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9/5/2025
AGENTS.md

Task Master AI - Claude Code Integration Guide

Essential Commands

Core Workflow Commands

# Project Setup task-master init # Initialize Task Master in current project task-master parse-prd .taskmaster/docs/prd.txt # Generate tasks from PRD document task-master models --setup # Configure AI models interactively # Daily Development Workflow task-master list # Show all tasks with status task-master next # Get next available task to work on task-master show <id> # View detailed task information (e.g., task-master show 1.2) task-master set-status --id=<id> --status=done # Mark task complete # Task Management task-master add-task --prompt="description" --research # Add new task with AI assistance task-master expand --id=<id> --research --force # Break task into subtasks task-master update-task --id=<id> --prompt="changes" # Update specific task task-master update --from=<id> --prompt="changes" # Update multiple tasks from ID onwards task-master update-subtask --id=<id> --prompt="notes" # Add implementation notes to subtask # Analysis & Planning task-master analyze-complexity --research # Analyze task complexity task-master complexity-report # View complexity analysis task-master expand --all --research # Expand all eligible tasks # Dependencies & Organization task-master add-dependency --id=<id> --depends-on=<id> # Add task dependency task-master move --from=<id> --to=<id> # Reorganize task hierarchy task-master validate-dependencies # Check for dependency issues task-master generate # Update task markdown files (usually auto-called)

Key Files & Project Structure

Core Files

  • .taskmaster/tasks/tasks.json - Main task data file (auto-managed)
  • .taskmaster/config.json - AI model configuration (use task-master models to modify)
  • .taskmaster/docs/prd.txt - Product Requirements Document for parsing
  • .taskmaster/tasks/*.txt - Individual task files (auto-generated from tasks.json)
  • .env - API keys for CLI usage

Claude Code Integration Files

  • CLAUDE.md - Auto-loaded context for Claude Code (this file)
  • .claude/settings.json - Claude Code tool allowlist and preferences
  • .claude/commands/ - Custom slash commands for repeated workflows
  • .mcp.json - MCP server configuration (project-specific)

Directory Structure

project/
├── .taskmaster/
│   ├── tasks/              # Task files directory
│   │   ├── tasks.json      # Main task database
│   │   ├── task-1.md      # Individual task files
│   │   └── task-2.md
│   ├── docs/              # Documentation directory
│   │   ├── prd.txt        # Product requirements
│   ├── reports/           # Analysis reports directory
│   │   └── task-complexity-report.json
│   ├── templates/         # Template files
│   │   └── example_prd.txt  # Example PRD template
│   └── config.json        # AI models & settings
├── .claude/
│   ├── settings.json      # Claude Code configuration
│   └── commands/         # Custom slash commands
├── .env                  # API keys
├── .mcp.json            # MCP configuration
└── CLAUDE.md            # This file - auto-loaded by Claude Code

MCP Integration

Task Master provides an MCP server that Claude Code can connect to. Configure in .mcp.json:

{ "mcpServers": { "task-master-ai": { "command": "npx", "args": ["-y", "--package=task-master-ai", "task-master-ai"], "env": { "ANTHROPIC_API_KEY": "your_key_here", "PERPLEXITY_API_KEY": "your_key_here", "OPENAI_API_KEY": "OPENAI_API_KEY_HERE", "GOOGLE_API_KEY": "GOOGLE_API_KEY_HERE", "XAI_API_KEY": "XAI_API_KEY_HERE", "OPENROUTER_API_KEY": "OPENROUTER_API_KEY_HERE", "MISTRAL_API_KEY": "MISTRAL_API_KEY_HERE", "AZURE_OPENAI_API_KEY": "AZURE_OPENAI_API_KEY_HERE", "OLLAMA_API_KEY": "OLLAMA_API_KEY_HERE" } } } }

