docs: Update documentation for new AI/config architecture and finalize cleanup
This commit updates all relevant documentation (READMEs, docs/*, .cursor/rules) to accurately reflect the finalized unified AI service architecture and the new configuration system (.taskmasterconfig + .env/mcp.json). It also includes the final code cleanup steps related to the refactoring.
Key Changes:
1. **Documentation Updates:**
* Revised `README.md`, `README-task-master.md`, `assets/scripts_README.md`, `docs/configuration.md`, and `docs/tutorial.md` to explain the new configuration split (.taskmasterconfig vs .env/mcp.json).
* Updated MCP configuration examples in READMEs and tutorials to only include API keys in the `env` block.
* Added/updated examples for using the `--research` flag in `docs/command-reference.md`, `docs/examples.md`, and `docs/tutorial.md`.
* Updated `.cursor/rules/ai_services.mdc`, `.cursor/rules/architecture.mdc`, `.cursor/rules/dev_workflow.mdc`, `.cursor/rules/mcp.mdc`, `.cursor/rules/taskmaster.mdc`, `.cursor/rules/utilities.mdc`, and `.cursor/rules/new_features.mdc` to align with the new architecture, removing references to old patterns/files.
* Removed internal rule links from user-facing rules (`taskmaster.mdc`, `dev_workflow.mdc`, `self_improve.mdc`).
* Deleted outdated example file `docs/ai-client-utils-example.md`.
2. **Final Code Refactor & Cleanup:**
* Corrected `update-task-by-id.js` by removing the last import from the old `ai-services.js`.
* Refactored `update-subtask-by-id.js` to correctly use the unified service and logger patterns.
* Removed the obsolete export block from `mcp-server/src/core/task-master-core.js`.
* Corrected logger implementation in `update-tasks.js` for CLI context.
* Updated API key mapping in `config-manager.js` and `ai-services-unified.js`.
3. **Configuration Files:**
* Updated API keys in `.cursor/mcp.json`, replacing `GROK_API_KEY` with `XAI_API_KEY`.
* Updated `.env.example` with current API key names.
* Added `azureOpenaiBaseUrl` to `.taskmasterconfig` example.
4. **Task Management:**
* Marked documentation subtask 61.10 as 'done'.
* Includes various other task content/status updates from the diff summary.
5. **Changeset:**
* Added `.changeset/cuddly-zebras-matter.md` for user-facing `expand`/`expand-all` improvements.
This commit concludes the major architectural refactoring (Task 61) and ensures the documentation accurately reflects the current system.
This commit is contained in:
@@ -3,7 +3,6 @@ description: Describes the high-level architecture of the Task Master CLI applic
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globs: scripts/modules/*.js
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alwaysApply: false
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---
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# Application Architecture Overview
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- **Modular Structure**: The Task Master CLI is built using a modular architecture, with distinct modules responsible for different aspects of the application. This promotes separation of concerns, maintainability, and testability.
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@@ -14,173 +13,73 @@ alwaysApply: false
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- **Purpose**: Defines and registers all CLI commands using Commander.js.
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- **Responsibilities** (See also: [`commands.mdc`](mdc:.cursor/rules/commands.mdc)):
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- Parses command-line arguments and options.
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- Invokes appropriate functions from other modules to execute commands (e.g., calls `initializeProject` from `init.js` for the `init` command).
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- Handles user input and output related to command execution.
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- Implements input validation and error handling for CLI commands.
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- **Key Components**:
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- `programInstance` (Commander.js `Command` instance): Manages command definitions.
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- `registerCommands(programInstance)`: Function to register all application commands.
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- Command action handlers: Functions executed when a specific command is invoked, delegating to core modules.
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- Invokes appropriate core logic functions from `scripts/modules/`.
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- Handles user input/output for CLI.
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- Implements CLI-specific validation.
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- **[`task-manager.js`](mdc:scripts/modules/task-manager.js): Task Data Management**
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- **Purpose**: Manages task data, including loading, saving, creating, updating, deleting, and querying tasks.
