autopilot

Automate end-to-end task execution with a PRD-driven plan-do-review loop.

Updated Jan 19, 2026
One-click install
npx skills add https://github.com/keshav55/writing_team --skill autopilot
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: autopilot
Source: https://github.com/keshav55/writing_team/tree/main/atris/skills/autopilot
Command: npx skills add https://github.com/keshav55/writing_team --skill autopilot

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill eliminates manual, repetitive task management by automatically planning, executing, and validating tasks, looping until the defined acceptance criteria are met.

Core Features & Use Cases

  • PRD-driven planning: auto-generates a product requirements document based on a task input.
  • Plan-Do-Review loop: iterative execution cycle until criteria pass.
  • Context-aware orchestration: uses MAP.md for navigation and TODO.md for backlog tracking.
  • Automated logging: records progress and outcomes for traceability.
  • Use Case: A product team asks autopilot to implement a feature; it produces a PRD, breaks the work into tasks, executes them, and validates results, stopping when all criteria pass.

Quick Start

To begin autopilot, provide a task description such as "Add a dark mode toggle." The skill will generate a PRD, build a task plan, execute tasks, and continue looping until acceptance criteria are satisfied, with progress reported along the way.

Frequently Asked Questions about autopilot

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

FAQPage Schema
How do I automate task execution until acceptance criteria are met?

Autonomous task execution works by generating a product requirements document from your input, then running a plan-do-review loop that executes tasks and validates results until all acceptance criteria pass.

What is a PRD-driven plan-do-review loop for autonomous task management?

A PRD-driven plan-do-review loop is an iterative cycle where a product requirements document is generated first, tasks are planned and executed against it, and results are reviewed repeatedly until all acceptance criteria are satisfied.

How do I start autonomous task execution for a feature request?

To start autonomous task execution, provide a task description such as a feature request. The system generates a PRD, builds a task plan, executes the tasks, and loops through validation until acceptance criteria are met.

Does autonomous task management work with MAP.md and TODO.md files?

Autonomous task management works directly with MAP.md for project navigation and TODO.md for backlog tracking, using these files to orchestrate context-aware task execution and maintain progress logs.

Can I use autonomous task execution for bug fixes and maintenance tasks?

Autonomous task execution supports bug fixes and maintenance tasks alongside feature work, running the same PRD-driven plan-do-review loop to plan, execute, and validate each task until acceptance criteria pass.

What are the limitations of PRD-driven autonomous task execution?

PRD-driven autonomous task execution requires clear acceptance criteria to function properly, as the plan-do-review loop relies on passing those criteria to stop. Vague or undefined criteria will prevent the loop from completing successfully.