self_query_mcp_agent_v2
=======================

.. py:module:: self_query_mcp_agent_v2

.. autoapi-nested-parse::

   Self Query MCP Discovery Agent - Proper Haive Implementation.

   This agent uses Haive's configuration system properly by extending BaseRAGAgent
   and using SelfQueryRetrieverConfig instead of manually creating retrievers.



Classes
-------

.. autoapisummary::

   self_query_mcp_agent_v2.MCPDocumentLoader
   self_query_mcp_agent_v2.MCPServerMetadata
   self_query_mcp_agent_v2.SelfQueryMCPAgent


Functions
---------

.. autoapisummary::

   self_query_mcp_agent_v2.test_mcp_agent


Module Contents
---------------

.. py:class:: MCPDocumentLoader

   Load and process MCP server documents.


   .. py:method:: create_mcp_documents() -> list[langchain.schema.Document]
      :staticmethod:


      Create documents from MCP servers data.



.. py:class:: MCPServerMetadata(/, **data: Any)

   Bases: :py:obj:`pydantic.BaseModel`


   Metadata schema for MCP servers.


   .. py:attribute:: category
      :type:  str
      :value: None



   .. py:attribute:: has_install
      :type:  bool
      :value: None



   .. py:attribute:: language
      :type:  str
      :value: None



   .. py:attribute:: prompts_count
      :type:  int
      :value: None



   .. py:attribute:: resources_count
      :type:  int
      :value: None



   .. py:attribute:: server_name
      :type:  str
      :value: None



   .. py:attribute:: stars
      :type:  int
      :value: None



   .. py:attribute:: tools_count
      :type:  int
      :value: None



   .. py:attribute:: total_features
      :type:  int
      :value: None



.. py:class:: SelfQueryMCPAgent(name: str = 'mcp_self_query_agent')

   Bases: :py:obj:`haive.agents.rag.base.agent.BaseRAGAgent`


   Enhanced MCP Discovery Agent using proper Haive configuration system.


   .. py:method:: analyze_query_intent(query: str) -> str

      Analyze query to determine if it's suitable for self-query.



   .. py:method:: search_mcp_servers(query: str, k: int = 5) -> list[langchain.schema.Document]
      :async:


      Search for MCP servers using the configured retriever.



.. py:function:: test_mcp_agent()
   :async:


   Test the MCP agent.