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autopilot

Orchestrate multi-TODO feature implementations into worktree branches and a final integration PR.

Updated Aug 23, 2026
Search Tags:#worktrees#pull requests#circuit breaker#feature implementation#autonomous orchestration#CI verification#safety guardrails
One-click install
npx skills add https://github.com/sujithatzackriya/skills --skill autopilot-sujithatzackriya
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: autopilot
Source: https://github.com/sujithatzackriya/skills/tree/main/skills/autopilot
Command: npx skills add https://github.com/sujithatzackriya/skills --skill autopilot-sujithatzackriya

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

Autopilot turns a feature spec into an end-to-end, multi-TODO implementation workflow that produces final code changes packaged in a human-reviewable pull request.

Core Features & Use Cases

  • Autonomous spec-to-PR orchestration: Plans via /tdd-workflow and drafts one richly-contexted TODO per worktree for parallelized development.
  • Per-TODO worktree execution with verification gates: Runs implementation plus think regression and deep review, then enforces a dual gate (review clean + build green) before committing.
  • Safety and harness hard-guardrails: Blocks user prompting during execution, prevents destructive git operations, disallows em dashes and secret-path reads, and enforces consistent build/testing via cargo-serial.sh.
  • Circuit breaker resilience: Tracks repeated failures per TODO and skips after persistent OPEN state to prevent infinite loops.

Quick Start

Use the autopilot skill to implement and open a final PR from a multi-step feature spec by running: /autopilot "add support for <feature>".

Frequently Asked Questions about autopilot

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

FAQPage Schema
How do I automate feature implementation from a spec to a reviewable pull request?▼

Autonomous spec-to-PR orchestration plans feature implementation via worktrees and drafts one richly-contexted TODO per branch, culminating in a final integration pull request awaiting human review.

How do worktrees help parallelize multi-TODO feature development?▼

Worktrees enable parallelized development by isolating each TODO into its own branch, allowing the orchestrator to author, verify, and commit changes independently before final integration.

What is a circuit breaker in autonomous pull request orchestration?▼

A circuit breaker tracks repeated verification failures per TODO and skips the task after a persistent OPEN state, preventing infinite loops and ensuring resilient autonomous orchestration.

How do safety guardrails prevent destructive git operations during autonomous implementation?▼

Safety guardrails block user prompting during execution, prevent destructive git operations, disallow secret-path reads, and enforce consistent build testing via a portable shared-target cargo build wrapper.

Does autonomous PR generation work with compiled repositories requiring build verification?▼

Yes, the workflow enforces dual-gate verification requiring build green status using a portable shared-target cargo build wrapper specifically designed for compiled repositories.

What is dual-gate verification for multi-TODO pull requests?▼

Dual-gate verification enforces both a clean deep review and a green build before committing any TODO branch, ensuring each per-TODO worktree passes structured quality checks before integration.

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