CodeBoarding · ivanmilevtues · Jul 26, 2025
diff --git a/.codeboarding/Agent_Core_LLM_Integration.json b/.codeboarding/Agent_Core_LLM_Integration.json
@@ -138,4 +138,4 @@
       "dst_name": "Provider to MCP Converters"
     }
   ]
-}
+}
diff --git a/.codeboarding/Agent_Execution_Workflow_Engine.json b/.codeboarding/Agent_Execution_Workflow_Engine.json
@@ -135,4 +135,4 @@
       "dst_name": "Decorator Registry"
     }
   ]
-}
+}
diff --git a/.codeboarding/Agent_Workflow_Patterns.json b/.codeboarding/Agent_Workflow_Patterns.json
@@ -224,4 +224,4 @@
       "dst_name": "LLM Augmentation Layer"
     }
   ]
-}
+}
diff --git a/.codeboarding/Core_Application_Setup.json b/.codeboarding/Core_Application_Setup.json
@@ -192,4 +192,4 @@
       "dst_name": "Configuration Management (Settings)"
     }
   ]
-}
+}
diff --git a/.codeboarding/Human_Interaction_Layer.json b/.codeboarding/Human_Interaction_Layer.json
@@ -72,4 +72,4 @@
       "dst_name": "Console Interface"
     }
   ]
-}
+}
diff --git a/.codeboarding/MCP_Service_Integration.json b/.codeboarding/MCP_Service_Integration.json
@@ -99,4 +99,4 @@
       "dst_name": "mcp_agent.config"
     }
   ]
-}
+}
diff --git a/.codeboarding/analysis.json b/.codeboarding/analysis.json
@@ -17,7 +17,8 @@
           "reference_start_line": 1,
           "reference_end_line": 1
         }
-      ]
+      ],
+      "can_expand": true
     },
     {
       "name": "Agent Execution & Workflow Engine",
@@ -53,7 +54,8 @@
           "reference_start_line": 1,
           "reference_end_line": 1
         }
-      ]
+      ],
+      "can_expand": true
     },
     {
       "name": "Agent Core & LLM Integration",
@@ -77,7 +79,8 @@
           "reference_start_line": 1,
           "reference_end_line": 1
         }
-      ]
+      ],
+      "can_expand": true
     },
     {
       "name": "MCP Service Integration",
@@ -101,7 +104,8 @@
           "reference_start_line": 1,
           "reference_end_line": 1
         }
-      ]
+      ],
+      "can_expand": true
     },
     {
       "name": "Agent Workflow Patterns",
@@ -137,7 +141,8 @@
           "reference_start_line": 1,
           "reference_end_line": 1
         }
-      ]
+      ],
+      "can_expand": true
     },
     {
       "name": "Human Interaction Layer",
@@ -155,7 +160,8 @@
           "reference_start_line": 1,
           "reference_end_line": 1
         }
-      ]
+      ],
+      "can_expand": true
     }
   ],
   "components_relations": [
@@ -210,4 +216,4 @@
       "dst_name": "Agent Execution & Workflow Engine"
     }
   ]
-}
+}
diff --git a/.codeboarding/codeboarding_version.json b/.codeboarding/codeboarding_version.json
@@ -1,4 +1,4 @@
 {
-  "commit_hash": "13c378d8bceee2b4b325ff4a294fba046c835e72",
+  "commit_hash": "15d5cb9610d79b65276c4f13e94bd9bc3bff6231",
   "code_boarding_version": "0.1.0"
-}
+}
diff --git a/docs/codeboarding/Agent_Core_LLM_Integration.mdx b/docs/codeboarding/Agent_Core_LLM_Integration.mdx
@@ -1,9 +1,4 @@
----
-title: "Agent Core LLM Integration"
-description: "Agent Core LLM Integration component details"
----
-
-
+# Agent Core LLM Integration
 ```mermaid
 graph LR
     Agent_Core["Agent Core"]
@@ -17,11 +12,7 @@ graph LR
     LLM_Provider_Implementations -- "uses" --> Provider_to_MCP_Converters
 ```
 
