Meta-Development Script
This folder contains a meta-development script (dev.js
) and related utilities that manage tasks for an AI-driven or traditional software development workflow. The script revolves around a tasks.json
file, which holds an up-to-date list of development tasks.
Overview
In an AI-driven development process—particularly with tools like Cursor—it's beneficial to have a single source of truth for tasks. This script allows you to:
- Parse a PRD or requirements document (
.txt
) to initialize a set of tasks (tasks.json
). - List all existing tasks (IDs, statuses, titles).
- Update tasks to accommodate new prompts or architecture changes (useful if you discover "implementation drift").
- Generate individual task files (e.g.,
task_001.txt
) for easy reference or to feed into an AI coding workflow. - Set task status—mark tasks as
done
,pending
, ordeferred
based on progress. - Expand tasks with subtasks—break down complex tasks into smaller, more manageable subtasks.
- Research-backed subtask generation—use Perplexity AI to generate more informed and contextually relevant subtasks.
- Clear subtasks—remove subtasks from specified tasks to allow regeneration or restructuring.
- Show task details—display detailed information about a specific task and its subtasks.
Configuration
The script can be configured through environment variables in a .env
file at the root of the project:
Required Configuration
ANTHROPIC_API_KEY
: Your Anthropic API key for Claude
Optional Configuration
MODEL
: Specify which Claude model to use (default: "claude-3-7-sonnet-20250219")MAX_TOKENS
: Maximum tokens for model responses (default: 4000)TEMPERATURE
: Temperature for model responses (default: 0.7)PERPLEXITY_API_KEY
: Your Perplexity API key for research-backed subtask generationPERPLEXITY_MODEL
: Specify which Perplexity model to use (default: "sonar-medium-online")DEBUG
: Enable debug logging (default: false)LOG_LEVEL
: Log level - debug, info, warn, error (default: info)DEFAULT_SUBTASKS
: Default number of subtasks when expanding (default: 3)DEFAULT_PRIORITY
: Default priority for generated tasks (default: medium)PROJECT_NAME
: Override default project name in tasks.jsonPROJECT_VERSION
: Override default version in tasks.json
How It Works
-
tasks.json
:- A JSON file at the project root containing an array of tasks (each with
id
,title
,description
,status
, etc.). - The
meta
field can store additional info like the project's name, version, or reference to the PRD. - Tasks can have
subtasks
for more detailed implementation steps. - Dependencies are displayed with status indicators (✅ for completed, ⏱️ for pending) to easily track progress.
- A JSON file at the project root containing an array of tasks (each with
-
Script Commands
You can run the script via:node scripts/dev.js [command] [options]
Available commands:
parse-prd
: Generate tasks from a PRD documentlist
: Display all tasks with their statusupdate
: Update tasks based on new informationgenerate
: Create individual task filesset-status
: Change a task's statusexpand
: Add subtasks to a task or all tasksclear-subtasks
: Remove subtasks from specified tasksnext
: Determine the next task to work on based on dependenciesshow
: Display detailed information about a specific task
Run
node scripts/dev.js
without arguments to see detailed usage information.
Listing Tasks
The list
command allows you to view all tasks and their status:
# List all tasks
node scripts/dev.js list
# List tasks with a specific status
node scripts/dev.js list --status=pending
# List tasks and include their subtasks
node scripts/dev.js list --with-subtasks
# List tasks with a specific status and include their subtasks
node scripts/dev.js list --status=pending --with-subtasks
Updating Tasks
The update
command allows you to update tasks based on new information or implementation changes:
# Update tasks starting from ID 4 with a new prompt
node scripts/dev.js update --from=4 --prompt="Refactor tasks from ID 4 onward to use Express instead of Fastify"
# Update all tasks (default from=1)
node scripts/dev.js update --prompt="Add authentication to all relevant tasks"
# Specify a different tasks file
node scripts/dev.js update --file=custom-tasks.json --from=5 --prompt="Change database from MongoDB to PostgreSQL"
Notes:
- The
--prompt
parameter is required and should explain the changes or new context - Only tasks that aren't marked as 'done' will be updated
- Tasks with ID >= the specified --from value will be updated
Setting Task Status
The set-status
command allows you to change a task's status:
# Mark a task as done
node scripts/dev.js set-status --id=3 --status=done
# Mark a task as pending
node scripts/dev.js set-status --id=4 --status=pending
# Mark a specific subtask as done
node scripts/dev.js set-status --id=3.1 --status=done
# Mark multiple tasks at once
node scripts/dev.js set-status --id=1,2,3 --status=done
Notes:
- When marking a parent task as "done", all of its subtasks will automatically be marked as "done" as well
- Common status values are 'done', 'pending', and 'deferred', but any string is accepted
- You can specify multiple task IDs by separating them with commas
- Subtask IDs are specified using the format
parentId.subtaskId
(e.g.,3.1
) - Dependencies are updated to show completion status (✅ for completed, ⏱️ for pending) throughout the system
Expanding Tasks
The expand