Essential MCP Tools

help; // = shows available taskmaster commands // Project setup initialize_project; // = task-master init parse_prd; // = task-master parse-prd // Daily workflow get_tasks; // = task-master list next_task; // = task-master next get_task; // = task-master show <id> set_task_status; // = task-master set-status // Task management add_task; // = task-master add-task expand_task; // = task-master expand update_task; // = task-master update-task update_subtask; // = task-master update-subtask update; // = task-master update // Analysis analyze_project_complexity; // = task-master analyze-complexity complexity_report; // = task-master complexity-report

Claude Code Workflow Integration

Standard Development Workflow

1. Project Initialization

# Initialize Task Master task-master init # Create or obtain PRD, then parse it task-master parse-prd .taskmaster/docs/prd.txt # Analyze complexity and expand tasks task-master analyze-complexity --research task-master expand --all --research

If tasks already exist, another PRD can be parsed (with new information only!) using parse-prd with --append flag. This will add the generated tasks to the existing list of tasks..

2. Daily Development Loop

# Start each session task-master next # Find next available task task-master show <id> # Review task details # During implementation, check in code context into the tasks and subtasks task-master update-subtask --id=<id> --prompt="implementation notes..." # Complete tasks task-master set-status --id=<id> --status=done

3. Multi-Claude Workflows

For complex projects, use multiple Claude Code sessions:

# Terminal 1: Main implementation cd project && claude # Terminal 2: Testing and validation cd project-test-worktree && claude # Terminal 3: Documentation updates cd project-docs-worktree && claude

Custom Slash Commands

Create .claude/commands/taskmaster-next.md:

Find the next available Task Master task and show its details. Steps: 1. Run `task-master next` to get the next task 2. If a task is available, run `task-master show <id>` for full details 3. Provide a summary of what needs to be implemented 4. Suggest the first implementation step

Create .claude/commands/taskmaster-complete.md:

Complete a Task Master task: $ARGUMENTS Steps: 1. Review the current task with `task-master show $ARGUMENTS` 2. Verify all implementation is complete 3. Run any tests related to this task 4. Mark as complete: `task-master set-status --id=$ARGUMENTS --status=done` 5. Show the next available task with `task-master next`

Tool Allowlist Recommendations

Add to .claude/settings.json:

{ "allowedTools": [ "Edit", "Bash(task-master *)", "Bash(git commit:*)", "Bash(git add:*)", "Bash(npm run *)", "mcp__task_master_ai__*" ] }

Configuration & Setup

API Keys Required

At least one of these API keys must be configured:

  • ANTHROPIC_API_KEY (Claude models) - Recommended
  • PERPLEXITY_API_KEY (Research features) - Highly recommended
  • OPENAI_API_KEY (GPT models)
  • GOOGLE_API_KEY (Gemini models)
  • MISTRAL_API_KEY (Mistral models)
  • OPENROUTER_API_KEY (Multiple models)
  • XAI_API_KEY (Grok models)

An API key is required for any provider used across any of the 3 roles defined in the models command.

Model Configuration

# Interactive setup (recommended) task-master models --setup # Set specific models task-master models --set-main claude-3-5-sonnet-20241022 task-master models --set-research perplexity-llama-3.1-sonar-large-128k-online task-master models --set-fallback gpt-4o-mini

Task Structure & IDs

Task ID Format

  • Main tasks: 1, 2, 3, etc.
  • Subtasks: 1.1, 1.2, 2.1, etc.
  • Sub-subtasks: 1.1.1, 1.1.2, etc.