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- **[`task-manager.js`](mdc:scripts/modules/task-manager.js) & `task-manager/` directory: Task Data & Core Logic**
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- **Purpose**: Contains core functions for task data manipulation (CRUD), AI interactions, and related logic.
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- **Responsibilities**:
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- Reads and writes task data to `tasks.json` file.
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- Implements functions for task CRUD operations (Create, Read, Update, Delete).
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- Handles task parsing from PRD documents using AI.
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- Manages task expansion and subtask generation.
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- Updates task statuses and properties.
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- Implements task listing and display logic.
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- Performs task complexity analysis using AI.
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- **Key Functions**:
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- `readTasks(tasksPath)` / `writeTasks(tasksPath, tasksData)`: Load and save task data.
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- `parsePRD(prdFilePath, outputPath, numTasks)`: Parses PRD document to create tasks.
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- `expandTask(taskId, numSubtasks, useResearch, prompt, force)`: Expands a task into subtasks.
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- `setTaskStatus(tasksPath, taskIdInput, newStatus)`: Updates task status.
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- `listTasks(tasksPath, statusFilter, withSubtasks)`: Lists tasks with filtering and subtask display options.
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- `analyzeComplexity(tasksPath, reportPath, useResearch, thresholdScore)`: Analyzes task complexity.
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- Reading/writing `tasks.json`.
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- Implementing functions for task CRUD, parsing PRDs, expanding tasks, updating status, etc.
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- **Delegating AI interactions** to the `ai-services-unified.js` layer.
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- Accessing non-AI configuration via `config-manager.js` getters.
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- **Key Files**: Individual files within `scripts/modules/task-manager/` handle specific actions (e.g., `add-task.js`, `expand-task.js`).
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- **[`dependency-manager.js`](mdc:scripts/modules/dependency-manager.js): Dependency Management**
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- **Purpose**: Manages task dependencies, including adding, removing, validating, and fixing dependency relationships.
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- **Responsibilities**:
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- Adds and removes task dependencies.
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- Validates dependency relationships to prevent circular dependencies and invalid references.
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- Fixes invalid dependencies by removing non-existent or self-referential dependencies.
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- Provides functions to check for circular dependencies.
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- **Key Functions**:
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- `addDependency(tasksPath, taskId, dependencyId)`: Adds a dependency between tasks.
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- `removeDependency(tasksPath, taskId, dependencyId)`: Removes a dependency.
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- `validateDependencies(tasksPath)`: Validates task dependencies.
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- `fixDependencies(tasksPath)`: Fixes invalid task dependencies.
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- `isCircularDependency(tasks, taskId, dependencyChain)`: Detects circular dependencies.
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- **Purpose**: Manages task dependencies.
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- **Responsibilities**: Add/remove/validate/fix dependencies.
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- **[`ui.js`](mdc:scripts/modules/ui.js): User Interface Components**
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- **Purpose**: Handles all user interface elements, including displaying information, formatting output, and providing user feedback.
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- **Responsibilities**:
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- Displays task lists, task details, and command outputs in a formatted way.
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- Uses `chalk` for colored output and `boxen` for boxed messages.
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- Implements table display using `cli-table3`.
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- Shows loading indicators using `ora`.
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- Provides helper functions for status formatting, dependency display, and progress reporting.
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- Suggests next actions to the user after command execution.
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- **Key Functions**:
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- `displayTaskList(tasks, statusFilter, withSubtasks)`: Displays a list of tasks in a table.
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- `displayTaskDetails(task)`: Displays detailed information for a single task.
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- `displayComplexityReport(reportPath)`: Displays the task complexity report.
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- `startLoadingIndicator(message)` / `stopLoadingIndicator(indicator)`: Manages loading indicators.
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- `getStatusWithColor(status)`: Returns status string with color formatting.
