Calculate delay time (exponential backoff) Args: attempt: Current attempt number (starting from 0) Returns:

Call a tool on the MCP server with provided arguments.

Check if GIF meets Slack size limits. Args: gif_path: Path to GIF file is_emoji: True for emoji GIF (64KB limit), False for

Connect to the MCP server with timeout protection.

Create explosion animation. Args: object_type: 'emoji', 'circle', 'text' object_data: Object configuration num_frame

Create fade animation. Args: object_type: 'emoji', 'text', 'image' object_data: Object configuration num_frames: Num

Create slide animation. Args: object_type: 'emoji', 'text' object_data: Object configuration num_frames: Number of f

Create spinning/rotating animation. Args: object_type: 'emoji', 'image', 'text' object_data: Object configuration nu

Detect text overflow in shapes (text exceeding shape bounds). Returns dict of slide_key -> shape_key -> overflow_inches. Only includes shapes

Draw emoji text on a frame (requires system emoji support). Args: frame: PIL Image to draw on emoji: Emoji character(s)

Execute the tool with arbitrary arguments.

Get detailed information about specified skill

Execute read file.

Execute write file.

Execute edit file.

Generate response from OpenAI LLM. Args: messages: List of conversation messages tools: Optional list of available to

Get all available bash IDs.

Get the default config file path with priority search Returns: Path to config.yaml (prioritizes: dev config/ > user config/ > pac

Get the log directory path.

Get new output since last check, optionally filtered by regex.

Get the next available rId for relationships files.

Convert inches to pixels at given DPI.

Initialize base tools (independent of workspace) These tools are loaded from package configuration and don't depend on workspace. Note: File

Check if particle is still alive.

List all loaded skill names Returns: List of skill names

Retrieve available tools from the MCP server.

Load config from config.yaml.

Pack a directory into an Office file (.docx/.pptx/.xlsx). Args: input_dir: Path to unpacked Office document directory output_file

Read and display a specific log file. Args: filename: The log filename to read

Show log directory contents and optionally open file manager. Args: open_file_manager: Whether to open the system file manager

Convert to dictionary for JSON serialization.

Convert skill to prompt format

Update particle position and lifetime.

Validate XML files against XSD schemas, showing only new errors compared to original.

Validate XML files against XSD schemas, showing only new errors compared to original.

Validate that all r:id attributes in XML files reference existing IDs in their corresponding .rels files, and optionally validate rel

Validate that all r:id attributes in XML files reference existing IDs in their corresponding .rels files, and optionally validate rel

Validate that all content files are properly declared in [Content_Types].xml.

Validate that all content files are properly declared in [Content_Types].xml.

Validate that all .rels files properly reference files and that all files are referenced.

Validate that all .rels files properly reference files and that all files are referenced.

Validate that namespace prefixes in Ignorable attributes are declared.

Validate that namespace prefixes in Ignorable attributes are declared.

Basic validation of a skill

Validate that specific IDs are unique according to OOXML requirements.

Validate that specific IDs are unique according to OOXML requirements.

Validate that all XML files are well-formed.

Validate that all XML files are well-formed.

Clean up MCP server connection resources.

Args: enabled: Whether to enable retry mechanism max_retries: Maximum number of retries initial_delay: In

Initialize with path to unpacked Word document directory. Automatically sets up comment infrastructure (people.xml, RSIDs).

Add author to people.xml (called during initialization).

Add people.xml content type to [Content_Types].xml if not already present.

Add people.xml relationship to document.xml.rels if not already present.

Calculate if shape overflows the slide boundaries.

Cancel and remove a monitoring task (internal use only).

Remove attributes and elements not in allowed namespaces.

Remove attributes and elements not in allowed namespaces.

Generate XML for comment reference run. Note: w:rsidR is automatically added by DocxXMLEditor.

Connect via SSE transport with timeout parameters.

Connect via STDIO transport.

Connect via Streamable HTTP transport with timeout parameters.

Convert internal messages to Anthropic format. Args: messages: List of internal Message objects Returns: Tup

Convert internal messages to OpenAI format. Args: messages: List of internal Message objects Returns: Tuple

Convert tools to Anthropic format. Anthropic tool format: { "name": "tool_name", "description": "Tool descrip

Convert tools to OpenAI format. Args: tools: List of Tool objects or dicts Returns: List of tools in OpenAI

Create the connection context based on connection type.

Create a SAX parser that tracks line and column numbers for each element. Monkey patches the SAX content handler to store the current line a

Create summary for one execution round Args: messages: List of messages to summarize round_num: Round number

Detect bullet point formatting issues in paragraphs.

Ensure [Content_Types].xml has comment content types.

Ensure word/_rels/document.xml.rels has comment relationships.

Ensure w16cex namespace is declared on the root element.

Ensure w16du namespace is declared on the root element.

Estimate if text overflows the shape bounds using PIL text measurement.

Fallback token estimation method (when tiktoken is unavailable)

Generate detailed word-level differences using git word diff.

Generate detailed word-level differences using git word diff.

Generate random 8-character hex RSID.

Get default font size from theme text styles or use conservative default.

Recursively extract all text content from an element. Skips text nodes that contain only whitespace (spaces, tabs, newlines),

Get the expected relationship type for an element. First checks the explicit mapping, then tries pattern detection.

Get the expected relationship type for an element. First checks the explicit mapping, then tries pattern detection.

Generate word diff using git with character-level precision.

Generate word diff using git with character-level precision.

Get the next available change ID by checking all tracked change elements.

Get the next available comment ID.

Get XSD validation errors from a single file in the original document. Args: xml_file: Path to the XML file in unpacked_dir to ch

Get XSD validation errors from a single file in the original document. Args: xml_file: Path to the XML file in unpacked_dir to ch

Determine the appropriate schema path for an XML file.

Determine the appropriate schema path for an XML file.