command allows you to break down tasks into subtasks for more detailed implementation:
# Expand a specific task with 3 subtasks (default)
node scripts/dev.js expand --id=3
# Expand a specific task with 5 subtasks
node scripts/dev.js expand --id=3 --num=5
# Expand a task with additional context
node scripts/dev.js expand --id=3 --prompt="Focus on security aspects"
# Expand all pending tasks that don't have subtasks
node scripts/dev.js expand --all
# Force regeneration of subtasks for all pending tasks
node scripts/dev.js expand --all --force
# Use Perplexity AI for research-backed subtask generation
node scripts/dev.js expand --id=3 --research
# Use Perplexity AI for research-backed generation on all pending tasks
node scripts/dev.js expand --all --research
Clearing Subtasks
The clear-subtasks
command allows you to remove subtasks from specified tasks:
# Clear subtasks from a specific task
node scripts/dev.js clear-subtasks --id=3
# Clear subtasks from multiple tasks
node scripts/dev.js clear-subtasks --id=1,2,3
# Clear subtasks from all tasks
node scripts/dev.js clear-subtasks --all
Notes:
- After clearing subtasks, task files are automatically regenerated
- This is useful when you want to regenerate subtasks with a different approach
- Can be combined with the
expand
command to immediately generate new subtasks - Works with both parent tasks and individual subtasks
AI Integration
The script integrates with two AI services:
- Anthropic Claude: Used for parsing PRDs, generating tasks, and creating subtasks.
- Perplexity AI: Used for research-backed subtask generation when the
--research
flag is specified.
The Perplexity integration uses the OpenAI client to connect to Perplexity's API, which provides enhanced research capabilities for generating more informed subtasks. If the Perplexity API is unavailable or encounters an error, the script will automatically fall back to using Anthropic's Claude.
To use the Perplexity integration:
- Obtain a Perplexity API key
- Add
PERPLEXITY_API_KEY
to your.env
file - Optionally specify
PERPLEXITY_MODEL
in your.env
file (default: "sonar-medium-online") - Use the
--research
flag with theexpand
command
Logging
The script supports different logging levels controlled by the LOG_LEVEL
environment variable:
debug
: Detailed information, typically useful for troubleshootinginfo
: Confirmation that things are working as expected (default)warn
: Warning messages that don't prevent executionerror
: Error messages that might prevent execution
When DEBUG=true
is set, debug logs are also written to a dev-debug.log
file in the project root.
Managing Task Dependencies
The add-dependency
and remove-dependency
commands allow you to manage task dependencies:
# Add a dependency to a task
node scripts/dev.js add-dependency --id=<id> --depends-on=<id>
# Remove a dependency from a task
node scripts/dev.js remove-dependency --id=<id> --depends-on=<id>
These commands:
-
Allow precise dependency management:
- Add dependencies between tasks with automatic validation
- Remove dependencies when they're no longer needed
- Update task files automatically after changes
-
Include validation checks:
- Prevent circular dependencies (a task depending on itself)
- Prevent duplicate dependencies
- Verify that both tasks exist before adding/removing dependencies
- Check if dependencies exist before attempting to remove them
-
Provide clear feedback:
- Success messages confirm when dependencies are added/removed
- Error messages explain why operations failed (if applicable)
-
Automatically update task files:
- Regenerates task files to reflect dependency changes
- Ensures tasks and their files stay synchronized
Dependency Validation and Fixing
The script provides two specialized commands to ensure task dependencies remain valid and properly maintained:
Validating Dependencies
The validate-dependencies
command allows you to check for invalid dependencies without making changes:
# Check for invalid dependencies in tasks.json
node scripts/dev.js validate-dependencies
# Specify a different tasks file
node scripts/dev.js validate-dependencies --file=custom-tasks.json
This command:
- Scans all tasks and subtasks for non-existent dependencies
- Identifies potential self-dependencies (tasks referencing themselves)
- Reports all found issues without modifying files
- Provides a comprehensive summary of dependency state
- Gives detailed statistics on task dependencies
Use this command to audit your task structure before applying fixes.
Fixing Dependencies
The fix-dependencies
command proactively finds and fixes all invalid dependencies:
# Find and fix all invalid dependencies
node scripts/dev.js fix-dependencies
# Specify a different tasks file
node scripts/dev.js fix-dependencies --file=custom-tasks.json
This command:
- Validates all dependencies across tasks and subtasks
- Automatically removes:
- References to non-existent tasks and subtasks
- Self-dependencies (tasks depending on themselves)
- Fixes issues in both:
- The tasks.json data structure
- Individual task files during regeneration
- Provides a detailed report:
- Types of issues fixed (non-existent vs. self-dependencies)
- Number of tasks affected (tasks vs. subtasks)
- Where fixes were applied (tasks.json vs. task files)
- List of all individual fixes made
This is especially useful when tasks have been deleted or IDs have changed, potentially breaking dependency chains.