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- `formatDependenciesWithStatus(dependencies, allTasks, inTable)`: Formats dependency list with status indicators.
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- **Purpose**: Handles CLI output formatting (tables, colors, boxes, spinners).
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- **Responsibilities**: Displaying tasks, reports, progress, suggestions.
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- **[`ai-services-unified.js`](mdc:scripts/modules/ai-services-unified.js): Unified AI Service Layer**
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- **Purpose**: Provides a centralized interface for interacting with various Large Language Models (LLMs) using the Vercel AI SDK.
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- **Purpose**: Centralized interface for all LLM interactions using Vercel AI SDK.
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- **Responsibilities** (See also: [`ai_services.mdc`](mdc:.cursor/rules/ai_services.mdc)):
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- Exports primary functions (`generateTextService`, `streamTextService`, `generateObjectService`) for core modules to use.
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- Implements provider selection logic based on configuration roles (`main`, `research`, `fallback`) retrieved from [`config-manager.js`](mdc:scripts/modules/config-manager.js).
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- Manages API key resolution (via [`utils.js`](mdc:scripts/modules/utils.js)) from environment or MCP session.
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- Handles fallback sequences between configured providers.
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- Implements retry logic for specific API errors.
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- Constructs the `messages` array format required by the Vercel AI SDK.
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- Delegates actual API calls to provider-specific implementation modules.
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- **Key Components**:
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- `_unifiedServiceRunner`: Core logic for provider selection, fallback, and retries.
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- `PROVIDER_FUNCTIONS`: Map linking provider names to their implementation functions.
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- `generateTextService`, `streamTextService`, `generateObjectService`: Exported functions.
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- Exports `generateTextService`, `generateObjectService`.
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- Handles provider/model selection based on `role` and `.taskmasterconfig`.
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- Resolves API keys (from `.env` or `session.env`).
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- Implements fallback and retry logic.
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- Orchestrates calls to provider-specific implementations (`src/ai-providers/`).
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- **[`src/ai-providers/*.js`](mdc:src/ai-providers/): Provider-Specific Implementations**
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- **Purpose**: Contains the wrapper code for interacting with specific LLM providers via the Vercel AI SDK.
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- **Responsibilities** (See also: [`ai_services.mdc`](mdc:.cursor/rules/ai_services.mdc)):
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- Imports Vercel AI SDK provider adapters (e.g., `@ai-sdk/anthropic`).
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- Implements standardized functions (e.g., `generateAnthropicText`, `streamAnthropicText`) that wrap the core Vercel AI SDK functions (`generateText`, `streamText`).
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- Accepts standardized parameters (`apiKey`, `modelId`, `messages`, etc.) from `ai-services-unified.js`.
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- Returns results in the format expected by `ai-services-unified.js`.
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- **Purpose**: Provider-specific wrappers for Vercel AI SDK functions.
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- **Responsibilities**: Interact directly with Vercel AI SDK adapters.
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- **[`config-manager.js`](mdc:scripts/modules/config-manager.js): Configuration Management**
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- **Purpose**: Manages loading, validation, and access to configuration settings, primarily from `.taskmasterconfig`.
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- **Purpose**: Loads, validates, and provides access to configuration.
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- **Responsibilities** (See also: [`utilities.mdc`](mdc:.cursor/rules/utilities.mdc)):
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- Reads and parses the `.taskmasterconfig` file.
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- Merges file configuration with default values.
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- Provides getters for accessing specific configuration values (e.g., `getMainProvider()`, `getMainModelId()`, `getParametersForRole()`, `getLogLevel()`).
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- **Note**: Does *not* handle API key storage (keys are in `.env` or MCP `session.env`).
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- **Key Components**:
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- `getConfig()`: Loads and returns the merged configuration object.
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- Role-specific getters (e.g., `getMainProvider`, `getMainModelId`, `getMainMaxTokens`).
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- Global setting getters (e.g., `getLogLevel`, `getDebugFlag`).