-<Info>
-This documentation was generated by [CodeBoarding](https://github.com/CodeBoarding/GeneratedOnBoardings) to provide comprehensive architectural insights into the mcp-agent framework.
-</Info>
-
-## Details
+### Details
 
 This subsystem defines the fundamental interface and capabilities of an AI agent, encapsulating interactions with Large Language Models (LLMs), external tools, prompts, and resources. It provides a consistent and extensible model for agent behavior and offers a standardized, augmented interface for interacting with various LLM providers.
 
@@ -77,8 +68,3 @@ These utility classes are crucial for ensuring data consistency and interoperabi
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_bedrock.py#L437-L499" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_bedrock.BedrockMCPTypeConverter` (437:499)</a>
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_google.py#L403-L518" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_google.GoogleMCPTypeConverter` (403:518)</a>
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_openai.py#L949-L1055" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_openai.MCPOpenAITypeConverter` (949:1055)</a>
-
-
-
-
-### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
diff --git a/docs/codeboarding/Agent_Execution_Workflow_Engine.mdx b/docs/codeboarding/Agent_Execution_Workflow_Engine.mdx
@@ -1,9 +1,4 @@
----
-title: "Agent Execution Workflow Engine"
-description: "Agent Execution Workflow Engine component details"
----
-
-
+# Agent Execution Workflow Engine
 ```mermaid
 graph LR
     Execution_Engine["Execution Engine"]
@@ -21,11 +16,7 @@ graph LR
     Execution_Engine -- "potentially uses" --> Decorator_Registry
 ```
 
-<Info>
-This documentation was generated by [CodeBoarding](https://github.com/CodeBoarding/GeneratedOnBoardings) to provide comprehensive architectural insights into the mcp-agent framework.
-</Info>
-
-## Details
+### Details
 
 Abstract Components Overview
 
@@ -85,8 +76,3 @@ This component is responsible for registering and providing access to defined wo
 
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/workflow_registry.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/workflow_registry.py`</a>
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/temporal/workflow_registry.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/temporal/workflow_registry.py`</a>
-
-
-
-
-### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
diff --git a/docs/codeboarding/Agent_Workflow_Patterns.mdx b/docs/codeboarding/Agent_Workflow_Patterns.mdx
@@ -1,9 +1,4 @@
----
-title: "Agent Workflow Patterns"
-description: "Agent Workflow Patterns component details"
----
-
-
+# Agent Workflow Patterns
 ```mermaid
 graph LR
     LLM_Augmentation_Layer["LLM Augmentation Layer"]
@@ -24,11 +19,7 @@ graph LR
     Evaluation_Optimization_Workflow -- "uses" --> LLM_Augmentation_Layer
 ```
 
-<Info>
-This documentation was generated by [CodeBoarding](https://github.com/CodeBoarding/GeneratedOnBoardings) to provide comprehensive architectural insights into the mcp-agent framework.
-</Info>
-
-## Details
+### Details
 
 Abstract Components Overview
 
@@ -116,8 +107,3 @@ Provides mechanisms for evaluating the performance, quality, and effectiveness o
 **Related Classes/Methods**:
 
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/evaluator_optimizer/evaluator_optimizer.py#L47-L475" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer.EvaluatorOptimizerLLM` (47:475)</a>
-
-
-
-
-### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
diff --git a/docs/codeboarding/Core_Application_Setup.mdx b/docs/codeboarding/Core_Application_Setup.mdx
@@ -1,9 +1,4 @@
----
-title: "Core Application Setup"
-description: "Core Application Setup component details"
----
-
-
+# Core Application Setup
 ```mermaid
 graph LR
     Application_Core_MCPApp_["Application Core (MCPApp)"]
@@ -25,11 +20,7 @@ graph LR
     LLM_Selection -- "depends on" --> Configuration_Management_Settings_
 ```
 
