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autopilot

Full autonomous execution from idea to working code

Skill by pubgo

IndexedMIT
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/pubgo-autopilot

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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Full autonomous execution from idea to working code

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What's inside

Skill name
autopilot
Description
Full autonomous execution from idea to working code
License
MIT
Instructions
231 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

<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 `/cancel` at any time; progress is preserved for resume
- If a deep-interview spec exists, use it as high-clarity phase input instead of re-expanding from scratch
- If input is too vague for reliable expansion, offer/trigger `$deep-interview` first
- Do not enter expansion/planning/execution-heavy phases until pre-context grounding exists; if fast execution is forced, proceed only with explicit risk notes
- Default to concise, evidence-dense progress and completion reporting unless the user or risk level requires more detail
- Treat newer user task updates as local overrides for the active workflow branch while preserving earlier non-conflicting constraints
- If correctness depends on additional inspection, retrieval, execution, or verification, keep using the relevant tools until the workflow is grounded
- Continue through clear, low-risk, reversible next steps automatically; ask only when the next step is materially branching, destructive, or preference-dependent
</Execution_Policy>

<Steps>
0. **Pre-context Intake (required before Phase 0 starts)**:
   - Derive a task slug from the request.
   - Load the latest relevant snapshot from `.omx/context/{slug}-*.md` when available.
   - If no snapshot exists, create `.omx/context/{slug}-{timestamp}.md` (UTC `YYYYMMDDTHHMMSSZ`) with:
     - Task statement
     - Desired outcome
     - Known facts/evidence
     - Constraints
     - Unknowns/open questions
     - Likely codebase touchpoints
   - If ambiguity remains high, run `explore` first for brownfield facts, then run `$deep-interview --quick <task>` before proceeding.
   - Carry the snapshot path into autopilot artifacts/state so all phases share grounded context.

1. **Phase 0 - Expansion**: Turn the user's idea into a detailed spec
   - If `.omx/specs/deep-interview-*.md` exists for this task: reuse it and skip redundant expansion work
   - If prompt is highly vague: route to `$deep-interview` for Socratic ambiguity-gated clarification
   - Analyst (THOROUGH tier): Extract requirements
   - Architect (THOROUGH tier): Create technical specification
   - Output: `.omx/plans/autopilot-spec.md`

2. **Phase 1 - Planning**: Create an implementation plan from the spec
   - Architect (THOROUGH tier): Create plan (direct mode, no interview)
   - Critic (THOROUGH tier): Validate plan
   - Output: `.omx/plans/autopilot-impl.md`

3. **Phase 2 - Execution**: Implement the plan using Ralph + Ultrawork
   - LOW-tier executor/search roles: Simple tasks
   - STANDARD-tier executor roles: Standard tasks
   - THOROUGH-tier executor/architect roles: 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**: Clear all mode state via OMX MCP tools on successful completion
   - `state_clear({mode: "autopilot"})`
   - `state_clear({mode: "ralph"})`
   - `state_clear({mode: "ultrawork"})`
   - `state_clear({mode: "ultraqa"})`
   - Or run `/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>

## State Management

Use `omx_state` MCP tools for autopilot lifecycle state.

- **On start**:
  `state_write({mode: "autopilot", active: true, current_phase: "expansion", started_at: "<now>", state: {context_snapshot_path: "<snapshot-path>"}})`
- **On phase transitions**:
  `state_write({mode: "autopilot", current_phase: "planning"})`
  `state_write({mode: "autopilot", current_phase: "execution"})`
  `state_write({mode: "autopilot", current_phase: "qa"})`
  `state_write({mode: "autopilot", current_phase: "validation"})`
- **On completion**:
  `state_write({mode: "autopilot", active: false, current_phase: "complete", completed_at: "<now>"})`
- **On cancellation/cleanup**:
  run `$cancel` (which should call `state_clear(mode="autopilot")`)


## Scenario Examples

**Good:** The user says `continue` after the workflow already has a clear next step. Continue the current branch of work instead of restarting or re-asking the same question.

From pubgo/agentdocs, MIT.

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Last commit (this folder)
Apr 26, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

autopilot skill. Agent Mart. https://agentmart.dev/skills/pubgo-autopilot (last updated 2026-10-24)