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* Deleted outdated example file `docs/ai-client-utils-example.md`.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.
- Unified Service: Introduced 'scripts/modules/ai-services-unified.js' to centralize AI interactions using provider modules ('src/ai-providers/') and the Vercel AI SDK.
- Provider Modules: Implemented 'anthropic.js' and 'perplexity.js' wrappers for Vercel SDK.
- 'updateSubtaskById' Fix: Refactored the AI call within 'updateSubtaskById' to use 'generateTextService' from the unified layer, resolving runtime errors related to parameter passing and streaming. This serves as the pattern for refactoring other AI calls in 'scripts/modules/task-manager/'.
- Task Status: Marked Subtask 61.19 as 'done'.
- Rules: Added new 'ai-services.mdc' rule.
This centralizes AI logic, replacing previous direct SDK calls and custom implementations. API keys are resolved via 'resolveEnvVariable' within the service layer. The refactoring of 'updateSubtaskById' establishes the standard approach for migrating other AI-dependent functions in the task manager module to use the unified service.
Relates to Task 61.
Updated several Cursor rules documentation files (`mcp.mdc`, `utilities.mdc`, `architecture.mdc`, `new_features.mdc`, `commands.mdc`) to accurately reflect recent refactoring and clarify best practices.
Key documentation updates include:
- Explicitly stating the preference for using MCP tools over CLI commands in integrated environments (`commands.mdc`, `dev_workflow.mdc`).
- Describing the new standard pattern for getting the project root using `getProjectRootFromSession` within MCP tool `execute` methods (`mcp.mdc`, `utilities.mdc`, `architecture.mdc`, `new_features.mdc`).
- Clarifying the simplified role of `findTasksJsonPath` in direct functions (`mcp.mdc`, `utilities.mdc`, `architecture.mdc`, `new_features.mdc`).
- Ensuring proper interlinking between related documentation files.
- Enhance MCP server robustness and usability:
- Implement smart project root detection with hierarchical fallbacks
- Make projectRoot parameter optional across all MCP tools
- Add comprehensive PROJECT_MARKERS for reliable project detection
- Improve error messages and logging for better debugging
- Split monolithic core into focused direct-function files
- Implement full suite of MCP commands:
- Add task management: update-task, update-subtask, generate
- Add task organization: expand-task, expand-all, clear-subtasks
- Add dependency handling: add/remove/validate/fix dependencies
- Add analysis tools: analyze-complexity, complexity-report
- Rename commands for better API consistency (list-tasks → get-tasks)
- Enhance documentation and developer experience:
- Create and bundle new taskmaster.mdc as comprehensive reference
- Document all tools with natural language patterns and examples
- Clarify project root auto-detection in documentation
- Standardize naming conventions across MCP components
- Add cross-references between related tools and commands
- Improve UI and progress tracking:
- Add color-coded progress bars with status breakdown
- Implement cancelled/deferred task status handling
- Enhance status visualization and counting
- Optimize display for various terminal sizes
This major update significantly improves the robustness and usability
of the MCP server while providing comprehensive documentation for both
users and developers. The changes make Task Master more intuitive to
use programmatically while maintaining full CLI functionality.
- Update subtask 23.10 with details on resource and resource template implementation
- Add resource management section to architecture.mdc with proper directory structure
- Create comprehensive resource implementation guide in mcp.mdc with examples and best practices
- Document proper integration of resources in FastMCP server initialization
Split monolithic task-master-core.js into separate function files within
the mcp-server/src/core/direct-functions/ directory. This change:
- Creates individual files for each direct function implementation
- Moves findTasksJsonPath to a dedicated utils/path-utils.js file
- Converts task-master-core.js to be a simple import/export hub
- Improves maintainability and organization of the codebase
- Reduces potential merge conflicts when multiple developers contribute
- Follows standard module separation patterns
Each function is now in its own self-contained file with clear imports and
focused responsibility, while maintaining the same API endpoints.
