Ranked by quality 90, freshness 90

ElicitAgent56/100Free

AI agent for automated systematic literature reviews.

11 capabilities·Ranked by quality 90, freshness 90

Copy.aiAgent56/100Free

AI platform for sales and marketing content automation.

14 capabilities·Ranked by quality 90, freshness 90

Copilot WorkspaceAgent56/100Free

GitHub's AI dev environment from issues to code.

13 capabilities·Ranked by quality 90, freshness 90

Cody AgentAgent56/100Free

AI coding agent with full codebase context from Sourcegraph.

14 capabilities·Ranked by quality 90, freshness 90

ClickUp AIAgent56/100Free

AI project management assistant in ClickUp.

15 capabilities·Ranked by quality 90, freshness 90

Augment CodeAgent56/100Free

AI coding agent for professional software teams.

15 capabilities·Ranked by quality 90, freshness 90

Zapier AIAgent55/100Free

AI-powered app automation platform.

14 capabilities·Ranked by quality 90, freshness 90

TestimAgent55/100Free

AI-powered E2E test automation with self-healing locators.

13 capabilities·Ranked by quality 90, freshness 90

KrispAgent55/100Free

AI noise cancellation with meeting transcription.

15 capabilities·Ranked by quality 90, freshness 90

KatalonAgent55/100Free

AI-augmented test automation for web, API, mobile, and desktop.

13 capabilities·Ranked by quality 90, freshness 90

rufloAgent54/100Open Source

🌊 The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade architecture, distributed swarm intelligence, RAG integration, and native Claude Code / Codex Integration

14 capabilities·Ranked by freshness 90, adoption 80

Codex – OpenAI’s coding agentAgent51/100Free

Codex is a coding agent that works with you everywhere you code — included in ChatGPT Plus, Pro, Business, Edu, and Enterprise plans.

9 capabilities·Ranked by adoption 98, freshness 90

K8sGPTAgent51/100Free

Revolutionize Kubernetes management with AI-driven diagnostics, security analysis, and SRE...

12 capabilities·Ranked by quality 92, freshness 90

BaselayerAgent51/100

Streamline business verification and fraud detection with AI-powered...

10 capabilities·Ranked by freshness 90, quality 86

CowAgentAgent51/100Open Source

CowAgent (chatgpt-on-wechat) 是基于大模型的超级AI助理，能主动思考和任务规划、访问操作系统和外部资源、创造和执行Skills、通过长期记忆和知识库不断成长，比OpenClaw更轻量和便捷。同时支持微信、飞书、钉钉、企微、QQ、公众号、网页等接入，可选择DeepSeek/OpenAI/Claude/Gemini/ MiniMax/Qwen/GLM/LinkAI，能处理文本、语音、图片和文件，可快速搭建个人AI助理和企业数字员工。

13 capabilities·Ranked by freshness 90, adoption 84

BLACKBOXAI Agent - Coding CopilotAgent50/100Free

Autonomous coding agent right in your IDE, capable of creating/editing files, running commands, using the browser, and more with your permission every step of the way.

12 capabilities·Ranked by freshness 90, adoption 88

echowinAgent50/100

Revolutionize call management with AI-powered answering and workflow...

10 capabilities·Ranked by freshness 90, quality 86

Applied IntuitionAgent50/100

Streamline autonomous system development, testing, and...

13 capabilities·Ranked by freshness 90, quality 88

GanttaAgent50/100Open Source

Turn conversations into project plans. Gantta connects your AI assistant to a full project management backend — plan projects, manage tasks, chase actions, and generate reports, all through natural language. ### What you can do - **Create project plans** — Describe your project in plain language a

5 capabilities·Ranked by adoption 92, freshness 90

deer-flowAgent50/100Open Source

An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.

14 capabilities·Ranked by freshness 90, adoption 86

ThoughtlyAgent49/100

Deploy human-like AI voice agents in just 17...

15 capabilities·Ranked by freshness 90, quality 86

TenyxAgent49/100

Revolutionize customer interactions with AI-powered, scalable voice...

12 capabilities·Ranked by freshness 90, quality 88

Raycast AlAgent49/100Free

Boost macOS productivity with AI-powered automation and...