-<Info>
-This documentation was generated by [CodeBoarding](https://github.com/CodeBoarding/GeneratedOnBoardings) to provide comprehensive architectural insights into the mcp-agent framework.
-</Info>
-
-## Details
+### Details
 
 This component is the foundational layer of the `mcp-agent` application. It is responsible for the initial bootstrapping of the entire agent framework, establishing the global application context, and managing the loading, parsing, and provision of all application settings and sensitive information. It acts as the central orchestrator for the agent's environment, ensuring that all subsequent components operate with the correct parameters and have access to essential services. Its design emphasizes modularity and extensibility, crucial for an AI agent development framework.
 
@@ -103,8 +94,3 @@ Responsible for selecting and managing Large Language Models (LLMs), including t
 
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/llm_selector.py#L96-L413" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.llm_selector.ModelSelector` (96:413)</a>
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm.py#L218-L668" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm.AugmentedLLM` (218:668)</a>
-
-
-
-
-### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
diff --git a/docs/codeboarding/Human_Interaction_Layer.mdx b/docs/codeboarding/Human_Interaction_Layer.mdx
@@ -1,9 +1,4 @@
----
-title: "Human Interaction Layer"
-description: "Human Interaction Layer component details"
----
-
-
+# Human Interaction Layer
 ```mermaid
 graph LR
     Human_Input_Handler["Human Input Handler"]
@@ -16,11 +11,7 @@ graph LR
     Progress_Display -- "uses" --> Console_Interface
 ```
 
-<Info>
-This documentation was generated by [CodeBoarding](https://github.com/CodeBoarding/GeneratedOnBoardings) to provide comprehensive architectural insights into the mcp-agent framework.
-</Info>
-
-## Details
+### Details
 
 The `Human Interaction Layer` is a critical subsystem designed to facilitate seamless human-in-the-loop workflows within the AI agent framework. Its primary purpose is to enable agents to request information, receive feedback, and process responses from human users, thereby integrating human intelligence and decision-making into automated processes. This layer adheres to the project's architectural biases by promoting modularity, clear separation of concerns, and an asynchronous design, ensuring that human interactions do not block core agent operations.
 
@@ -58,8 +49,3 @@ This foundational component provides the low-level interface for interacting wit
 **Related Classes/Methods**:
 
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/mcp_agent/console.py#L1-L1" target="_blank" rel="noopener noreferrer">`Console Interface` (1:1)</a>
-
-
-
-
-### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
diff --git a/docs/codeboarding/MCP_Service_Integration.mdx b/docs/codeboarding/MCP_Service_Integration.mdx
@@ -1,9 +1,4 @@
----
-title: "MCP Service Integration"
-description: "MCP Service Integration component details"
----
-
-
+# MCP Service Integration
 ```mermaid
 graph LR
     MCPAggregator["MCPAggregator"]
@@ -20,11 +15,7 @@ graph LR
     MCPClientSession -- "Uses" --> mcp_agent_config
 ```
 
-<Info>
-This documentation was generated by [CodeBoarding](https://github.com/CodeBoarding/GeneratedOnBoardings) to provide comprehensive architectural insights into the mcp-agent framework.
-</Info>
-
-## Details
+### Details
 
 Abstract Components Overview
 
@@ -71,8 +62,3 @@ This module contains auto-generated client code that provides concrete methods f
 **Related Classes/Methods**:
 
 - <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/mcp/gen_client.py#L15-L40" target="_blank" rel="noopener noreferrer">`mcp_agent.mcp.gen_client` (15:40)</a>
-
-
-
-
-### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
-Original file line number
+Diff line change
@@ Expand Up / @@ -138,4 +138,4 @@ @@
           "dst_name": "Provider to MCP Converters"
         }
       ]
-    }
+    }