simple_faiss_retriever
======================

.. py:module:: simple_faiss_retriever

.. autoapi-nested-parse::

   Simple FAISS-based MCP Retriever with Auto-Loading.

   Uses FAISS for vector storage and auto-loads MCP server documentation.



Attributes
----------

.. autoapisummary::

   simple_faiss_retriever.retriever


Classes
-------

.. autoapisummary::

   simple_faiss_retriever.SimpleFAISSRetriever


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

.. py:class:: SimpleFAISSRetriever(cache_dir: str = '/tmp/mcp_faiss_cache')

   Simple FAISS-based retriever for MCP servers.


   .. py:method:: asearch(query: str, k: int = 5) -> list[langchain_core.documents.Document]
      :async:


      Async search for relevant documents.



   .. py:method:: get_server_by_name(name: str) -> dict[str, Any]

      Get a specific server by name.



   .. py:method:: get_servers_by_category(category: str) -> list[dict[str, Any]]

      Get servers by category.



   .. py:method:: get_top_servers(n: int = 10) -> list[dict[str, Any]]

      Get top N servers by stars.



   .. py:method:: search(query: str, k: int = 5) -> list[langchain_core.documents.Document]

      Search for relevant documents.



   .. py:method:: setup() -> None

      Set up the retriever with auto-loading.



   .. py:attribute:: cache_dir


   .. py:attribute:: doc_loader


   .. py:attribute:: documents
      :value: []



   .. py:attribute:: embeddings


   .. py:attribute:: vectorstore
      :value: None



.. py:data:: retriever