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<p>Agent components define the behavior and capabilities of AI agents in your flow.</p>
<p>Agents use LLMs as a reasoning engine to decide which of the connected tool components to use to solve a problem.</p>
<p>Tools in agentic functions are, essentially, functions that the agent can call to perform tasks or access external resources.
A function is wrapped as a <code>Tool</code> object, with a common interface the agent understands.
Agents become aware of tools through tool registration, where the agent is provided a list of available tools, typically at agent initialization. The <code>Tool</code> object&#x27;s description tells the agent what the tool can do.</p>
<p>The agent then uses a connected LLM to reason through the problem to decide which tool is best for the job.</p>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="use-an-agent-in-a-flow">Use an agent in a flow<a href="#use-an-agent-in-a-flow" class="hash-link" aria-label="Direct link to Use an agent in a flow" title="Direct link to Use an agent in a flow">​</a></h2>
<p>The <a href="/starter-projects-simple-agent">simple agent starter project</a> uses an <a href="#agent-component">agent component</a> connected to URL and Calculator tools to answer a user&#x27;s questions. The OpenAI LLM acts as a brain for the agent to decide which tool to use. Tools are connected to agent components at the <strong>Tools</strong> port.</p>
<p><img decoding="async" loading="lazy" alt="Simple agent starter flow" src="/assets/images/starter-flow-simple-agent-71d0dec218a5da8e3110c51716f1c91e.png" width="1732" height="1748" class="img_ev3q"></p>
<p>For a multi-agent example, see <a href="/agents-tool-calling-agent-component">Create a problem-solving agent</a>.</p>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="agent-component">Agent component<a href="#agent-component" class="hash-link" aria-label="Direct link to Agent component" title="Direct link to Agent component">​</a></h2>
<p>This component creates an agent that can use tools to answer questions and perform tasks based on given instructions.</p>
<p>The component includes an LLM model integration, a system message prompt, and a <strong>Tools</strong> port to connect tools to extend its capabilities.</p>
<p>For more information on this component, see the <a href="/agents-tool-calling-agent-component">tool calling agent documentation</a>.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs">Inputs<a href="#inputs" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent_llm</td><td>Dropdown</td><td>The provider of the language model that the agent will use to generate responses. Options include OpenAI and other providers, or Custom.</td></tr><tr><td>system_prompt</td><td>String</td><td>System Prompt: Initial instructions and context provided to guide the agent&#x27;s behavior.</td></tr><tr><td>tools</td><td>List</td><td>List of tools available for the agent to use.</td></tr><tr><td>input_value</td><td>String</td><td>The input task or question for the agent to process.</td></tr><tr><td>add_current_date_tool</td><td>Boolean</td><td>If true, adds a tool to the agent that returns the current date.</td></tr><tr><td>memory</td><td>Memory</td><td>Optional memory configuration for maintaining conversation history.</td></tr><tr><td>max_iterations</td><td>Integer</td><td>Maximum number of iterations the agent can perform.</td></tr><tr><td>handle_parsing_errors</td><td>Boolean</td><td>Whether to handle parsing errors during agent execution.</td></tr><tr><td>verbose</td><td>Boolean</td><td>Enables verbose output for detailed logging.</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs">Outputs<a href="#outputs" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>response</td><td>Message</td><td>The agent&#x27;s response to the given input task.</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="csv-agent">CSV Agent<a href="#csv-agent" class="hash-link" aria-label="Direct link to CSV Agent" title="Direct link to CSV Agent">​</a></h2>
<p>This component creates a CSV agent from a CSV file and LLM.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-1">Inputs<a href="#inputs-1" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>Language model to use for the agent</td></tr><tr><td>path</td><td>File</td><td>Path to the CSV file</td></tr><tr><td>agent_type</td><td>String</td><td>Type of agent to create (zero-shot-react-description, openai-functions, or openai-tools)</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-1">Outputs<a href="#outputs-1" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>CSV agent instance</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="crewai-agent">CrewAI Agent<a href="#crewai-agent" class="hash-link" aria-label="Direct link to CrewAI Agent" title="Direct link to CrewAI Agent">​</a></h2>