This commit introduces a major refactoring of the MCP server implementation to prioritize direct function calls over CLI execution, enhancing performance and reliability. It also includes substantial updates to documentation for consistency and interlinking.
**MCP Server & Core Logic Refactoring:**
1. **Introduce Direct Function Wrappers ():**
* Created to house direct wrappers for core Task Master functions (imported from ).
* Implemented as the first wrapper, calling .
* Added utility within to centralize file location logic, removing duplication.
* Established the map for registering these wrappers.
2. **Enhance MCP Utilities ():**
* Added : A primary utility function to streamline MCP tool methods. It handles logging, argument processing (incl. project root normalization), calling the direct action function (e.g., ), processing results via , and formatting the final MCP response.
* Added : Standardizes processing of objects returned by direct function wrappers.
* Added : Filters sensitive/large fields (like , ) from responses sent to the MCP client.
* Added , , to support the new workflow.
* Refactored to use internally, simplifying its usage (though it's now primarily a fallback).
3. **Update MCP Tools (, ):**
* Refactored to use with , significantly simplifying the tool's method.
* Updated (initially) to use the improved (Note: further refactoring to use a direct wrapper for would follow the pattern).
**Documentation Enhancements:**
4. **Comprehensive Interlinking:** Added links across rule files (, , , , , ) to connect related guidelines, improving navigation.
5. **Standardize CLI Syntax ():** Removed legacy ℹ️ Initialized Perplexity client with OpenAI compatibility layer examples, reinforcing ℹ️ Initialized Perplexity client with OpenAI compatibility layer
_____ _ __ __ _
|_ _|_ _ ___| | __ | \/ | __ _ ___| |_ ___ _ __
| |/ _` / __| |/ / | |\/| |/ _` / __| __/ _ \ '__|
| | (_| \__ \ < | | | | (_| \__ \ || __/ |
|_|\__,_|___/_|\_\ |_| |_|\__,_|___/\__\___|_|
by https://x.com/eyaltoledano
╭────────────────────────────────────────────╮
│ │
│ Version: 0.9.30 Project: Task Master │
│ │
╰────────────────────────────────────────────╯
╭─────────────────────╮
│ │
│ Task Master CLI │
│ │
╰─────────────────────╯
╭───────────────────╮
│ Task Generation │
╰───────────────────╯
parse-prd --input=<file.txt> [--tasks=10] Generate tasks from a PRD document
generate Create individual task files from tasks…
╭───────────────────╮
│ Task Management │
╰───────────────────╯
list [--status=<status>] [--with-subtas… List all tasks with their status
set-status --id=<id> --status=<status> Update task status (done, pending, etc.)
update --from=<id> --prompt="<context>" Update tasks based on new requirements
add-task --prompt="<text>" [--dependencies=… Add a new task using AI
add-dependency --id=<id> --depends-on=<id> Add a dependency to a task
remove-dependency --id=<id> --depends-on=<id> Remove a dependency from a task
╭──────────────────────────╮
│ Task Analysis & Detail │
╰──────────────────────────╯
analyze-complexity [--research] [--threshold=5] Analyze tasks and generate expansion re…
complexity-report [--file=<path>] Display the complexity analysis report
expand --id=<id> [--num=5] [--research] [… Break down tasks into detailed subtasks
expand --all [--force] [--research] Expand all pending tasks with subtasks
clear-subtasks --id=<id> Remove subtasks from specified tasks
╭─────────────────────────────╮
│ Task Navigation & Viewing │
╰─────────────────────────────╯
next Show the next task to work on based on …
show <id> Display detailed information about a sp…
╭─────────────────────────╮
│ Dependency Management │
╰─────────────────────────╯
validate-dependenci… Identify invalid dependencies without f…
fix-dependencies Fix invalid dependencies automatically
╭─────────────────────────╮
│ Environment Variables │