11 capabilities·Ranked by freshness 90, quality 88

Kay AIAgent49/100

Revolutionizes insurance brokerage with AI-powered automation and seamless...

12 capabilities·Ranked by freshness 90, quality 84

FormsFlowAgent49/100

Maximize efficiency with AI-powered form automation and...

13 capabilities·Ranked by freshness 90, quality 86

CruxAgent49/100

AI-driven agents for instant, customizable business insights and...

11 capabilities·Ranked by freshness 90, quality 82

Cognition AIAgent49/100

Revolutionize software development with AI-driven coding...

14 capabilities·Ranked by freshness 90, quality 88

CapacityAgent49/100

AI-powered support automation platform that connects your entire tech stack to answer questions, automate repetitive support tasks, and build solutions to...

10 capabilities·Ranked by freshness 90, quality 86

Agent HerbieAgent49/100

Streamline research, integrate data, generate tailored reports, enhance...

11 capabilities·Ranked by freshness 90, quality 82

ai-marketing-agentAgent49/100Open Source

Search Enji’s blog, Q&A, and help center to find grounded, source-backed answers to small-business marketing questions. Generate customer personas, brand voice summaries, and tailored social and blog ideas to plan content faster. Access free resources and tools to stay consistent and confident in yo

7 capabilities·Ranked by freshness 90, adoption 78

career-opsAgent49/100Open Source

AI-powered job search system built on Claude Code. 14 skill modes, Go dashboard, PDF generation, batch processing.

13 capabilities·Ranked by freshness 90, adoption 83

hermes-agentAgent49/100Open Source

The agent that grows with you

16 capabilities·Ranked by adoption 94, freshness 90

open-designAgent49/100Open Source

🎨 Local-first, open-source alternative to Anthropic's Claude Design. ⚡ 19 Skills · ✨ 71 brand-grade Design Systems 🖼 Generate web · desktop · mobile prototypes · slides · images · videos · HyperFrames 📦 Sandboxed preview · HTML/PDF/PPTX/MP4 export 🤖 Runs on Claude Code / Codex / Cursor / Gemini

16 capabilities·Ranked by freshness 90, adoption 72

crewAIAgent49/100Open Source

Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

14 capabilities·Ranked by freshness 90, adoption 84

cherry-studioAgent49/100Open Source

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

16 capabilities·Ranked by freshness 90, adoption 81

Kilo Code: AI Coding Agent, Copilot, and AutocompleteAgent48/100Free

Open Source AI coding agent that generates code from natural language, automates tasks, and runs terminal commands. Features inline autocomplete, browser automation, automated refactoring, and custom modes for planning, coding, and debugging. Supports 500+ AI models including Claude (Anthropic), Gem

13 capabilities·Ranked by freshness 90, adoption 80

SuperfuelAgent48/100

AI assistant for e-commerce sales...

10 capabilities·Ranked by freshness 90, quality 82

Retell AIAgent48/100

Create lifelike AI voice agents, deploy anywhere, analyze...

14 capabilities·Ranked by freshness 90, quality 82

PicogridAgent48/100

Revolutionize autonomous system management with global, secure...

10 capabilities·Ranked by freshness 90, quality 82

NLPearlAgent48/100

AI-driven phone agent offering human-like, multilingual customer...

13 capabilities·Ranked by freshness 90, quality 86

MindPalAgent48/100

Build your AI Second Brain with a team of AI agents and multi-agent...

14 capabilities·Ranked by freshness 90, quality 82

MemGPTAgent48/100

Revolutionize AI interactions with personalized, long-term memory...

14 capabilities·Ranked by freshness 90, quality 86

Maven AGIAgent48/100

Autonomously resolves customer inquiries with AI-driven...

8 capabilities·Ranked by freshness 90, quality 81

MarrLabsAgent48/100

Revolutionize communication with human-like, 24/7 AI voice...

10 capabilities·Ranked by freshness 90, quality 83

JamieAgent48/100Free

Jamie is an AI assistant that generates high-quality meeting summaries in...

10 capabilities·Ranked by freshness 90, quality 82

DashaAgent48/100

Revolutionize communication with lifelike, customizable AI...