<p>This component represents an Agent of CrewAI, allowing for the creation of specialized AI agents with defined roles, goals, and capabilities within a crew.</p>
<p>For more information, see the <a href="https://docs.crewai.com/core-concepts/Agents/" target="_blank" rel="noopener noreferrer">CrewAI documentation</a>.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-2">Inputs<a href="#inputs-2" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Display Name</th><th>Info</th></tr></thead><tbody><tr><td>role</td><td>Role</td><td>The role of the agent</td></tr><tr><td>goal</td><td>Goal</td><td>The objective of the agent</td></tr><tr><td>backstory</td><td>Backstory</td><td>The backstory of the agent</td></tr><tr><td>tools</td><td>Tools</td><td>Tools at agent&#x27;s disposal</td></tr><tr><td>llm</td><td>Language Model</td><td>Language model that will run the agent</td></tr><tr><td>memory</td><td>Memory</td><td>Whether the agent should have memory or not</td></tr><tr><td>verbose</td><td>Verbose</td><td>Enables verbose output</td></tr><tr><td>allow_delegation</td><td>Allow Delegation</td><td>Whether the agent is allowed to delegate tasks to other agents</td></tr><tr><td>allow_code_execution</td><td>Allow Code Execution</td><td>Whether the agent is allowed to execute code</td></tr><tr><td>kwargs</td><td>kwargs</td><td>Additional keyword arguments for the agent</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-2">Outputs<a href="#outputs-2" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Display Name</th><th>Info</th></tr></thead><tbody><tr><td>output</td><td>Agent</td><td>The constructed CrewAI Agent object</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="hierarchical-crew">Hierarchical Crew<a href="#hierarchical-crew" class="hash-link" aria-label="Direct link to Hierarchical Crew" title="Direct link to Hierarchical Crew">​</a></h2>
<p>This component represents a group of agents, managing how they should collaborate and the tasks they should perform in a hierarchical structure. This component allows for the creation of a crew with a manager overseeing the task execution.</p>
<p>For more information, see the <a href="https://docs.crewai.com/how-to/Hierarchical/" target="_blank" rel="noopener noreferrer">CrewAI documentation</a>.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-3">Inputs<a href="#inputs-3" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Display Name</th><th>Info</th></tr></thead><tbody><tr><td>agents</td><td>Agents</td><td>List of Agent objects representing the crew members</td></tr><tr><td>tasks</td><td>Tasks</td><td>List of HierarchicalTask objects representing the tasks to be executed</td></tr><tr><td>manager_llm</td><td>Manager LLM</td><td>Language model for the manager agent (optional)</td></tr><tr><td>manager_agent</td><td>Manager Agent</td><td>Specific agent to act as the manager (optional)</td></tr><tr><td>verbose</td><td>Verbose</td><td>Enables verbose output for detailed logging</td></tr><tr><td>memory</td><td>Memory</td><td>Specifies the memory configuration for the crew</td></tr><tr><td>use_cache</td><td>Use Cache</td><td>Enables caching of results</td></tr><tr><td>max_rpm</td><td>Max RPM</td><td>Sets the maximum requests per minute</td></tr><tr><td>share_crew</td><td>Share Crew</td><td>Determines if the crew information is shared among agents</td></tr><tr><td>function_calling_llm</td><td>Function Calling LLM</td><td>Specifies the language model for function calling</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-3">Outputs<a href="#outputs-3" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Display Name</th><th>Info</th></tr></thead><tbody><tr><td>crew</td><td>Crew</td><td>The constructed Crew object with hierarchical task execution</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="json-agent">JSON Agent<a href="#json-agent" class="hash-link" aria-label="Direct link to JSON Agent" title="Direct link to JSON Agent">​</a></h2>
<p>This component creates a JSON agent from a JSON or YAML file and an LLM.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-4">Inputs<a href="#inputs-4" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>Language model to use for the agent</td></tr><tr><td>path</td><td>File</td><td>Path to the JSON or YAML file</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-4">Outputs<a href="#outputs-4" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>JSON agent instance</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="openai-tools-agent">OpenAI Tools Agent<a href="#openai-tools-agent" class="hash-link" aria-label="Direct link to OpenAI Tools Agent" title="Direct link to OpenAI Tools Agent">​</a></h2>
