autopilot
Autonomous pipeline — specify, clarify, plan, review, tasks, implement, code review, QA. No manual gates. Skips stages already completed.
Best use case
autopilot is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Autonomous pipeline — specify, clarify, plan, review, tasks, implement, code review, QA. No manual gates. Skips stages already completed.
Teams using autopilot should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/autopilot/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How autopilot Compares
| Feature / Agent | autopilot | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Autonomous pipeline — specify, clarify, plan, review, tasks, implement, code review, QA. No manual gates. Skips stages already completed.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Autopilot Skill Run the full idea-to-implementation pipeline autonomously, skipping stages already completed, and self-correcting at each review stage. ## When to Activate This skill is relevant when: - The user wants to go from an idea or feature request to working code in one shot - The user says "autopilot", "just build it", "end to end", "full pipeline", or "plan through implementation" - The user wants to skip manual approval gates and let the agent self-correct - The user has a rough idea and wants the agent to handle everything from specification to QA ## Core Principles ### Zero Manual Gates - Run the entire pipeline without pausing for user approval. - Only escalate to the user for critical issues that cannot be autonomously resolved (ambiguous requirements, business decisions, or review loops that hit the max iteration limit). ### Smart Skip - Check what's already been done before starting each stage. - Spec exists? Skip `/specify`. Spec + clarification record exists? Skip `/clarify`. Plan exists? Skip `/plan`. Etc. - A spec file alone is NOT enough to skip clarification — the clarification pass must have been explicitly recorded. - Announce which stages are skipped and why. ### Self-Correcting - When a review finds issues, fix them immediately — don't stop and ask. - Loop reviews up to the max iteration limit. Escalate to user only if ambiguous or product-level. ### Plan Is the Contract - Always plan before coding. Never jump straight to implementation. - Fix the plan when the review says so, then proceed. ### Quality Without Gatekeeping - Every stage gets reviewed. No shortcuts. - Reviews are checkpoints, not stop signs — fix and move on. ### Ship-Ready Output - The goal is reviewed, working code ready for `/commit`. ## Pipeline 1. `/specify` — draft the product specification *(skip if spec file exists)* 2. `/clarify` — review spec for completeness, self-answer questions, fix gaps *(skip if clarification already recorded in spec)* 3. 🧹 **Clear context** — spec is on disk 4. `/planning` — draft the implementation plan *(skip if plan file exists)* 5. `/review_plan` — critique the plan → fix all issues → re-review until APPROVED *(skip if plan already has APPROVED verdict)* 6. 🧹 **Clear context** — plan is on disk, re-read it to bootstrap 7. `/tasks` — break down into actionable tasks *(skip if tasks file exists)* 8. `/implement` — execute the plan 9. 🧹 **Clear context** — code is on disk, use `git diff` to bootstrap 10. `/code_review` — review the code → fix all issues → re-review until PASS 11. `/quality` — comprehensive QA → fix all issues → re-run until PASS ## Quick Checks When running autopilot, verify: - [ ] Feature idea or description exists before starting - [ ] Skipped stages are announced with clear reason - [ ] Spec addresses the user's core need and all key user flows - [ ] Clarification questions are self-answered using judgment (not escalated unless truly ambiguous) - [ ] Plan addresses all spec requirements - [ ] Plan review issues are fixed (not just acknowledged) - [ ] Tasks cover every item in the plan - [ ] Implementation follows the plan strictly - [ ] Code review critical/important issues are all resolved - [ ] QA blocker/critical/major issues are all resolved - [ ] No review loop exceeded its max iterations - [ ] Final summary includes spec, plan, tasks paths and all created/modified files