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Drives an idea from any pipeline entry point — a cold raw prompt included — to one open MVP pull request in a single autonomous run, pausing only at a single…

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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/specscore-autopilot

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About

Drives an idea from any pipeline entry point — a cold raw prompt included — to one open MVP pull request in a single autonomous run, pausing only at a single Idea checkpoint and halting on genuine anomalies. Thin orchestrator: it detects the furthest-along artifact, then chains the existing producer skills ideate → specify → plan → implement → pull-request, arming a run-scoped autonomy signal that releases the human-approval gates and switches the producers into decide-and-record. It re-implements no producer logic and reuses the approval-autonomy implement/plan gate layer unchanged. Publish ceiling is local commits + one PR — never merge, deploy, or ship. Trigger: "do it autonomously", "/autopilot", "/autopilot <slug>", or "autonomously" appended to any ideate/specify/plan/implement request.

Use cases: devops, data, agent-building

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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  • ~/.claude/skills/autopilot

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Skill name
autopilot
Description
Drives an idea from any pipeline entry point — a cold raw prompt included — to one open MVP pull request in a single autonomous run, pausing only at a single Idea checkpoint and halting on genuine anomalies. Thin orchestrator: it detects the furthest-along artifact, then chains the existing producer skills ideate → specify → plan → implement → pull-request, arming a run-scoped autonomy signal that releases the human-approval gates and switches the producers into decide-and-record. It re-implements no producer logic and reuses the approval-autonomy implement/plan gate layer unchanged. Publish ceiling is local commits + one PR — never merge, deploy, or ship. Trigger: "do it autonomously", "/autopilot", "/autopilot <slug>", or "autonomously" appended to any ideate/specify/plan/implement request.
License
MIT
Instructions
128 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Autopilot

Turn a single trigger into an end-to-end autonomous run: from a raw prompt (or any partial artifact) to one open MVP pull request, with no per-question stops and exactly one human checkpoint at the crystallized Idea. Autopilot is a **thin orchestrator** — it drives the existing `ideate → specify → plan → implement → pull-request` skills, arms the run-scoped autonomy signal defined in [autonomy-autopilot.md](../shared/autonomy-autopilot.md), and hands back the trail. It owns orchestration, the Idea checkpoint, the publish ceiling, and the handback — nothing else.

## Hard Gate

<HARD-GATE>
Autopilot MUST NOT:
  - Re-implement any producer skill's logic, gates, or artifact writes — it only invokes them.
  - Mask any gate other than a `type: human` approval entry. `type: ai` / `type: deterministic` reviewers, `specscore spec lint`, and `implement`'s conflict detection ALWAYS run and can halt the run.
  - Skip the `confirm_idea` checkpoint when the run auto-creates an Idea and `autonomy.autopilot.confirm_idea` is not `false`.
  - Publish past its ceiling: local commits + exactly ONE pull request. It MUST NOT merge, deploy, invoke `ship`, open a second PR, or retry a failed PR delegate.
  - Auto-invoke `specstudio:verify` or `specstudio:ship`.

If a stage's quality gate returns `Issues Found`, or an anomaly halts `implement`, autopilot STOPS and hands back the blocker — it never releases a quality gate to keep moving.
</HARD-GATE>

## When to Use

- The user says "do it autonomously", `/autopilot`, `/autopilot <slug>`, or appends "autonomously" to any pipeline request — **even on the very first prompt**, before any artifact exists.
- The user wants to reach an MVP without answering per-stage clarifying questions or approving each gate, accepting one Idea checkpoint and a decision log they review afterward.

**Refuse only** when the input is a genuinely empty ask — no prompt and no resolvable artifact to act on.

## Entry-Point Detection

Autopilot has **no fixed precondition** — it starts wherever the work currently is. Resolve the furthest-along existing artifact for the work, then run every remaining stage:

| Input state | Autopilot runs |
|---|---|
| Raw prompt, no artifact | ideate → specify → plan → implement → pull-request |
| `Draft` / `In Review` Idea | ideate (finish) → specify → plan → implement → pull-request |
| `Approved` Idea | specify → plan → implement → pull-request |
| `Approved` Feature, no Plan | plan → implement → pull-request *(or implement directly, per `implement`'s Feature-sourced mode)* |
| `Approved` Plan | implement → pull-request |

Resolution steps:

1. If the trigger names a slug (`/autopilot <slug>`), resolve that artifact; otherwise infer the work from the prompt and scan `spec/ideas/`, `spec/features/`, `spec/plans/` for a matching in-flight artifact.
2. Pick the furthest-along artifact in the pipeline order `idea < feature < plan`. Enter at the stage that produces the **next** artifact.
3. The trigger phrase **is** the consent to auto-create and auto-approve every artifact the run produces (subject only to the `confirm_idea` checkpoint). There is no separate "must be an approved Idea first" gate.
4. If nothing resolves and there is no prompt to ideate from, refuse and say what's missing.

## The Run

Autopilot performs the run as an ordered drive over the producer skills. It does **not** reimplement any of them; each stage is the existing skill invoked in the current session.

