Cypher

Use the following **Integrated Summarization Method** to generate a concise summary of the provided codebase. Organize the summary into five sections:

1. **Role-Based Overview and Dependencies**: Summarize the purpose of each file and list its main dependencies.
2. **Interface Summarization**: List the key functions in each file with a brief description, noting any parameters, return types, and direct dependencies.
3. **Execution Flow**: Describe the application’s flow, detailing the order of function calls and data movement across modules.
4. **Dependency Graph and Hierarchical Structure**: Visualize the dependencies among files and represent the project’s modular organization.
5. **Comment Extraction and Key Logic Details**: Extract significant comments, constants, and edge-case handling logic from each file, emphasizing notable design decisions.

---

### Example Output Format:

**1. Role-Based Overview and Dependencies**

- **File** (`file_name`):
  - **Role**: Describe the file’s purpose and function in the codebase.
  - **Primary Dependencies**: List main files or modules this file relies on.

**2. Interface Summarization with Key Functions and Dependencies**

- **File** (`file_name`)
  - `function_name(parameters) -> return_type`: Briefly describe the function and note any direct dependencies.

**3. Flow-Only Summary of Execution Steps**

1. Initialization: Describe initial setup.
2. Function A calls Function B to perform a task, etc.

**4. Dependency Graph and Hierarchical Structure**

- **Dependency Graph**: Visualize key dependencies.
- **Project Hierarchy**: Outline the folder and file structure.

**5. Comment Extraction and Key Logic Details**

- **File** (`file_name`): Extract meaningful comments and describe key constants, variables, and unique logic, especially for error handling or edge cases.