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New tests for MCP implementation
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@@ -10,7 +10,7 @@ mode: "wide"
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In the CrewAI framework, an `Agent` is an autonomous unit that can:
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- Perform specific tasks
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- Make decisions based on its role and goal
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- Use tools to accomplish objectives
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- Use apps, tools and MCP Servers to accomplish objectives
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- Communicate and collaborate with other agents
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- Maintain memory of interactions
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- Delegate tasks when allowed
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@@ -40,6 +40,7 @@ The Visual Agent Builder enables:
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| **Backstory** | `backstory` | `str` | Provides context and personality to the agent, enriching interactions. |
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| **LLM** _(optional)_ | `llm` | `Union[str, LLM, Any]` | Language model that powers the agent. Defaults to the model specified in `OPENAI_MODEL_NAME` or "gpt-4". |
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| **Tools** _(optional)_ | `tools` | `List[BaseTool]` | Capabilities or functions available to the agent. Defaults to an empty list. |
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| **MCP Servers** _(optional)_ | `mcps` | `Optional[List[str]]` | MCP server references for automatic tool integration. Supports HTTPS URLs and CrewAI AMP marketplace references. |
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| **Function Calling LLM** _(optional)_ | `function_calling_llm` | `Optional[Any]` | Language model for tool calling, overrides crew's LLM if specified. |
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| **Max Iterations** _(optional)_ | `max_iter` | `int` | Maximum iterations before the agent must provide its best answer. Default is 20. |
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| **Max RPM** _(optional)_ | `max_rpm` | `Optional[int]` | Maximum requests per minute to avoid rate limits. |
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@@ -194,6 +195,25 @@ research_agent = Agent(
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)
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```
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#### Research Agent with MCP Integration
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```python Code
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mcp_research_agent = Agent(
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role="Advanced Research Analyst",
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goal="Conduct comprehensive research using multiple data sources",
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backstory="Expert researcher with access to web search, academic papers, and real-time data",
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mcps=[
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"https://mcp.exa.ai/mcp?api_key=your_key&profile=research",
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"crewai-amp:academic-research#pubmed_search", # CrewAI AMP Router for specific action in an MCP Server
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"crewai-amp:market-intelligence" # CrewAI AMP Router for a specific MCP server
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],
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verbose=True
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)
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```
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<Note>
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The `mcps` field automatically discovers and integrates tools from MCP servers. Tools are cached for performance and connections are made on-demand. See [MCP DSL Integration](/en/mcp/dsl-integration) for detailed usage.
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</Note>
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#### Code Development Agent
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```python Code
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dev_agent = Agent(
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