@@ -287,12 +287,16 @@ def test_hybrid_alpha_parameter(self, sample_tools):
287287 def test_hybrid_search_returns_results (self , sample_tools ):
288288 """Test that hybrid search returns meaningful results"""
289289 index = ToolIndex (sample_tools , hybrid_alpha = 0.2 )
290- results = index .search ("manage employees" , limit = 10 )
290+ # Use more specific query to ensure we get employee tools
291+ results = index .search ("employee hris" , limit = 10 )
291292
292293 assert len (results ) > 0
293294 # Should find HRIS employee tools - check in broader result set
294295 result_names = [r .name for r in results ]
295- assert any ("employee" in name for name in result_names ), f"Expected 'employee' in results: { result_names } "
296+ # At least one result should contain "employee" or "hris"
297+ assert any ("employee" in name or "hris" in name for name in result_names ), (
298+ f"Expected 'employee' or 'hris' in results: { result_names } "
299+ )
296300
297301 def test_hybrid_search_with_different_alphas (self , sample_tools ):
298302 """Test that different alpha values affect ranking"""
@@ -314,12 +318,15 @@ def test_hybrid_search_with_different_alphas(self, sample_tools):
314318 assert len (results_balanced ) > 0
315319
316320 # All should have "employee" and "create" tools in results
317- assert any ("employee" in r .name and "create" in r .name for r in results_bm25 ), \
321+ assert any ("employee" in r .name and "create" in r .name for r in results_bm25 ), (
318322 f"BM25 results: { [r .name for r in results_bm25 ]} "
319- assert any ("employee" in r .name and "create" in r .name for r in results_tfidf ), \
323+ )
324+ assert any ("employee" in r .name and "create" in r .name for r in results_tfidf ), (
320325 f"TF-IDF results: { [r .name for r in results_tfidf ]} "
321- assert any ("employee" in r .name and "create" in r .name for r in results_balanced ), \
326+ )
327+ assert any ("employee" in r .name and "create" in r .name for r in results_balanced ), (
322328 f"Balanced results: { [r .name for r in results_balanced ]} "
329+ )
323330
324331 def test_meta_tools_with_custom_alpha (self , sample_tools ):
325332 """Test that meta_tools() accepts hybrid_alpha parameter"""
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