Task Status Values

  • pending - Ready to work on
  • in-progress - Currently being worked on
  • done - Completed and verified
  • deferred - Postponed
  • cancelled - No longer needed
  • blocked - Waiting on external factors

Task Fields

{ "id": "1.2", "title": "Implement user authentication", "description": "Set up JWT-based auth system", "status": "pending", "priority": "high", "dependencies": ["1.1"], "details": "Use bcrypt for hashing, JWT for tokens...", "testStrategy": "Unit tests for auth functions, integration tests for login flow", "subtasks": [] }

Claude Code Best Practices with Task Master

Context Management

  • Use /clear between different tasks to maintain focus
  • This CLAUDE.md file is automatically loaded for context
  • Use task-master show <id> to pull specific task context when needed

Iterative Implementation

  1. task-master show <subtask-id> - Understand requirements
  2. Explore codebase and plan implementation
  3. task-master update-subtask --id=<id> --prompt="detailed plan" - Log plan
  4. task-master set-status --id=<id> --status=in-progress - Start work
  5. Implement code following logged plan
  6. task-master update-subtask --id=<id> --prompt="what worked/didn't work" - Log progress
  7. task-master set-status --id=<id> --status=done - Complete task

Complex Workflows with Checklists

For large migrations or multi-step processes:

  1. Create a markdown PRD file describing the new changes: touch task-migration-checklist.md (prds can be .txt or .md)
  2. Use Taskmaster to parse the new prd with task-master parse-prd --append (also available in MCP)
  3. Use Taskmaster to expand the newly generated tasks into subtasks. Consdier using analyze-complexity with the correct --to and --from IDs (the new ids) to identify the ideal subtask amounts for each task. Then expand them.
  4. Work through items systematically, checking them off as completed
  5. Use task-master update-subtask to log progress on each task/subtask and/or updating/researching them before/during implementation if getting stuck

Git Integration

Task Master works well with gh CLI:

# Create PR for completed task gh pr create --title "Complete task 1.2: User authentication" --body "Implements JWT auth system as specified in task 1.2" # Reference task in commits git commit -m "feat: implement JWT auth (task 1.2)"

Parallel Development with Git Worktrees

# Create worktrees for parallel task development git worktree add ../project-auth feature/auth-system git worktree add ../project-api feature/api-refactor # Run Claude Code in each worktree cd ../project-auth && claude # Terminal 1: Auth work cd ../project-api && claude # Terminal 2: API work

Troubleshooting

AI Commands Failing

# Check API keys are configured cat .env # For CLI usage # Verify model configuration task-master models # Test with different model task-master models --set-fallback gpt-4o-mini

MCP Connection Issues

  • Check .mcp.json configuration
  • Verify Node.js installation
  • Use --mcp-debug flag when starting Claude Code
  • Use CLI as fallback if MCP unavailable

Task File Sync Issues

# Regenerate task files from tasks.json task-master generate # Fix dependency issues task-master fix-dependencies

DO NOT RE-INITIALIZE. That will not do anything beyond re-adding the same Taskmaster core files.

Important Notes

AI-Powered Operations

These commands make AI calls and may take up to a minute:

  • parse_prd / task-master parse-prd
  • analyze_project_complexity / task-master analyze-complexity
  • expand_task / task-master expand
  • expand_all / task-master expand --all
  • add_task / task-master add-task
  • update / task-master update
  • update_task / task-master update-task
  • update_subtask / task-master update-subtask

File Management

  • Never manually edit tasks.json - use commands instead
  • Never manually edit .taskmaster/config.json - use task-master models
  • Task markdown files in tasks/ are auto-generated
  • Run task-master generate after manual changes to tasks.json

Claude Code Session Management

  • Use /clear frequently to maintain focused context
  • Create custom slash commands for repeated Task Master workflows
  • Configure tool allowlist to streamline permissions
  • Use headless mode for automation: claude -p "task-master next"

Multi-Task Updates

  • Use update --from=<id> to update multiple future tasks
  • Use update-task --id=<id> for single task updates
  • Use update-subtask --id=<id> for implementation logging

Research Mode

  • Add --research flag for research-based AI enhancement
  • Requires a research model API key like Perplexity (PERPLEXITY_API_KEY) in environment
  • Provides more informed task creation and updates
  • Recommended for complex technical tasks

This guide ensures Claude Code has immediate access to Task Master's essential functionality for agentic development workflows.

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