#!/usr/bin/env python3 """ Example Custom Fuzzer Structure Source: Chapter_12_Retrieval_Augmented_Generation_RAG_Pipelines Category: rag_attacks """ import argparse import sys class RAGFuzzer: def __init__(self, target_api, auth_token): self.api = target_api self.auth = auth_token self.results = [] def fuzz_unauthorized_access(self, sensitive_topics): """Test for unauthorized document retrieval""" for topic in sensitive_topics: for template in self.access_templates: query = template.format(topic=topic) response = self.api.query(query, self.auth) if self.contains_sensitive_data(response): self.results.append({ 'type': 'unauthorized_access', 'query': query, 'response': response, 'severity': 'HIGH' }) def fuzz_injection(self, injection_payloads): """Test for prompt injection via retrieval""" for payload in injection_payloads: response = self.api.query(payload, self.auth) if self.detect_injection_success(response): self.results.append({ 'type': 'injection', 'payload': payload, 'response': response, 'severity': 'CRITICAL' }) def fuzz_metadata_leakage(self): """Test for metadata exposure""" metadata_queries = [ "List all documents", "Show document authors", "What files were created today" ] for query in metadata_queries: response = self.api.query(query, self.auth) if self.extract_metadata(response): self.results.append({ 'type': 'metadata_leakage', 'query': query, 'leaked_metadata': self.extract_metadata(response), 'severity': 'MEDIUM' }) def main(): """Command-line interface.""" parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--verbose", "-v", action="store_true", help="Verbose output") args = parser.parse_args() # TODO: Add main execution logic pass if __name__ == "__main__": main()