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junhua
junhuaCOMMUNITY
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ai-native-dev

Automatically track development tasks and update statuses in TASKS.md.

Updated Sep 25, 2025
Search Tags:#project management#workflow automation#task automation#agile#developer productivity#ai-native
One-click install
npx skills add https://github.com/junhua/forth-ai-homepage --skill ai-native-dev
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-native-dev
Source: https://github.com/junhua/forth-ai-homepage/tree/main/.claude/skills/ai-native-dev
Command: npx skills add https://github.com/junhua/forth-ai-homepage --skill ai-native-dev

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill streamlines development workflows by automatically managing and updating task statuses, ensuring project progress is always accurately reflected without manual intervention.

Core Features & Use Cases

  • Automated Task Tracking: Monitors development activities (commits, PRs) to update task progress.
  • Proactive Status Updates: Moves tasks between 'In Progress', 'Review', 'Blocked', and 'Done' states.
  • Backlog Management: Adds new work to the backlog with prioritization and effort estimation.
  • Use Case: As you code, this skill automatically updates your TASKS.md file, moving tasks to 'In Progress' when you start, 'Review' when you create a PR, and 'Done' upon completion, keeping your project board always up-to-date.

Quick Start

Update TASKS.md whenever you start working on a task.

Frequently Asked Questions about ai-native-dev

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate task tracking and update project status without manual intervention?▼

Automated task tracking updates project status by monitoring development activities like commits and PRs, moving tasks between 'In Progress', 'Review', and 'Done' states automatically without manual intervention.

How does proactive backlog management work for agile development workflows?▼

Proactive backlog management works by automatically adding new work to the backlog during development sessions, applying prioritization and estimating effort using AI-hours to keep agile workflows current.

Can I use a markdown file for task state management in automated developer workflows?▼

Yes, you can use a `TASKS.md` markdown file for task state management. The system integrates directly with this file to track progress, update statuses, and manage backlog items automatically.

Do I need to manually invoke commands to update task statuses during a development session?▼

No, you do not need manual invocation for routine updates. The system operates proactively in the background during development sessions, automatically updating task statuses as you code and create PRs.

What is the best way to keep a project board up-to-date while coding?▼

The best way to keep a project board up-to-date is using proactive workflow automation that monitors commits and PRs, automatically reflecting progress in your `TASKS.md` file as you work.

How is developer effort estimation calculated for backlog prioritization?▼

Developer effort estimation for backlog prioritization is calculated using AI-hours, a metric applied automatically when new work is added to the backlog to gauge development effort.

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