import json from crewai_tools.rag.base_loader import BaseLoader, LoaderResult from crewai_tools.rag.source_content import SourceContent class JSONLoader(BaseLoader): def load(self, source_content: SourceContent, **kwargs) -> LoaderResult: source_ref = source_content.source_ref content = source_content.source if source_content.is_url(): content = self._load_from_url(source_ref, kwargs) elif source_content.path_exists(): content = self._load_from_file(source_ref) return self._parse_json(content, source_ref) def _load_from_url(self, url: str, kwargs: dict) -> str: import requests headers = kwargs.get( "headers", { "Accept": "application/json", "User-Agent": "Mozilla/5.0 (compatible; crewai-tools JSONLoader)", }, ) try: response = requests.get(url, headers=headers, timeout=30) response.raise_for_status() return ( response.text if not self._is_json_response(response) else json.dumps(response.json(), indent=2) ) except Exception as e: raise ValueError(f"Error fetching JSON from URL {url}: {e!s}") from e def _is_json_response(self, response) -> bool: try: response.json() return True except ValueError: return False def _load_from_file(self, path: str) -> str: with open(path, "r", encoding="utf-8") as file: return file.read() def _parse_json(self, content: str, source_ref: str) -> LoaderResult: try: data = json.loads(content) if isinstance(data, dict): text = "\n".join( f"{k}: {json.dumps(v, indent=0)}" for k, v in data.items() ) elif isinstance(data, list): text = "\n".join(json.dumps(item, indent=0) for item in data) else: text = json.dumps(data, indent=0) metadata = { "format": "json", "type": type(data).__name__, "size": len(data) if isinstance(data, (list, dict)) else 1, } except json.JSONDecodeError as e: text = content metadata = {"format": "json", "parse_error": str(e)} return LoaderResult( content=text, source=source_ref, metadata=metadata, doc_id=self.generate_doc_id(source_ref=source_ref, content=text), )