╰─────────────────────────╯
ANTHROPIC_API_KEY Your Anthropic API key Required
MODEL Claude model to use Default: claude-3-7-sonn…
MAX_TOKENS Maximum tokens for responses Default: 4000
TEMPERATURE Temperature for model responses Default: 0.7
PERPLEXITY_API_KEY Perplexity API key for research Optional
PERPLEXITY_MODEL Perplexity model to use Default: sonar-pro
DEBUG Enable debug logging Default: false
LOG_LEVEL Console output level (debug,info,warn,error) Default: info
DEFAULT_SUBTASKS Default number of subtasks to generate Default: 3
DEFAULT_PRIORITY Default task priority Default: medium
PROJECT_NAME Project name displayed in UI Default: Task Master
_____ _ __ __ _
|_ _|_ _ ___| | __ | \/ | __ _ ___| |_ ___ _ __
| |/ _` / __| |/ / | |\/| |/ _` / __| __/ _ \ '__|
| | (_| \__ \ < | | | | (_| \__ \ || __/ |
|_|\__,_|___/_|\_\ |_| |_|\__,_|___/\__\___|_|
by https://x.com/eyaltoledano
╭────────────────────────────────────────────╮
│ │
│ Version: 0.9.30 Project: Task Master │
│ │
╰────────────────────────────────────────────╯
╭─────────────────────╮
│ │
│ Task Master CLI │
│ │
╰─────────────────────╯
╭───────────────────╮
│ Task Generation │
╰───────────────────╯
parse-prd --input=<file.txt> [--tasks=10] Generate tasks from a PRD document
generate Create individual task files from tasks…
╭───────────────────╮
│ Task Management │
╰───────────────────╯
list [--status=<status>] [--with-subtas… List all tasks with their status
set-status --id=<id> --status=<status> Update task status (done, pending, etc.)
update --from=<id> --prompt="<context>" Update tasks based on new requirements
add-task --prompt="<text>" [--dependencies=… Add a new task using AI
add-dependency --id=<id> --depends-on=<id> Add a dependency to a task
remove-dependency --id=<id> --depends-on=<id> Remove a dependency from a task
╭──────────────────────────╮
│ Task Analysis & Detail │
╰──────────────────────────╯
analyze-complexity [--research] [--threshold=5] Analyze tasks and generate expansion re…
complexity-report [--file=<path>] Display the complexity analysis report
expand --id=<id> [--num=5] [--research] [… Break down tasks into detailed subtasks
expand --all [--force] [--research] Expand all pending tasks with subtasks
clear-subtasks --id=<id> Remove subtasks from specified tasks
╭─────────────────────────────╮
│ Task Navigation & Viewing │
╰─────────────────────────────╯
next Show the next task to work on based on …
show <id> Display detailed information about a sp…
╭─────────────────────────╮
│ Dependency Management │
╰─────────────────────────╯
validate-dependenci… Identify invalid dependencies without f…
fix-dependencies Fix invalid dependencies automatically
╭─────────────────────────╮
│ Environment Variables │
╰─────────────────────────╯
ANTHROPIC_API_KEY Your Anthropic API key Required
MODEL Claude model to use Default: claude-3-7-sonn…
MAX_TOKENS Maximum tokens for responses Default: 4000
TEMPERATURE Temperature for model responses Default: 0.7
PERPLEXITY_API_KEY Perplexity API key for research Optional
PERPLEXITY_MODEL Perplexity model to use Default: sonar-pro
DEBUG Enable debug logging Default: false
LOG_LEVEL Console output level (debug,info,warn,error) Default: info
DEFAULT_SUBTASKS Default number of subtasks to generate Default: 3
DEFAULT_PRIORITY Default task priority Default: medium
PROJECT_NAME Project name displayed in UI Default: Task Master as the primary CLI.
6. **Add MCP Architecture & Workflow Sections:** Added detailed sections in and explaining MCP server structure and the workflow for adding new MCP tool integrations using the direct function pattern.
7. **Clarify MCP Role:** Updated and to better explain the MCP server's role and its specific utilities.
Overall, this establishes a cleaner, more performant, and maintainable pattern for integrating Task Master functionality with the MCP server, supported by improved documentation.
