simple_faiss_retriever¶

Simple FAISS-based MCP Retriever with Auto-Loading.

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

Attributes¶

Classes¶

SimpleFAISSRetriever

Simple FAISS-based retriever for MCP servers.

Module Contents¶

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

Simple FAISS-based retriever for MCP servers.

async asearch(query: str, k: int = 5) → list[langchain_core.documents.Document]¶: Async search for relevant documents.

get_server_by_name(name: str) → dict[str, Any]¶: Get a specific server by name.

get_servers_by_category(category: str) → list[dict[str, Any]]¶: Get servers by category.

get_top_servers(n: int = 10) → list[dict[str, Any]]¶: Get top N servers by stars.

search(query: str, k: int = 5) → list[langchain_core.documents.Document]¶: Search for relevant documents.

setup() → None¶: Set up the retriever with auto-loading.

cache_dir¶

doc_loader¶

documents = []¶

embeddings¶

vectorstore = None¶

simple_faiss_retriever.retriever¶