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jankneumann
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autopilot

Automate the plan-review-implement-validate-PR workflow for software features.

4|1|Updated Jan 16, 2026
Search Tags:#git#review#lifecycle#dev#autopilot#multivendor
One-click install
npx skills add https://github.com/jankneumann/agentic-coding-tools --skill autopilot-jankneumann
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: autopilot
Source: https://github.com/jankneumann/agentic-coding-tools/tree/main/.agents/skills/autopilot
Command: npx skills add https://github.com/jankneumann/agentic-coding-tools --skill autopilot-jankneumann

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pyyaml, and includes scripts (resource) components.

What problem does it solve?

Manual feature development cycles require multiple hand‑offs—planning, review, implementation, validation, and pull‑request creation—each step prone to delays and inconsistencies. This Skill automates the entire end‑to‑end workflow, coordinating AI vendors and optional human gates to keep development fast and reliable.

Core Features & Use Cases

  • Full‑cycle orchestration: Handles plan creation, multi‑vendor review convergence, implementation, validation, and PR generation in a single command.
  • Complexity gating: Evaluates feature size and risk, optionally enabling a validation review phase for high‑impact changes.
  • Fallback mechanisms: Detects missing coordinator services and gracefully degrades to sequential skill invocations.
  • Use case: Quickly turn a new feature description into a ready‑to‑merge pull request while ensuring code quality through automated reviews.

Quick Start

Run the /autopilot command with a change description or ID to let the system plan, review, implement, validate, and prepare a pull request automatically.

Frequently Asked Questions about autopilot

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

FAQPage Schema
How do I automate the entire feature development lifecycle from planning to pull request?▼

Automate the feature development lifecycle by using a single command to handle plan creation, multi-vendor AI review convergence, implementation, validation, and PR generation. This coordinates the entire workflow end-to-end without manual hand-offs.

What is multi-vendor AI review convergence for code changes?▼

Multi-vendor review convergence coordinates multiple AI vendor CLIs like Claude, Codex, and Gemini to review code changes. It aggregates their feedback to ensure code quality and consistency before generating a pull request.

Do I need OpenSpec CLI and multiple AI vendor CLIs to run automated dev workflows?▼

Yes, automating dev workflows requires the OpenSpec CLI, coordination scripts, and access to multiple AI vendor CLIs. If coordinator services are missing, the system gracefully degrades to sequential skill invocations.

Can I add human approval gates to an automated feature development pipeline?▼

Yes, you can enable optional human approval gates within the automated feature development pipeline. The workflow also evaluates feature size and risk, optionally enabling a validation review phase for high-impact changes.

What happens if the coordinator service is missing during multi-vendor code review?▼

If the coordinator service is missing during multi-vendor code review, the workflow gracefully degrades to sequential skill invocations. This fallback mechanism ensures the development lifecycle continues without stalling.

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