<p>This component creates an OpenAI Tools Agent using LangChain.</p>
<p>For more information, see the <a href="https://python.langchain.com/v0.1/docs/modules/agents/agent_types/openai_tools/" target="_blank" rel="noopener noreferrer">LangChain documentation</a>.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-5">Inputs<a href="#inputs-5" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>Language model to use for the agent (must be tool-enabled)</td></tr><tr><td>system_prompt</td><td>String</td><td>System prompt for the agent</td></tr><tr><td>user_prompt</td><td>String</td><td>User prompt template (must contain &#x27;input&#x27; key)</td></tr><tr><td>chat_history</td><td>List[Data]</td><td>Optional chat history for the agent</td></tr><tr><td>tools</td><td>List[Tool]</td><td>List of tools available to the agent</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-5">Outputs<a href="#outputs-5" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>OpenAI Tools Agent instance</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="openapi-agent">OpenAPI Agent<a href="#openapi-agent" class="hash-link" aria-label="Direct link to OpenAPI Agent" title="Direct link to OpenAPI Agent">​</a></h2>
<p>This component creates an OpenAPI Agent to interact with APIs defined by OpenAPI specifications.</p>
<p>For more information, see the LangChain documentation on OpenAPI Agents.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-6">Inputs<a href="#inputs-6" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>Language model to use for the agent</td></tr><tr><td>path</td><td>File</td><td>Path to the OpenAPI specification file (JSON or YAML)</td></tr><tr><td>allow_dangerous_requests</td><td>Boolean</td><td>Whether to allow potentially dangerous API requests</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-6">Outputs<a href="#outputs-6" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>OpenAPI Agent instance</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="sql-agent">SQL Agent<a href="#sql-agent" class="hash-link" aria-label="Direct link to SQL Agent" title="Direct link to SQL Agent">​</a></h2>
<p>This component creates a SQL Agent to interact with SQL databases.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-7">Inputs<a href="#inputs-7" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>Language model to use for the agent</td></tr><tr><td>database_uri</td><td>String</td><td>URI of the SQL database to connect to</td></tr><tr><td>extra_tools</td><td>List[Tool]</td><td>Additional tools to provide to the agent (optional)</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-7">Outputs<a href="#outputs-7" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>SQL Agent instance</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="sequential-crew">Sequential Crew<a href="#sequential-crew" class="hash-link" aria-label="Direct link to Sequential Crew" title="Direct link to Sequential Crew">​</a></h2>
<p>This component represents a group of agents with tasks that are executed sequentially. This component allows for the creation of a crew that performs tasks in a specific order.</p>
<p>For more information, see the <a href="https://docs.crewai.com/how-to/Sequential/" target="_blank" rel="noopener noreferrer">CrewAI documentation</a>.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-8">Inputs<a href="#inputs-8" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Display Name</th><th>Info</th></tr></thead><tbody><tr><td>tasks</td><td>Tasks</td><td>List of SequentialTask objects representing the tasks to be executed</td></tr><tr><td>verbose</td><td>Verbose</td><td>Enables verbose output for detailed logging</td></tr><tr><td>memory</td><td>Memory</td><td>Specifies the memory configuration for the crew</td></tr><tr><td>use_cache</td><td>Use Cache</td><td>Enables caching of results</td></tr><tr><td>max_rpm</td><td>Max RPM</td><td>Sets the maximum requests per minute</td></tr><tr><td>share_crew</td><td>Share Crew</td><td>Determines if the crew information is shared among agents</td></tr><tr><td>function_calling_llm</td><td>Function Calling LLM</td><td>Specifies the language model for function calling</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-8">Outputs<a href="#outputs-8" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Display Name</th><th>Info</th></tr></thead><tbody><tr><td>crew</td><td>Crew</td><td>The constructed Crew object with sequential task execution</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="sequential-task-agent">Sequential task agent<a href="#sequential-task-agent" class="hash-link" aria-label="Direct link to Sequential task agent" title="Direct link to Sequential task agent">​</a></h2>
