Perfect version.

pr/agents/agent_manager.py

@@ -5,6 +5,7 @@ from typing import Dict, List, Any, Optional, Callable
 from dataclasses import dataclass, field
 from .agent_roles import AgentRole, get_agent_role
 from .agent_communication import AgentMessage, AgentCommunicationBus, MessageType
+from ..memory.knowledge_store import KnowledgeStore
 
 @dataclass
 class AgentInstance:
@@ -36,6 +37,7 @@ class AgentManager:
         self.db_path = db_path
         self.api_caller = api_caller
         self.communication_bus = AgentCommunicationBus(db_path)
+        self.knowledge_store = KnowledgeStore(db_path)
         self.active_agents: Dict[str, AgentInstance] = {}
         self.session_id = str(uuid.uuid4())[:16]
 
@@ -70,9 +72,16 @@ class AgentManager:
             agent.context.update(context)
 
         agent.add_message('user', task)
+        knowledge_matches = self.knowledge_store.search_entries(task, top_k=3)
         agent.task_count += 1
 
         messages = agent.get_messages_for_api()
+        if knowledge_matches:
+            knowledge_content = "Knowledge base matches based on your query:\\n"
+            for i, entry in enumerate(knowledge_matches, 1):
+                shortened_content = entry.content[:2000]
+                knowledge_content += f"{i}. {shortened_content}\\n\\n"
+            messages.insert(-1, {'role': 'user', 'content': knowledge_content})
 
         try:
             response = self.api_caller(