Chat message.

Tool execution result.

LLM Client wrapper supporting multiple providers. This class provides a unified interface for different LLM providers. It automatically insta

Execute shell commands in foreground or background. Automatically detects OS and uses appropriate shell: - Windows: PowerShell - Unix/Lin

Single agent with basic tools and MCP support.

Builder for creating optimized GIFs from frames.

Read file content.

Skill loader

Write content to a file.

Bash command execution result with separated stdout and stderr. Inherits from ToolResult which provides: - success: bool - content: str (

Manages connection to a single MCP server (STDIO or URL-based) with timeout handling.

Tool for recording and recalling session notes. The agent can use this tool to: - Record important facts, decisions, or context during sessio

Tool for recalling recorded session notes.

Terminate a running background bash shell.

Edit file by replacing text.

Retrieve output from background bash shells.

Retry configuration class

LLM client using Anthropic's protocol. This client uses the official Anthropic SDK and supports: - Extended thinking content - Tool calli

LLM response.

Mock weather tool for testing.

Function call details.

Tool to get detailed information about a specific skill

MCP timeout configuration.

LLM client using OpenAI's protocol. This client uses the official OpenAI SDK and supports: - Reasoning content (via reasoning_split=True)

A single particle in a particle system.

Tool call structure.

Agent configuration

LLM configuration

Minimal ACP adapter wrapping the existing Agent runtime.

Mock calculator tool for testing.

Mock search tool with complex schema.

Data structure for paragraph properties extracted from a PowerPoint paragraph.

Token usage statistics from LLM API response.

Tools configuration

Example weather tool.

Agent run logger Responsible for recording the complete interaction process of each agent run, including: - LLM requests and responses -

Background shell data container. Pure data class that only stores state and output. IO operations are managed externally by BackgroundShellMa

Example calculator tool.

Main configuration class

Validator for Word document XML files against XSD schemas.

XMLEditor that automatically applies RSID, author, and date to new elements. Automatically adds attributes to elements that support them when ins

MCP (Model Context Protocol) timeout configuration

MCP connection using Streamable HTTP.

MCP connection using Server-Sent Events.

MCP connection using standard input/output.

Wrapper for MCP tools with timeout handling.

Mock tool with enum parameter.

Manages a collection of particles.

Validator for tracked changes in Word documents.

Retry configuration

Retry exhausted exception

Example search tool.

Data structure for shape properties extracted from a PowerPoint shape.

A shape with its absolute position on the slide.

Skill data structure

Example translate tool.

Manager for all background shell processes.

Base validator with common validation logic for document files.

Base validator with common validation logic for document files.

Terminal color definitions

Terminal color definitions

Validator for Word document XML files against XSD schemas.

Manages comments in unpacked Word documents.

Abstract base class for LLM clients. This class defines the interface that all LLM clients must implement, regardless of the underlying API p

LLM provider types.

Base class for MCP server connections.

Validator for PowerPoint presentation XML files against XSD schemas.

Validator for PowerPoint presentation XML files against XSD schemas.

Validator for tracked changes in Word documents.

Tests for calculate_display_width function.

Tests for _determine_connection_type function.

Tests for MCPServerConnection initialization.

Tests for MCPServerConnection timeout behavior.

Tests for MCP timeout configuration.

Tests for pad_to_width function.

Tests for real-world usage scenarios.

Tests for truncate_with_ellipsis function.

Base class for all tools.

Editor for manipulating OOXML XML files with line-number-based node finding. This class parses XML files and tracks the original line and co