Solution ready for publish: update tools.py

tools.py

@@ -19,7 +19,7 @@ def search_local_kb(query: str, top_k: int = 3) -> List[Dict]:
 
     # Assume the collection is already created and persisted
     store = create_vectorstore()
-    results = store.query(query, top_k=top_k)
+    results = store.query(query_texts=[query], n_results=top_k)
     return [
         {"text": doc.page_content, "source": doc.metadata.get("source", "unknown")}
         for doc in results
@@ -36,6 +36,5 @@ def web_search(query: str) -> List[Dict]:
     results = tav.search(query, max_results=5)
     return [
         {"text": r["title"] + ": " + r["snippet"] if isinstance(r, dict) else str(r)}
-        for r in
-        (results if isinstance(results, list) else [])
+        for r in (results if isinstance(results, list) else [])
     ]