Open Census MCP Server

#!/usr/bin/env python3 """Check dimensions of the files in variables-db (the fresh ones)""" import faiss import json from pathlib import Path def check_fresh_variables_db(): """Check the fresh variables-db directory""" print("🔍 Checking Fresh Variables Database") print("=" * 40) variables_db_dir = Path("knowledge-base/variables-db") # Check FAISS file faiss_file = variables_db_dir / "variables.faiss" if faiss_file.exists(): try: index = faiss.read_index(str(faiss_file)) dimensions = index.d count = index.ntotal embed_type = "OpenAI ✅" if dimensions == 3072 else "SentenceTransformers ❌" print(f"📄 variables.faiss:") print(f" Dimensions: {dimensions} ({embed_type})") print(f" Vectors: {count:,}") except Exception as e: print(f"❌ Error reading FAISS: {e}") # Check build_info.json build_info_file = variables_db_dir / "build_info.json" if build_info_file.exists(): try: with open(build_info_file) as f: build_info = json.load(f) print(f"\n📋 build_info.json:") print(f" Embedding model: {build_info.get('embedding_model', 'unknown')}") print(f" Embedding dimensions: {build_info.get('embedding_dimension', 'unknown')}") print(f" Variable count: {build_info.get('variable_count', 'unknown')}") print(f" Build timestamp: {build_info.get('build_timestamp', 'unknown')}") except Exception as e: print(f"❌ Error reading build_info: {e}") def show_fix_options(): """Show how to fix the directory mismatch""" print(f"\n🛠️ Fix Options") print("=" * 20) print("Option 1: Move files to expected location") print(" mv knowledge-base/variables-db/* knowledge-base/variables-faiss/") print() print("Option 2: Update kb_search.py to look in variables-db") print(" Change variables_dir default from 'variables-faiss' to 'variables-db'") if __name__ == "__main__": check_fresh_variables_db() show_fix_options()