1. **Arm.** Establish the run-scoped autonomy signal ([autonomy-autopilot.md](../shared/autonomy-autopilot.md)) at run scope — **once** for the whole run (see Single Arming). Resolve `autonomy.autopilot` (`publish_ceiling`, `confirm_idea`, `stop_on`) across the scope ladder.
2. **Disclose.** Emit the single up-front disclosure message (see the Disclosure section) before any stage runs.
3. **Drive the stages** from the resolved entry point, in order, advancing to the next stage only after the current stage completes successfully:
   - **ideate** (if entry ≤ Idea) → then honor the `confirm_idea` checkpoint (see the Idea Checkpoint section).
   - **specify** (if entry ≤ Feature) — its `gates.feature.approved` `type: human` entry is masked by the run-scoped signal; the `type: ai` reviewer still runs.
   - **plan** (if entry ≤ Plan) — its human review gate is masked; the baseline reviewer and P-001 coverage still hold.
   - **implement** — `implementation.pre_commit` is autonomous per `approval-autonomy`; `implementation.pre_push` is masked here (the push happens at the PR stage). Anomaly-halts still stop the run.
   - **pull-request** — open exactly one PR (see the Publish Ceiling section).
4. **Hand back** the trail (see the Handback section).

At every stage, a masked `type: human` entry is released by the reviewer-gates runner's Step 1.6; the producers take their decide-and-record branch instead of asking clarifying questions. Autopilot itself asks nothing except the one `confirm_idea` checkpoint.

## Single Arming

The trigger arms the run-scoped autonomy signal **once**, for the remainder of the run. Autopilot does NOT re-arm at each stage boundary — crossing from `specify` into `plan` into `implement` requires no fresh signal.

The one exception is inherited, not owned: if `implement` hits an **anomaly-halt** (sibling conflict, BLOCKED subagent, unresolved lint, source-Feature drift), that is a genuine stop under `approval-autonomy`'s rules, and `implement` requires the explicit `continue` re-arm before resuming. That anomaly re-arm is `implement`'s, scoped to its own stage — it is not a per-stage gate autopilot introduces. A subsequent autopilot run starts unarmed and re-reads config from scratch.

## Anomaly Halts

Autonomy masks *human approval*, never *quality*. Autopilot stops and hands back the blocker whenever:

- a stage's `type: ai` / `type: deterministic` reviewer returns `Issues Found`;
- `specscore spec lint` fails and `--fix` does not resolve it in one pass;
- `implement` reports any anomaly in its halt set (per `approval-autonomy`);
- a `stop_on` decision class fires (`conflict` is always in the set and not removable).

On any halt, autopilot names the specific cause, performs no auto-resolution, and does not advance. The user fixes it and re-triggers (or issues `implement`'s `continue` re-arm for an implement-stage anomaly).

## Idea Checkpoint (`confirm_idea`)

When the run **auto-creates an Idea** (entry at or before the Idea stage), autopilot pauses **exactly once** — the single human-approval stop of an otherwise unbroken run. This is the cheapest, highest-leverage place to bound drift: a raw one-line prompt is the most ambiguous possible input, and a 30-second Idea read catches divergence before it propagates downstream.

- **Default on.** With `autonomy.autopilot.confirm_idea` unset or `true`, after `ideate` crystallizes the Idea autopilot presents it and waits for explicit approval before invoking `specify`. The `idea.approved` human review gate is **not** masked at this checkpoint — it is deliberately preserved. Recognize approval with the standard explicit-approval phrase set; a vague positive gets one confirmation question.
- **Opt-out.** With `confirm_idea: false`, the checkpoint is masked like every other human gate and the cold-start run is fully unbroken.
- **Not applicable when the Idea pre-exists.** When the run enters at or after an **already-`Approved` Idea**, no checkpoint fires — the human already approved that Idea. The checkpoint is specifically for Ideas the run itself shaped.

On explicit approval (or when `confirm_idea: false`), continue to `specify`. On a change request, fold it into the Idea and re-present — the run does not proceed past an unapproved run-created Idea.

## Publish Ceiling

Autopilot's ceiling is **local commits + exactly one pull request**, resolved from `autonomy.autopilot.publish_ceiling` (default `pr`):

- Commits land during `implement` via the existing `implementation.pre_commit` gate (autonomous per `approval-autonomy`). `implementation.pre_push` is masked in the implement stage — the push happens once, at the PR stage.
- After `implement` completes, autopilot invokes `specstudio:pull-request` **exactly once** to push the feature branch and open a single PR (built-in `git push` + `gh pr create`, or the project's configured `pull_request.delegate`). Its `pull_request.pre_dispatch` `type: human` entry is masked; a `type: deterministic` verify gate there is **not** masked and can still block.
- `publish_ceiling: commit` stops after local commits (no PR); `publish_ceiling: stage` stops after staging.

Autopilot MUST NOT merge, deploy, invoke `ship`, open more than one PR, or retry a failed PR delegate. The push safety floor (`main`/`master`/`release/*` denied by default) still applies — autonomy never weakens it.

## Disclosure

Before any stage runs, autopilot emits **one** disclosure message so the user knows exactly what the run will do unattended. It states:

- the **resolved entry point** and the **stages** that will run;
- that human-approval gates are **masked for the run**, *except* the single `confirm_idea` checkpoint (named explicitly);
- that clarifying decisions will be **auto-made and recorded** to each artifact's decision log;
- that the run will **commit locally and open one PR**, and will **not** merge or deploy.

The disclosure is informational — it is not a per-stage approval prompt. The run proceeds immediately after it.

## Handback

On successful completion, autopilot hands back a single summary — the primary review surface, meant to be read first:

- the **resolved entry point** and stages run;
- the created **artifact paths** (Idea / Feature / Plan);
- the local **commit SHAs**;
- the opened **PR URL**;
- the **aggregated Autonomous Decisions log** — every decide-and-record entry from every stage (Idea `## Key Assumptions` additions + Feature/Plan `## Autonomous Decisions`), collected in one place.

Autopilot does **not** auto-invoke `specstudio:verify` or `specstudio:ship`; it MAY recommend the user run them next.

From specscore/specstudio-skills, MIT.

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