Markdown RAG Documentation

from dataclasses import dataclass from pathlib import Path from typing import Any, Protocol, runtime_checkable @dataclass(slots=True) class SearchResult: doc_id: str score: float metadata: dict[str, Any] @runtime_checkable class IndexProtocol(Protocol): def search(self, query: str, limit: int = 10) -> list[SearchResult]: ... def add_document(self, doc_id: str, content: str, metadata: dict[str, Any]) -> None: ... def remove_document(self, doc_id: str) -> None: ... def clear(self) -> None: ... def save(self, path: Path) -> None: ... def load(self, path: Path) -> None: ... def __len__(self) -> int: ...