<p>This component creates a CrewAI Task and its associated Agent, allowing for the definition of sequential tasks with specific agent roles and capabilities.</p>
<p>For more information, see the <a href="https://docs.crewai.com/how-to/Sequential/" target="_blank" rel="noopener noreferrer">CrewAI documentation</a>.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-9">Inputs<a href="#inputs-9" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Display Name</th><th>Info</th></tr></thead><tbody><tr><td>role</td><td>Role</td><td>The role of the agent</td></tr><tr><td>goal</td><td>Goal</td><td>The objective of the agent</td></tr><tr><td>backstory</td><td>Backstory</td><td>The backstory of the agent</td></tr><tr><td>tools</td><td>Tools</td><td>Tools at agent&#x27;s disposal</td></tr><tr><td>llm</td><td>Language Model</td><td>Language model that will run the agent</td></tr><tr><td>memory</td><td>Memory</td><td>Whether the agent should have memory or not</td></tr><tr><td>verbose</td><td>Verbose</td><td>Enables verbose output</td></tr><tr><td>allow_delegation</td><td>Allow Delegation</td><td>Whether the agent is allowed to delegate tasks to other agents</td></tr><tr><td>allow_code_execution</td><td>Allow Code Execution</td><td>Whether the agent is allowed to execute code</td></tr><tr><td>agent_kwargs</td><td>Agent kwargs</td><td>Additional kwargs for the agent</td></tr><tr><td>task_description</td><td>Task Description</td><td>Descriptive text detailing task&#x27;s purpose and execution</td></tr><tr><td>expected_output</td><td>Expected Task Output</td><td>Clear definition of expected task outcome</td></tr><tr><td>async_execution</td><td>Async Execution</td><td>Boolean flag indicating asynchronous task execution</td></tr><tr><td>previous_task</td><td>Previous Task</td><td>The previous task in the sequence (for chaining)</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-9">Outputs<a href="#outputs-9" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Display Name</th><th>Info</th></tr></thead><tbody><tr><td>task_output</td><td>Sequential Task</td><td>List of SequentialTask objects representing the created tasks</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="tool-calling-agent">Tool Calling Agent<a href="#tool-calling-agent" class="hash-link" aria-label="Direct link to Tool Calling Agent" title="Direct link to Tool Calling Agent">​</a></h2>
<p>This component creates a Tool Calling Agent using LangChain.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-10">Inputs<a href="#inputs-10" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>Language model to use for the agent</td></tr><tr><td>system_prompt</td><td>String</td><td>System prompt for the agent</td></tr><tr><td>user_prompt</td><td>String</td><td>User prompt template (must contain &#x27;input&#x27; key)</td></tr><tr><td>chat_history</td><td>List[Data]</td><td>Optional chat history for the agent</td></tr><tr><td>tools</td><td>List[Tool]</td><td>List of tools available to the agent</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-10">Outputs<a href="#outputs-10" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>Tool Calling Agent instance</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="vector-store-agent">Vector Store Agent<a href="#vector-store-agent" class="hash-link" aria-label="Direct link to Vector Store Agent" title="Direct link to Vector Store Agent">​</a></h2>
<p>This component creates a Vector Store Agent using LangChain.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-11">Inputs<a href="#inputs-11" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>Language model to use for the agent</td></tr><tr><td>vectorstore</td><td>VectorStoreInfo</td><td>Vector store information for the agent to use</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-11">Outputs<a href="#outputs-11" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>Vector Store Agent instance</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="vector-store-router-agent">Vector Store Router Agent<a href="#vector-store-router-agent" class="hash-link" aria-label="Direct link to Vector Store Router Agent" title="Direct link to Vector Store Router Agent">​</a></h2>
<p>This component creates a Vector Store Router Agent using LangChain.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-12">Inputs<a href="#inputs-12" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>Language model to use for the agent</td></tr><tr><td>vectorstores</td><td>List[VectorStoreInfo]</td><td>List of vector store information for the agent to route between</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-12">Outputs<a href="#outputs-12" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>Vector Store Router Agent instance</td></tr></tbody></table>