This commit introduces significant enhancements and refactoring to the Task Master CLI, focusing on improved testing, integration with Perplexity AI for research-backed task updates, and core logic refactoring for better maintainability and functionality.
**Testing Infrastructure Setup:**
- Implemented Jest as the primary testing framework, setting up a comprehensive testing environment.
- Added new test scripts to including , , and for streamlined testing workflows.
- Integrated necessary devDependencies for testing, such as , , , , and , to support unit, integration, and end-to-end testing.
**Dependency Updates:**
- Updated and to reflect the latest dependency versions, ensuring project stability and access to the newest features and security patches.
- Upgraded to version 0.9.16 and usage: openai [-h] [-v] [-b API_BASE] [-k API_KEY] [-p PROXY [PROXY ...]]
[-o ORGANIZATION] [-t {openai,azure}]
[--api-version API_VERSION] [--azure-endpoint AZURE_ENDPOINT]
[--azure-ad-token AZURE_AD_TOKEN] [-V]
{api,tools,migrate,grit} ...
positional arguments:
{api,tools,migrate,grit}
api Direct API calls
tools Client side tools for convenience
options:
-h, --help show this help message and exit
-v, --verbose Set verbosity.
-b, --api-base API_BASE
What API base url to use.
-k, --api-key API_KEY
What API key to use.
-p, --proxy PROXY [PROXY ...]
What proxy to use.
-o, --organization ORGANIZATION
Which organization to run as (will use your default
organization if not specified)
-t, --api-type {openai,azure}
The backend API to call, must be `openai` or `azure`
--api-version API_VERSION
The Azure API version, e.g.
'https://learn.microsoft.com/en-us/azure/ai-
services/openai/reference#rest-api-versioning'
--azure-endpoint AZURE_ENDPOINT
The Azure endpoint, e.g.
'https://endpoint.openai.azure.com'
--azure-ad-token AZURE_AD_TOKEN
A token from Azure Active Directory,
https://www.microsoft.com/en-
us/security/business/identity-access/microsoft-entra-
id
-V, --version show program's version number and exit to 4.89.0.
- Added dependency (version 2.3.0) and updated related dependencies to their latest versions.
**Perplexity AI Integration for Research-Backed Updates:**
- Introduced an option to leverage Perplexity AI for task updates, enabling research-backed enhancements to task details.
- Implemented logic to initialize a Perplexity AI client if the environment variable is available.
- Modified the function to accept a parameter, allowing dynamic selection between Perplexity AI and Claude AI for task updates based on API key availability and user preference.
- Enhanced to handle responses from Perplexity AI and update tasks accordingly, including improved error handling and logging for robust operation.
**Core Logic Refactoring and Improvements:**
- Refactored the function to utilize task IDs instead of dependency IDs, ensuring consistency and clarity in dependency management.
- Implemented a new function to rigorously check for both circular dependencies and self-dependencies within tasks, improving task relationship integrity.
- Enhanced UI elements in :
- Refactored to incorporate icons for different task statuses and utilize a object for color mapping, improving visual representation of task status.
- Updated to display colored complexity scores with emojis, providing a more intuitive and visually appealing representation of task complexity.
- Refactored the task data structure creation and validation process:
- Updated the JSON Schema for to reflect a more streamlined and efficient task structure.
- Implemented Task Model Classes for better data modeling and type safety.
- Improved File System Operations for task data management.
- Developed robust Validation Functions and an Error Handling System to ensure data integrity and application stability.
**Testing Guidelines Implementation:**
- Implemented guidelines for writing testable code when developing new features, promoting a test-driven development approach.
- Added testing requirements and best practices for unit, integration, and edge case testing to ensure comprehensive test coverage.
- Updated the development workflow to mandate writing tests before proceeding with configuration and documentation updates, reinforcing the importance of testing throughout the development lifecycle.
This commit collectively enhances the Task Master CLI's reliability, functionality, and developer experience through improved testing practices, AI-powered research capabilities, and a more robust and maintainable codebase.
