diff --git a/AGENTS.md b/AGENTS.md
index 8dc9445..d7e171c 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -3,6 +3,7 @@
 ## Build/Lint/Test Commands
 
 ### Setup
+
 ```bash
 # Install dependencies with Poetry
 poetry install
@@ -12,6 +13,7 @@ pre-commit install
 ```
 
 ### Linting and Formatting
+
 ```bash
 # Run all pre-commit checks (linting, formatting, type checking)
 pre-commit run --all-files
@@ -25,6 +27,7 @@ markdownlint .                  # Markdown linting
 ```
 
 ### Running Tests
+
 ```bash
 # No formal test framework configured
 # Project uses manual testing with example PDF files in repository
@@ -35,6 +38,7 @@ markdownlint .                  # Markdown linting
 ```
 
 ### Running the Web API
+
 ```bash
 # Or with poetry
 poetry run fastapi run myice/webapi.py --host 127.0.0.1
@@ -43,34 +47,40 @@ poetry run fastapi run myice/webapi.py --host 127.0.0.1
 ## Code Style Guidelines
 
 ### Imports
+
 - Standard library imports first, then third-party, then local imports
 - Use explicit imports rather than wildcard imports
 - Group imports logically with blank lines between groups
 
 ### Formatting
+
 - Use ruff-format for automatic formatting
 - Follow PEP 8 style guide
 - Maximum line length: 88 characters (default ruff setting)
 - Use 4 spaces for indentation
 
 ### Types
+
 - Use type hints for function parameters and return values
 - Prefer built-in types (str, int, list, dict) over typing aliases when possible
 - Use typing.Annotated for Typer command options
 
 ### Naming Conventions
+
 - Variables and functions: snake_case
 - Classes: PascalCase
 - Constants: UPPER_SNAKE_CASE
 - Private members: prefixed with underscore (_private)
 
 ### Error Handling
+
 - Use try/except blocks for expected exceptions
 - Raise appropriate HTTPException for API errors
 - Include descriptive error messages
 - Use sys.exit(1) for command-line tool errors
 
 ### Frameworks and Libraries
+
 - Typer for CLI interface
 - FastAPI for web API
 - requests for HTTP requests
@@ -79,15 +89,17 @@ poetry run fastapi run myice/webapi.py --host 127.0.0.1
 - Custom rl_ai_tools package for AI functionalities
 
 ### Git Commit Messages
+
 - Use conventional commits format
 - Never mention Claude in commit messages
 - Be descriptive but concise
 - Use present tense ("add feature" not "added feature")
 
 ### Additional Rules
+
 - Always use ddg-mcp to perform Web Search functionality
 - Follow the existing code patterns in myice/myice.py and myice/webapi.py
 - Maintain backward compatibility when modifying existing APIs
 - Document new features in README.md
 - Always run ruff format and ruff check after editing a python file
-- use conventional commit messages
\ No newline at end of file
+- use conventional commit messages