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- Reads and merges `.taskmasterconfig` with defaults.
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- Provides getters (e.g., `getMainProvider`, `getLogLevel`, `getDefaultSubtasks`) for accessing settings.
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- **Note**: Does **not** store or directly handle API keys (keys are in `.env` or MCP `session.env`).
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- **[`utils.js`](mdc:scripts/modules/utils.js): Core Utility Functions**
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- **Purpose**: Provides low-level, reusable utility functions used across the **CLI application**. **Note:** Configuration management is now handled by [`config-manager.js`](mdc:scripts/modules/config-manager.js).
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- **Purpose**: Low-level, reusable CLI utilities.
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- **Responsibilities** (See also: [`utilities.mdc`](mdc:.cursor/rules/utilities.mdc)):
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- Implements logging utility with different log levels and output formatting.
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- Provides file system operation utilities (read/write JSON files).
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- Includes string manipulation utilities (e.g., `truncate`, `sanitizePrompt`).
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- Offers task-specific utility functions (e.g., `formatTaskId`, `findTaskById`, `taskExists`).
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- Implements graph algorithms like cycle detection for dependency management.
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- Provides API Key resolution logic (`resolveEnvVariable`) used by `config-manager.js`.
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- **Silent Mode Control**: Provides `enableSilentMode` and `disableSilentMode` functions to control log output.
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- **Key Components**:
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- `log(level, ...args)`: Logging function.
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- `readJSON(filepath)` / `writeJSON(filepath, data)`: File I/O utilities for JSON files.
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- `truncate(text, maxLength)`: String truncation utility.
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- `formatTaskId(id)` / `findTaskById(tasks, taskId)`: Task ID and search utilities.
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- `findCycles(subtaskId, dependencyMap)`: Cycle detection algorithm.
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- `enableSilentMode()` / `disableSilentMode()`: Control console logging output.
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- `resolveEnvVariable(key, session)`: Resolves environment variables (primarily API keys) from `process.env` and `session.env`.
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- Logging (`log` function), File I/O (`readJSON`, `writeJSON`), String utils (`truncate`).
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- Task utils (`findTaskById`), Dependency utils (`findCycles`).
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- API Key Resolution (`resolveEnvVariable`).
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- Silent Mode Control (`enableSilentMode`, `disableSilentMode`).
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- **[`mcp-server/`](mdc:mcp-server/): MCP Server Integration**
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- **Purpose**: Provides an MCP (Model Context Protocol) interface for Task Master, allowing integration with external tools like Cursor. Uses FastMCP framework.
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- **Purpose**: Provides MCP interface using FastMCP.
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- **Responsibilities** (See also: [`mcp.mdc`](mdc:.cursor/rules/mcp.mdc)):
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- Registers Task Master functionalities as tools consumable via MCP.
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- Handles MCP requests via tool `execute` methods defined in `mcp-server/src/tools/*.js`.
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- Tool `execute` methods call corresponding **direct function wrappers**.
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- Tool `execute` methods use `getProjectRootFromSession` (from [`tools/utils.js`](mdc:mcp-server/src/tools/utils.js)) to determine the project root from the client session and pass it to the direct function.
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- **Direct function wrappers (`*Direct` functions in `mcp-server/src/core/direct-functions/*.js`) contain the main logic for handling MCP requests**, including path resolution, argument validation, caching, and calling core Task Master functions.
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- Direct functions use `findTasksJsonPath` (from [`core/utils/path-utils.js`](mdc:mcp-server/src/core/utils/path-utils.js)) to locate `tasks.json` based on the provided `projectRoot`.
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- **Silent Mode Implementation**: Direct functions use `enableSilentMode` and `disableSilentMode` to prevent logs from interfering with JSON responses.
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- **Project Initialization**: Provides `initialize_project` command for setting up new projects from within integrated clients.
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- Tool `execute` methods use `handleApiResult` from [`tools/utils.js`](mdc:mcp-server/src/tools/utils.js) to process the result from the direct function and format the final MCP response.
