Fix broken links

Author: harishmohanraj

autogen/agentchat/assistant_agent.py

@@ -63,7 +63,7 @@ def __init__(
                 default to None (no limit provided, class attribute MAX_CONSECUTIVE_AUTO_REPLY will be used as the limit in this case).
                 The limit only plays a role when human_input_mode is not "ALWAYS".
             **kwargs (dict): Please refer to other kwargs in
-                [ConversableAgent](conversable_agent#__init__).
+                [ConversableAgent](conversable_agent#init).
         """
         super().__init__(
             name,

autogen/agentchat/contrib/agent_eval/critic_agent.py

@@ -37,7 +37,7 @@ def __init__(
                 Please override this attribute if you want to reprogram the agent.
             description (str): The description of the agent.
             **kwargs (dict): Please refer to other kwargs in
-                [ConversableAgent](../../conversable_agent#__init__).
+                [ConversableAgent](../../conversable_agent#init).
         """
         super().__init__(
             name=name,

autogen/agentchat/contrib/agent_eval/quantifier_agent.py

@@ -37,6 +37,6 @@ def __init__(
                 Please override this attribute if you want to reprogram the agent.
             description (str): The description of the agent.
             **kwargs (dict): Please refer to other kwargs in
-                [ConversableAgent](../../conversable_agent#__init__).
+                [ConversableAgent](../../conversable_agent#init).
         """
         super().__init__(name=name, system_message=system_message, description=description, **kwargs)

autogen/agentchat/contrib/agent_eval/subcritic_agent.py

@@ -38,7 +38,7 @@ def __init__(
                 Please override this attribute if you want to reprogram the agent.
             description (str): The description of the agent.
             **kwargs (dict): Please refer to other kwargs in
-                [ConversableAgent](../../conversable_agent#__init__).
+                [ConversableAgent](../../conversable_agent#init).
         """
         super().__init__(
             name=name,

autogen/agentchat/contrib/graph_rag/neo4j_graph_rag_capability.py

@@ -14,7 +14,7 @@
 class Neo4jGraphCapability(GraphRagCapability):
     """
     The Neo4j graph capability integrates Neo4j Property graph into a graph rag agent.
-    Ref: https://neo4j.com/labs/genai-ecosystem/llamaindex/#_property_graph_constructing_modules/
+    Ref: https://neo4j.com/labs/genai-ecosystem/llamaindex/#_property_graph_constructing_modules
 
 
     For usage, please refer to example notebook/agentchat_graph_rag_neo4j.ipynb

autogen/agentchat/contrib/llamaindex_conversable_agent.py

@@ -56,7 +56,7 @@ def __init__(
             description (str): a short description of the agent. This description is used by other agents
                 (e.g. the GroupChatManager) to decide when to call upon this agent.
             **kwargs (dict): Please refer to other kwargs in
-                [ConversableAgent](../conversable_agent#__init__).
+                [ConversableAgent](../conversable_agent#init).
         """
 
         if llama_index_agent is None:

autogen/agentchat/contrib/llava_agent.py

@@ -40,7 +40,7 @@ def __init__(
             system_message (str): system message for the ChatCompletion inference.
                 Please override this attribute if you want to reprogram the agent.
             **kwargs (dict): Please refer to other kwargs in
-                [ConversableAgent](../conversable_agent#__init__).
+                [ConversableAgent](../conversable_agent#init).
         """
         super().__init__(
             name,

autogen/agentchat/contrib/math_user_proxy_agent.py

@@ -163,7 +163,7 @@ def __init__(
                     when the number of auto reply reaches the max_consecutive_auto_reply or when is_termination_msg is True.
             default_auto_reply (str or dict or None): the default auto reply message when no code execution or llm based reply is generated.
             max_invalid_q_per_step (int): (ADDED) the maximum number of invalid queries per step.
-            **kwargs (dict): other kwargs in [UserProxyAgent](../user_proxy_agent#__init__).
+            **kwargs (dict): other kwargs in [UserProxyAgent](../user_proxy_agent#init).
         """
         super().__init__(
             name=name,

autogen/agentchat/contrib/multimodal_conversable_agent.py

@@ -40,7 +40,7 @@ def __init__(
             system_message (str): system message for the OpenAIWrapper inference.
                 Please override this attribute if you want to reprogram the agent.
             **kwargs (dict): Please refer to other kwargs in
-                [ConversableAgent](../conversable_agent#__init__).
+                [ConversableAgent](../conversable_agent#init).
         """
         super().__init__(
             name,

autogen/agentchat/contrib/qdrant_retrieve_user_proxy_agent.py

@@ -97,7 +97,7 @@ def __init__(
                 - payload_indexing: Whether to create a payload index for the document field. Default is False.
                   You can find more info about the payload indexing options at https://qdrant.tech/documentation/concepts/indexing/#payload-index
                   API Reference: https://qdrant.github.io/qdrant/redoc/index.html#tag/collections/operation/create_field_index
-             **kwargs (dict): other kwargs in [UserProxyAgent](../user_proxy_agent#__init__).
+             **kwargs (dict): other kwargs in [UserProxyAgent](../user_proxy_agent#init).
 
         """
         warnings.warn(