Analyzing Task Complexity
The analyze-complexity
command allows you to automatically assess task complexity and generate expansion recommendations:
# Analyze all tasks and generate expansion recommendations
node scripts/dev.js analyze-complexity
# Specify a custom output file
node scripts/dev.js analyze-complexity --output=custom-report.json
# Override the model used for analysis
node scripts/dev.js analyze-complexity --model=claude-3-opus-20240229
# Set a custom complexity threshold (1-10)
node scripts/dev.js analyze-complexity --threshold=6
# Use Perplexity AI for research-backed complexity analysis
node scripts/dev.js analyze-complexity --research
Notes:
- The command uses Claude to analyze each task's complexity (or Perplexity with --research flag)
- Tasks are scored on a scale of 1-10
- Each task receives a recommended number of subtasks based on DEFAULT_SUBTASKS configuration
- The default output path is
scripts/task-complexity-report.json
- Each task in the analysis includes a ready-to-use
expansionCommand
that can be copied directly to the terminal or executed programmatically - Tasks with complexity scores below the threshold (default: 5) may not need expansion
- The research flag provides more contextual and informed complexity assessments
Integration with Expand Command
The expand
command automatically checks for and uses complexity analysis if available:
# Expand a task, using complexity report recommendations if available
node scripts/dev.js expand --id=8
# Expand all tasks, prioritizing by complexity score if a report exists
node scripts/dev.js expand --all
# Override recommendations with explicit values
node scripts/dev.js expand --id=8 --num=5 --prompt="Custom prompt"
When a complexity report exists:
- The
expand
command will use the recommended subtask count from the report (unless overridden) - It will use the tailored expansion prompt from the report (unless a custom prompt is provided)
- When using
--all
, tasks are sorted by complexity score (highest first) - The
--research
flag is preserved from the complexity analysis to expansion
The output report structure is:
{
"meta": {
"generatedAt": "2023-06-15T12:34:56.789Z",
"tasksAnalyzed": 20,
"thresholdScore": 5,
"projectName": "Your Project Name",
"usedResearch": true
},
"complexityAnalysis": [
{
"taskId": 8,
"taskTitle": "Develop Implementation Drift Handling",
"complexityScore": 9.5,
"recommendedSubtasks": 6,
"expansionPrompt": "Create subtasks that handle detecting...",
"reasoning": "This task requires sophisticated logic...",
"expansionCommand": "node scripts/dev.js expand --id=8 --num=6 --prompt=\"Create subtasks...\" --research"
},
// More tasks sorted by complexity score (highest first)
]
}
Finding the Next Task
The next
command helps you determine which task to work on next based on dependencies and status:
# Show the next task to work on
node scripts/dev.js next
# Specify a different tasks file
node scripts/dev.js next --file=custom-tasks.json
This command:
- Identifies all eligible tasks - pending or in-progress tasks whose dependencies are all satisfied (marked as done)
- Prioritizes these eligible tasks by:
- Priority level (high > medium > low)
- Number of dependencies (fewer dependencies first)
- Task ID (lower ID first)
- Displays comprehensive information about the selected task:
- Basic task details (ID, title, priority, dependencies)
- Detailed description and implementation details
- Subtasks if they exist
- Provides contextual suggested actions:
- Command to mark the task as in-progress
- Command to mark the task as done when completed
- Commands for working with subtasks (update status or expand)
This feature ensures you're always working on the most appropriate task based on your project's current state and dependency structure.
Showing Task Details
The show
command allows you to view detailed information about a specific task:
# Show details for a specific task
node scripts/dev.js show 1
# Alternative syntax with --id option
node scripts/dev.js show --id=1
# Show details for a subtask
node scripts/dev.js show --id=1.2
# Specify a different tasks file
node scripts/dev.js show 3 --file=custom-tasks.json
This command:
- Displays comprehensive information about the specified task:
- Basic task details (ID, title, priority, dependencies, status)
- Full description and implementation details
- Test strategy information
- Subtasks if they exist
- Handles both regular tasks and subtasks:
- For regular tasks, shows all subtasks and their status
- For subtasks, shows the parent task relationship
- Provides contextual suggested actions:
- Commands to update the task status
- Commands for working with subtasks
- For subtasks, provides a link to view the parent task
This command is particularly useful when you need to examine a specific task in detail before implementing it or when you want to check the status and details of a particular task.