13 capabilities·Ranked by freshness 90, quality 86

AgentsForceAgent48/100

Automates 70% of customer tickets with 99.8%...

10 capabilities·Ranked by freshness 90, quality 84

simAgent48/100Open Source

Build, deploy, and orchestrate AI agents. Sim is the central intelligence layer for your AI workforce.

15 capabilities·Ranked by freshness 90, adoption 78

nanoclawAgent48/100Open Source

A lightweight alternative to OpenClaw that runs in containers for security. Connects to WhatsApp, Telegram, Slack, Discord, Gmail and other messaging apps,, has memory, scheduled jobs, and runs directly on Anthropic's Agents SDK

15 capabilities·Ranked by freshness 90, adoption 82

memvidAgent48/100Open Source

Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.

13 capabilities·Ranked by freshness 90, adoption 70

100

AionUiAgent48/100Open Source

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

15 capabilities·Ranked by freshness 90, adoption 75

What are AI Agents?

AI agents are systems that can autonomously plan, reason, use tools, and execute multi-step tasks. Unlike chatbots that respond to single prompts, agents maintain state across steps, make decisions about which tools to invoke, and can recover from failures. The agent landscape spans from coding agents (Devin, Claude Code, Aider) that write and debug software to research agents that synthesize information across sources, and general-purpose frameworks (LangGraph, CrewAI, AutoGen) for building custom agent systems.

How to Choose

Start with what the agent needs to DO, not what framework it uses. For coding tasks, evaluate code agents on codebase understanding (can it read your entire repo?), tool access (can it run tests, use git?), and autonomy level (does it need approval for every file change?). For custom agents, evaluate frameworks on their planning mechanism (ReAct vs. tree search vs. graph-based), tool integration depth, memory management, and how they handle errors in multi-step chains.

Key Capabilities to Evaluate

•Task planning and decomposition — breaking complex goals into executable steps

•Tool use and function calling — invoking external APIs, databases, file systems

•Memory and context management — maintaining state across long-running tasks

•Error recovery and self-correction — detecting and fixing failures mid-execution

•Human-in-the-loop controls — approval gates, audit trails, undo capabilities

•Multi-agent coordination — delegating subtasks across specialized agents

Common Patterns

ReAct Loop

Reason → Act → Observe → Repeat. The most common agent pattern, used by LangChain agents and most coding assistants.

Plan-and-Execute

Generate a full plan upfront, then execute steps sequentially. Better for complex, predictable tasks.

Multi-Agent Orchestration

Multiple specialized agents coordinated by a supervisor. Used by CrewAI, AutoGen, and complex enterprise workflows.

Tool-Use Loop

LLM decides which tool to call in each iteration until the task is complete. The pattern behind Claude's tool use and OpenAI function calling.

What to Watch Out For

⚠Cost explosion — agents that loop without exit conditions can burn through API credits fast

⚠Hallucinated tool calls — agents may invoke tools with incorrect parameters or in wrong contexts

⚠Context window saturation — long-running agents accumulate context that degrades output quality

⚠Sandboxing gaps — coding agents that can execute arbitrary code need proper isolation

⚠Evaluation difficulty — measuring agent quality requires task-specific benchmarks, not just LLM evals

Top Capabilities

Browse all →

code explanation and documentation generation10 artifacts

Analyzes selected code or entire files and generates natural language explanations of what the code does, how it works, and why certain patterns were chosen. The feature can produce documentation in multiple formats (docstrings, comments, markdown) and supports various documentation styles (JSDoc, Sphinx, etc.). Developers can request explanations at different levels of detail (high-level overview, line-by-line breakdown, architectural context) through the chat interface, with responses appearing as formatted text or code comments.

ChatGPT AIAI Pundit Magic - Design to Code | Figma to CodeCodeGPT: write and improve code using AI

context-aware code completion3 artifacts

Cody utilizes a context-aware engine that analyzes the current file and project structure to provide relevant code completions. It integrates with the Visual Studio Code API to access the Abstract Syntax Tree (AST) of the code, allowing it to suggest completions that are semantically relevant to the context, rather than relying solely on keyword matching. This approach ensures that the suggestions are not only syntactically correct but also contextually appropriate, enhancing developer productivity.