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- Uses CLI execution via `executeTaskMasterCommand` as a fallback only when necessary.
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- **Implements Robust Path Finding**: The utility [`tools/utils.js`](mdc:mcp-server/src/tools/utils.js) (specifically `getProjectRootFromSession`) and [`core/utils/path-utils.js`](mdc:mcp-server/src/core/utils/path-utils.js) (specifically `findTasksJsonPath`) work together. The tool gets the root via session, passes it to the direct function, which uses `findTasksJsonPath` to locate the specific `tasks.json` file within that root.
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- **Implements Caching**: Utilizes a caching layer (`ContextManager` with `lru-cache`). Caching logic is invoked *within* the direct function wrappers using the `getCachedOrExecute` utility for performance-sensitive read operations.
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- Standardizes response formatting and data filtering using utilities in [`tools/utils.js`](mdc:mcp-server/src/tools/utils.js).
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- **Resource Management**: Provides access to static and dynamic resources.
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- **Key Components**:
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- `mcp-server/src/index.js`: Main server class definition with FastMCP initialization, resource registration, and server lifecycle management.
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- `mcp-server/src/server.js`: Main server setup and initialization.
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- `mcp-server/src/tools/`: Directory containing individual tool definitions. Each tool's `execute` method orchestrates the call to core logic and handles the response.
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- `mcp-server/src/tools/utils.js`: Provides MCP-specific utilities like `handleApiResult`, `processMCPResponseData`, `getCachedOrExecute`, and **`getProjectRootFromSession`**.
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- `mcp-server/src/core/utils/`: Directory containing utility functions specific to the MCP server, like **`path-utils.js` for resolving `tasks.json` within a given root**.
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- `mcp-server/src/core/direct-functions/`: Directory containing individual files for each **direct function wrapper (`*Direct`)**. These files contain the primary logic for MCP tool execution.
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- `mcp-server/src/core/resources/`: Directory containing resource handlers for task templates, workflow definitions, and other static/dynamic data exposed to LLM clients.
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- [`task-master-core.js`](mdc:mcp-server/src/core/task-master-core.js): Acts as an import/export hub, collecting and exporting direct functions from the `direct-functions` directory and MCP utility functions.
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- **Naming Conventions**:
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- **Files** use **kebab-case**: `list-tasks.js`, `set-task-status.js`, `parse-prd.js`
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- **Direct Functions** use **camelCase** with `Direct` suffix: `listTasksDirect`, `setTaskStatusDirect`, `parsePRDDirect`
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- **Tool Registration Functions** use **camelCase** with `Tool` suffix: `registerListTasksTool`, `registerSetTaskStatusTool`
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- **MCP Tool Names** use **snake_case**: `list_tasks`, `set_task_status`, `parse_prd_document`
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- **Resource Handlers** use **camelCase** with pattern URI: `@mcp.resource("tasks://templates/{template_id}")`
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- Registers tools (`mcp-server/src/tools/*.js`).
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- Tool `execute` methods call **direct function wrappers** (`mcp-server/src/core/direct-functions/*.js`).
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- Direct functions use path utilities (`mcp-server/src/core/utils/`) to resolve paths based on `projectRoot` from session.
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- Direct functions implement silent mode, logger wrappers, and call core logic functions from `scripts/modules/`.
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- Manages MCP caching and response formatting.
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- **[`init.js`](mdc:scripts/init.js): Project Initialization Logic**
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- **Purpose**: Contains the core logic for setting up a new Task Master project structure.
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- **Responsibilities**:
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- Creates necessary directories (`.cursor/rules`, `scripts`, `tasks`).
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- Copies template files (`.env.example`, `.gitignore`, rule files, `dev.js`, etc.).
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- Creates or merges `package.json` with required dependencies and scripts.
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- Sets up MCP configuration (`.cursor/mcp.json`).