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="xml-agent">XML Agent<a href="#xml-agent" class="hash-link" aria-label="Direct link to XML Agent" title="Direct link to XML Agent">​</a></h2>
<p>This component creates an XML Agent using LangChain.</p>
<p>The agent uses XML formatting for tool instructions to the Language Model.</p>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs-13">Inputs<a href="#inputs-13" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>Language model to use for the agent</td></tr><tr><td>user_prompt</td><td>String</td><td>Custom prompt template for the agent (includes XML formatting instructions)</td></tr><tr><td>tools</td><td>List[Tool]</td><td>List of tools available to the agent</td></tr></tbody></table>
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs-13">Outputs<a href="#outputs-13" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
<table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>XML Agent instance</td></tr></tbody></table></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/concepts-voice-mode"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Voice mode</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/components-bundle-components"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Bundles</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#use-an-agent-in-a-flow" class="table-of-contents__link toc-highlight">Use an agent in a flow</a></li><li><a href="#agent-component" class="table-of-contents__link toc-highlight">Agent component</a><ul><li><a href="#inputs" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#csv-agent" class="table-of-contents__link toc-highlight">CSV Agent</a><ul><li><a href="#inputs-1" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-1" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#crewai-agent" class="table-of-contents__link toc-highlight">CrewAI Agent</a><ul><li><a href="#inputs-2" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-2" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#hierarchical-crew" class="table-of-contents__link toc-highlight">Hierarchical Crew</a><ul><li><a href="#inputs-3" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-3" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#json-agent" class="table-of-contents__link toc-highlight">JSON Agent</a><ul><li><a href="#inputs-4" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-4" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#openai-tools-agent" class="table-of-contents__link toc-highlight">OpenAI Tools Agent</a><ul><li><a href="#inputs-5" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-5" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#openapi-agent" class="table-of-contents__link toc-highlight">OpenAPI Agent</a><ul><li><a href="#inputs-6" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-6" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#sql-agent" class="table-of-contents__link toc-highlight">SQL Agent</a><ul><li><a href="#inputs-7" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-7" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#sequential-crew" class="table-of-contents__link toc-highlight">Sequential Crew</a><ul><li><a href="#inputs-8" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-8" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#sequential-task-agent" class="table-of-contents__link toc-highlight">Sequential task agent</a><ul><li><a href="#inputs-9" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-9" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#tool-calling-agent" class="table-of-contents__link toc-highlight">Tool Calling Agent</a><ul><li><a href="#inputs-10" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-10" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#vector-store-agent" class="table-of-contents__link toc-highlight">Vector Store Agent</a><ul><li><a href="#inputs-11" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-11" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#vector-store-router-agent" class="table-of-contents__link toc-highlight">Vector Store Router Agent</a><ul><li><a href="#inputs-12" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-12" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li><li><a href="#xml-agent" class="table-of-contents__link toc-highlight">XML Agent</a><ul><li><a href="#inputs-13" class="table-of-contents__link toc-highlight">Inputs</a></li><li><a href="#outputs-13" class="table-of-contents__link toc-highlight">Outputs</a></li></ul></li></ul></div></div></div></div></main></div></div></div><div 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