SupermavenCline 中文版Cody

natural-language-to-full-stack-application-generation2 artifacts

Converts natural language prompts into executable full-stack web applications by invoking an AI agent that generates React/Next.js frontend code, Node.js backend logic, and database schemas. The agent runs code in-browser via WebContainers to validate syntax and functionality before deployment, iterating on the generated code based on execution feedback. Token consumption scales with project complexity (larger codebases consume more tokens per iteration), and the agent supports design system imports from Figma and GitHub to accelerate UI generation.

LovableBolt.new

model size selection with speed-accuracy tradeoffs across 6 variants2 artifacts

Provides six model variants (tiny, base, small, medium, large, turbo) with parameter counts ranging from 39M to 1550M, enabling developers to choose optimal speed-accuracy tradeoffs. Tiny model runs at ~10x speed with 1GB VRAM; large model runs at 1x speed with 10GB VRAM. English-only variants (tiny.en, base.en, small.en) provide higher English accuracy by removing multilingual capacity. Turbo model (809M params) offers 8x speedup over large with minimal accuracy loss but lacks translation support.

WhisperWhisper CLI

direct speech-to-english translation without intermediate transcription2 artifacts

Translates non-English speech directly to English text by using a task-specific token in the TextDecoder that signals translation mode, bypassing the need for intermediate transcription-then-translation pipelines. The AudioEncoder processes mel spectrograms identically to transcription, but the decoder generates English tokens directly from audio embeddings, reducing latency and error propagation compared to cascaded systems.

WhisperWhisper CLI

multilingual speech-to-text transcription with language-agnostic encoder2 artifacts

Transcribes audio in 98 languages to text in the original language using a unified Transformer sequence-to-sequence architecture with a shared AudioEncoder that processes mel spectrograms into language-agnostic embeddings, then a TextDecoder that generates tokens autoregressively. The system handles variable-length audio by padding or trimming to 30-second segments and uses task-specific tokens to signal transcription mode, enabling a single model to handle multiple languages without language-specific branches.

WhisperWhisper CLI

automatic language identification from audio with 98-language support2 artifacts

Detects the spoken language in audio by processing mel spectrograms through the AudioEncoder and using a language classification head that outputs probability distributions over 98 supported languages. The model leverages 680K hours of multilingual training data to recognize language characteristics from acoustic features alone, without requiring transcription. Language detection occurs as a preliminary step in the transcription pipeline and can be called independently via the language detection task token.

Whisper Large v3Whisper CLI

self-hosted-deployment-with-docker2 artifacts

W&B Personal tier (free) and Enterprise tier support self-hosted deployment via Docker, enabling on-premise installation for teams with data residency or security requirements. Self-hosted instances run independently from W&B cloud, with optional integration to W&B cloud for cross-instance features. Supports custom domain configuration, HTTPS, and integration with corporate identity providers (LDAP, SAML, OAuth).

Weights & BiasesWeights & Biases API

Browse Other Types

Models

Foundation models, fine-tunes, and specialized AI models

MCP Servers

Model Context Protocol tools and integrations

Repositories

Open-source AI projects on GitHub

APIs

Programmatic endpoints for AI capabilities

Extensions

Browser and IDE extensions powered by AI

Workflows

Automation sequences and AI pipelines

View all 19 types →

Frequently Asked Questions

What is the difference between an AI agent and a chatbot?

A chatbot responds to individual messages. An AI agent can autonomously plan multi-step tasks, use external tools, maintain memory across interactions, and execute actions without human intervention for each step. Agents have a loop: observe → think → act → observe results → repeat until done.

Which AI coding agent is best for large codebases?

For large codebases, look for agents that index your entire repository (not just the current file), support multi-file edits, and can run tests to verify their changes. Cursor, Claude Code, and Aider are leading options, each with different approaches to codebase understanding.

How do multi-agent systems work?

Multi-agent systems use multiple specialized AI agents coordinated by an orchestrator. Each agent has a specific role (researcher, coder, reviewer) and they communicate through shared state or message passing. Frameworks like CrewAI, AutoGen, and LangGraph provide different coordination patterns.

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