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autopilot
Full autonomous execution from idea to working code
Packaged view
This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.
Stars
10,231
Hot score
99
Updated
March 20, 2026
Overall rating
C4.0
Composite score
4.0
Best-practice grade
B81.2
Install command
npx @skill-hub/cli install yeachan-heo-oh-my-claudecode-autopilot
Repository
Yeachan-Heo/oh-my-claudecode
Skill path: skills/autopilot
Full autonomous execution from idea to working code
Open repositoryBest for
Primary workflow: Ship Full Stack.
Technical facets: Full Stack.
Target audience: everyone.
License: Unknown.
Original source
Catalog source: SkillHub Club.
Repository owner: Yeachan-Heo.
This is still a mirrored public skill entry. Review the repository before installing into production workflows.
What it helps with
- Install autopilot into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
- Review https://github.com/Yeachan-Heo/oh-my-claudecode before adding autopilot to shared team environments
- Use autopilot for development workflows
Works across
Claude CodeCodex CLIGemini CLIOpenCode
Favorites: 0.
Sub-skills: 0.
Aggregator: No.
Original source / Raw SKILL.md
---
name: autopilot
description: Full autonomous execution from idea to working code
---
<Purpose>
Autopilot takes a brief product idea and autonomously handles the full lifecycle: requirements analysis, technical design, planning, parallel implementation, QA cycling, and multi-perspective validation. It produces working, verified code from a 2-3 line description.
</Purpose>
<Use_When>
- User wants end-to-end autonomous execution from an idea to working code
- User says "autopilot", "auto pilot", "autonomous", "build me", "create me", "make me", "full auto", "handle it all", or "I want a/an..."
- Task requires multiple phases: planning, coding, testing, and validation
- User wants hands-off execution and is willing to let the system run to completion
</Use_When>
<Do_Not_Use_When>
- User wants to explore options or brainstorm -- use `plan` skill instead
- User says "just explain", "draft only", or "what would you suggest" -- respond conversationally
- User wants a single focused code change -- use `ralph` or delegate to an executor agent
- User wants to review or critique an existing plan -- use `plan --review`
- Task is a quick fix or small bug -- use direct executor delegation
</Do_Not_Use_When>
<Why_This_Exists>
Most non-trivial software tasks require coordinated phases: understanding requirements, designing a solution, implementing in parallel, testing, and validating quality. Autopilot orchestrates all of these phases automatically so the user can describe what they want and receive working code without managing each step.
</Why_This_Exists>
<Execution_Policy>
- Each phase must complete before the next begins
- Parallel execution is used within phases where possible (Phase 2 and Phase 4)
- QA cycles repeat up to 5 times; if the same error persists 3 times, stop and report the fundamental issue
- Validation requires approval from all reviewers; rejected items get fixed and re-validated
- Cancel with `/oh-my-claudecode:cancel` at any time; progress is preserved for resume
</Execution_Policy>
<Steps>
1. **Phase 0 - Expansion**: Turn the user's idea into a detailed spec
- Analyst (Opus): Extract requirements
- Architect (Opus): Create technical specification
- Output: `.omc/autopilot/spec.md`
2. **Phase 1 - Planning**: Create an implementation plan from the spec
- Architect (Opus): Create plan (direct mode, no interview)
- Critic (Opus): Validate plan
- Output: `.omc/plans/autopilot-impl.md`
3. **Phase 2 - Execution**: Implement the plan using Ralph + Ultrawork
- Executor-low (Haiku): Simple tasks
- Executor (Sonnet): Standard tasks
- Executor-high (Opus): Complex tasks
- Run independent tasks in parallel
4. **Phase 3 - QA**: Cycle until all tests pass (UltraQA mode)
- Build, lint, test, fix failures
- Repeat up to 5 cycles
- Stop early if the same error repeats 3 times (indicates a fundamental issue)
5. **Phase 4 - Validation**: Multi-perspective review in parallel
- Architect: Functional completeness
- Security-reviewer: Vulnerability check
- Code-reviewer: Quality review
- All must approve; fix and re-validate on rejection
6. **Phase 5 - Cleanup**: Delete all state files on successful completion
- Remove `.omc/state/autopilot-state.json`, `ralph-state.json`, `ultrawork-state.json`, `ultraqa-state.json`
- Run `/oh-my-claudecode:cancel` for clean exit
</Steps>
<Tool_Usage>
- Before first MCP tool use, call `ToolSearch("mcp")` to discover deferred MCP tools
- Use `ask_codex` with `agent_role: "architect"` for Phase 4 architecture validation
- Use `ask_codex` with `agent_role: "security-reviewer"` for Phase 4 security review
- Use `ask_codex` with `agent_role: "code-reviewer"` for Phase 4 quality review
- Agents form their own analysis first, then consult Codex for cross-validation
- If ToolSearch finds no MCP tools or Codex is unavailable, proceed without it -- never block on external tools
</Tool_Usage>
<Examples>
<Good>
User: "autopilot A REST API for a bookstore inventory with CRUD operations using TypeScript"
Why good: Specific domain (bookstore), clear features (CRUD), technology constraint (TypeScript). Autopilot has enough context to expand into a full spec.
</Good>
<Good>
User: "build me a CLI tool that tracks daily habits with streak counting"
Why good: Clear product concept with a specific feature. The "build me" trigger activates autopilot.
</Good>
<Bad>
User: "fix the bug in the login page"
Why bad: This is a single focused fix, not a multi-phase project. Use direct executor delegation or ralph instead.
</Bad>
<Bad>
User: "what are some good approaches for adding caching?"
Why bad: This is an exploration/brainstorming request. Respond conversationally or use the plan skill.
</Bad>
</Examples>
<Escalation_And_Stop_Conditions>
- Stop and report when the same QA error persists across 3 cycles (fundamental issue requiring human input)
- Stop and report when validation keeps failing after 3 re-validation rounds
- Stop when the user says "stop", "cancel", or "abort"
- If requirements were too vague and expansion produces an unclear spec, pause and ask the user for clarification before proceeding
</Escalation_And_Stop_Conditions>
<Final_Checklist>
- [ ] All 5 phases completed (Expansion, Planning, Execution, QA, Validation)
- [ ] All validators approved in Phase 4
- [ ] Tests pass (verified with fresh test run output)
- [ ] Build succeeds (verified with fresh build output)
- [ ] State files cleaned up
- [ ] User informed of completion with summary of what was built
</Final_Checklist>
<Advanced>
## Configuration
Optional settings in `.claude/settings.json`:
```json
{
"omc": {
"autopilot": {
"maxIterations": 10,
"maxQaCycles": 5,
"maxValidationRounds": 3,
"pauseAfterExpansion": false,
"pauseAfterPlanning": false,
"skipQa": false,
"skipValidation": false
}
}
}
```
## Resume
If autopilot was cancelled or failed, run `/oh-my-claudecode:autopilot` again to resume from where it stopped.
## Best Practices for Input
1. Be specific about the domain -- "bookstore" not "store"
2. Mention key features -- "with CRUD", "with authentication"
3. Specify constraints -- "using TypeScript", "with PostgreSQL"
4. Let it run -- avoid interrupting unless truly needed
## Troubleshooting
**Stuck in a phase?** Check TODO list for blocked tasks, review `.omc/autopilot-state.json`, or cancel and resume.
**QA cycles exhausted?** The same error 3 times indicates a fundamental issue. Review the error pattern; manual intervention may be needed.
**Validation keeps failing?** Review the specific issues. Requirements may have been too vague -- cancel and provide more detail.
</Advanced>