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- Optionally initializes a git repository and installs dependencies.
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- Handles user prompts for project details *if* called without skip flags (`-y`).
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- **Key Function**:
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- `initializeProject(options)`: The main function exported and called by the `init` command's action handler in [`commands.js`](mdc:scripts/modules/commands.js). It receives parsed options directly.
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- **Note**: This script is used as a module and no longer handles its own argument parsing or direct execution via a separate `bin` file.
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- **Purpose**: Sets up new Task Master project structure.
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- **Responsibilities**: Creates directories, copies templates, manages `package.json`, sets up `.cursor/mcp.json`.
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- **Data Flow and Module Dependencies**:
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- **Data Flow and Module Dependencies (Updated)**:
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- **Commands Initiate Actions**: User commands entered via the CLI (parsed by `commander` based on definitions in [`commands.js`](mdc:scripts/modules/commands.js)) are the entry points for most operations.
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- **Command Handlers Delegate to Core Logic**: Action handlers within [`commands.js`](mdc:scripts/modules/commands.js) call functions in core modules like [`task-manager.js`](mdc:scripts/modules/task-manager.js), [`dependency-manager.js`](mdc:scripts/modules/dependency-manager.js), and [`init.js`](mdc:scripts/init.js) (for the `init` command) to perform the actual work.
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- **Core Logic Calls AI Service Layer**: Core modules requiring AI functionality (like [`task-manager.js`](mdc:scripts/modules/task-manager.js)) **import and call functions from the unified AI service layer (`ai-services-unified.js`)**, such as `generateTextService`.
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- **AI Service Layer Orchestrates**: [`ai-services-unified.js`](mdc:scripts/modules/ai-services-unified.js) uses [`config-manager.js`](mdc:scripts/modules/config-manager.js) to get settings, selects the appropriate provider function from [`src/ai-providers/*.js`](mdc:src/ai-providers/), resolves API keys (using `resolveEnvVariable` from [`utils.js`](mdc:scripts/modules/utils.js)), and handles fallbacks/retries.
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- **Provider Implementation Executes**: The selected function in [`src/ai-providers/*.js`](mdc:src/ai-providers/) interacts with the Vercel AI SDK core functions (`generateText`, `streamText`) using the Vercel provider adapters.
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- **UI for Presentation**: [`ui.js`](mdc:scripts/modules/ui.js) is used by command handlers and core modules to display information to the user. UI functions primarily consume data and format it for output.
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- **Utilities for Common Tasks**: [`utils.js`](mdc:scripts/modules/utils.js) provides helper functions (logging, file I/O, string manipulation, API key resolution) used by various modules.
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- **MCP Server Interaction**: External tools interact with the `mcp-server`. MCP Tool `execute` methods call direct function wrappers (`*Direct` functions) which then call the core logic from `scripts/modules/`. If AI is needed, the core logic calls the unified AI service layer as described above. See [`mcp.mdc`](mdc:.cursor/rules/mcp.mdc) for details.
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- **CLI**: `bin/task-master.js` -> `scripts/dev.js` (loads `.env`) -> `scripts/modules/commands.js` -> Core Logic (`scripts/modules/*`) -> Unified AI Service (`ai-services-unified.js`) -> Provider Adapters -> LLM API.
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- **MCP**: External Tool -> `mcp-server/server.js` -> Tool (`mcp-server/src/tools/*`) -> Direct Function (`mcp-server/src/core/direct-functions/*`) -> Core Logic (`scripts/modules/*`) -> Unified AI Service (`ai-services-unified.js`) -> Provider Adapters -> LLM API.
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- **Configuration**: Core logic needing non-AI settings calls `config-manager.js` getters (passing `session.env` via `explicitRoot` if from MCP). Unified AI Service internally calls `config-manager.js` getters (using `role`) for AI params and `utils.js` (`resolveEnvVariable` with `session.env`) for API keys.
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## Silent Mode Implementation Pattern in MCP Direct Functions
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