Check if the server configuration is for a stdio server. Args: server_config: The server configuration section Returns: True

Load configuration files

Execute Bash script on remote server Args: script: Bash script content (can be multi-line) timeout:

Start desktop control server Args: host: Listening address (127.0.0.1 for local, 0.0.0.0 for all interfaces) port: Liste

Save all quality records and global execution count to disk.

Dynamically switch debug level: 0 = WARNING, 1 = INFO, 2 = DEBUG.

Start recording screen

Start screen recording. Args: auto_cleanup: If True, automatically end previous recording if one is in progress

Update agent status

Create ClientSession (or set up JSON-RPC client) and log success.

Hook called after disconnection. Override in subclasses if needed.

If prompt is provided, ask user for confirmation, otherwise default to deny

Ask the user whether to install.

Build BaseTool instances from cached tool metadata.

Call LLM with backoff retry on rate limit errors Timeout and retry strategy: - Single call timeout: self.timeout (default 120

Capture screenshot and notify callback.

Check if the command is available. Args: command: The command to check (e.g. "npx", "uvx") Returns:

Clear screen

Create Anthropic client (only supports anthropic provider).

Generate actionable recommendations based on quality data.

Get the cache file path for the current model.

Get structured cache key (backend, server, tool_name) from tool.

Generate platform-specific conda activation prefix.

Get embedding from structured cache.

Generate install command based on command type. Args: command: The command to execute (e.g. "npx", "uvx", "uv")

Get or create aiohttp session.

Get or create aiohttp session.

Get path for a test file

Try to parse *data* into *model_cls* (a subclass of BaseModel). If `model_cls` is None or not a subclass of BaseModel, return the o

Parse prompt data into Prompt objects.

Parse resource data into Resource objects.

Populate selected tools in debug info.

Process a single line and decide whether to output it.

Apply rate limiting by adding delay between API calls

Execute HTTP request and retry Args: name: RPC method name payload: Request payload scri

Sanitize MCP tool schema to ensure Claude API compatibility (JSON Schema draft 2020-12). Fixes: - Empty schemas -> valid object sche

Save embeddings to disk cache.

Update UI with current state

Analyze agent actions and generate statistics.

Analyze trajectory and return statistics.

Build pyautogui command from action type and parameters. Args: action_type: Type of action (e.g., 'CLICK', 'TYPING') par

Clear the cache.

Create the underlying session/connection. For JSON-RPC mode, we don't use a connection manager.

Execute a pyautogui Python command locally via subprocess.

Finalize recording, save final information

Format conversation history to readable text (for logging/debugging)

Get all cached tools, grouped by server.

Get platform-appropriate cache directory.

Get cursor position locally.

Get tools with low success rate (candidates for review/removal). Args: success_rate_threshold: Tools below this

Get actual screen size from desktop environment using pyautogui. Returns: (width, height) tuple, or None on fail

Get screen size Returns: (width, height)

Get the current connection streams. Returns: The current connection (typically a tuple of read_stream, write_stream) or None if n

Check if cache exists and has data.

Initialize the MCP session.

Check if there is an active recording session Returns: bool: True if recording is active

List all available prompts from the MCP implementation.

Return BaseTool list. If session_name is specified, only return the tools of the specified session. If session_name is not s

List all available tools.

Load sanitized cache from disk. Returns empty dict if not exists.

With the assumption that images are screenshots that are of diminishing value as the conversation progresses, remove all but the final `image

Plan next action based on task and current screenshot. Includes prompt caching, error handling, and backup API key support.

Print startup banner

Record tool execution (internal method, called by BaseTool automatically) Args: tool_name: Name of the tool

Render entire UI

Record a failed server to cache. Args: server_name: Name of the failed MCP server error: Error messa

Save a single record (saves all for simplicity).