By ag2ai
Multi-agent orchestration patterns for AG2: group chat, sequential, round-robin, and custom workflows
Core AG2 conventions that apply to all agent patterns -- LLMConfig, ending chats, agent types, and common APIs. Loaded automatically when building any AG2 workflow.
Create a multi-agent group chat using AutoPattern (no handoffs). The Group Chat Manager selects agents automatically based on their descriptions. Use when conversation flow is unpredictable or defining explicit routing rules would be overly complex.
Create a multi-agent group chat using DefaultPattern with explicit handoffs. Use when you need deterministic control over agent transitions, pipelines with validation gates, hierarchical delegation, or context-aware routing between specialists.
Create a nested chat workflow where a multi-step pipeline is encapsulated inside a single agent. Use when you want to package a sequence of agent interactions (research, draft, edit) into one agent that runs the pipeline automatically when triggered.
Create a sequential chat workflow where an initiator agent runs through a queue of chats in order. Use for step-by-step pipelines like outline -> plan -> format, where each stage builds on the previous output.
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A Claude Code plugin marketplace for building AG2 (AutoGen) based agents, multi-agent workflows, and A2A services.
# In Claude Code
/plugin marketplace add ag2ai/ag2-claude-plugins
Or for local development:
/plugin marketplace add /path/to/ag2-claude-plugins
Then install individual plugins from the Discover tab:
/plugin
Scaffold new AG2 agents with proper structure, tool functions, and A2A server wiring.
| Skill | Description |
|---|---|
/new-agent | Create a ConversableAgent with tools, system prompt, and LLM config |
/new-a2a-agent | Create a full A2A-compliant agent with server wiring and CardSettings |
Multi-agent orchestration patterns for common use cases.
| Skill | Description |
|---|---|
/ag2-chat-fundamentals | Learn AG2 chat fundamentals and ConversableAgent basics |
/two-agent-chat | Set up a two-agent conversation pattern |
/sequential-chat | Create a sequential multi-agent pipeline |
/group-chat | Set up a multi-agent group chat with configurable speaker selection |
/group-chat-auto-pattern | Group chat with automatic speaker selection pattern |
/nested-chat | Create nested chat workflows (hub-and-spoke) |
Create well-structured tool functions with proper contracts.
| Skill | Description |
|---|---|
/new-tool | Generate a tool function with type annotations, docstrings, and JSON contracts |
/connector-tool | Build API connector tools with auth handling, pagination, and error mapping |
Review AG2 agent code for common issues.
| Agent | Description |
|---|---|
ag2-reviewer | Analyzes agent code for tool contract violations, prompt quality, security, and best practices |
Architecture advisors for AG2 agent systems.
| Agent | Description |
|---|---|
ag2-architect | Recommends orchestration patterns (group chat, pipeline, handoffs, etc.) based on your use case |
ag2-prompt-engineer | Crafts and reviews system prompts for maximum agent reliability |
| Need | Pattern | Plugin |
|---|---|---|
| Single agent with API access | Tool-augmented agent | ag2-agent-scaffold |
| Draft + review cycle | Two-agent chat | ag2-workflow-patterns |
| Step-by-step processing | Sequential pipeline | ag2-workflow-patterns |
| Collaborative problem solving | Group chat | ag2-workflow-patterns |
| Expert consultation | Nested chats (hub-and-spoke) | ag2-workflow-patterns |
| Context-dependent routing | Group chat (DefaultPattern with handoffs) | ag2-workflow-patterns |
| Deployable A2A service | A2A agent server | ag2-agent-scaffold |
plugins//plugin marketplace add ./ag2-claude-pluginsplugins/<plugin-name>/.claude-plugin/plugin.json with name, version, descriptionskills/<name>/SKILL.md) or agents (agents/<name>.md).claude-plugin/marketplace.json/plugin marketplace add . and verify your skills/agents appearApache-2.0
Create well-structured tool functions for AG2 agents with proper error handling and JSON contracts
Scaffold new AG2 agents with proper structure, tool functions, and A2A server wiring
Review AG2 agent code for common issues: prompt quality, tool contracts, error handling, and security
Agent-based guide for AG2 architecture decisions: when to use which patterns, agent design principles, and multi-agent best practices
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