Autopilot

autopilot-harness — a vibecoding harness that turns open-ended agent chat into structured planning → checklist execution → multi-lens self-review. (中文说明)

Autopilot Harness — State the goal. Autopilot the rest.

Why

Vibe coding is fast until scope drifts, acceptance stays implicit, and “looks done” skips hard review angles. Autopilot keeps the agent on a durable track:

Grill the plan before writing product code
Execute against a checklist (artifacts.plans_dir/<slug>/, new-init default docs/autopilot/plans)
Self-review under rotating lenses before an item is marked done

It is not a general-purpose chat agent, not a substitute for your CI/test framework, not a Jira/kanban product (checklist + execution FSM, not a board UI). This build ships Cursor, Claude Code, Codex, Kimi Code, GitHub Copilot CLI, Grok Build CLI, Gemini CLI, Factory Droid, Hermes Agent, Antigravity, Pi, Devin CLI, and Runner (meta) (CLI + App share one Codex port; Kimi Code is degraded Stop≤1/turn; Copilot CLI is degraded Stop consecutive ≤8; Grok Build is degraded Stop ≤8/turn — per-turn reset; Gemini CLI is Shipped with honest AfterAgent turn cap ≤100 / MAX_TURNS and soft min-CLI ≥0.31.0; Factory Droid is Shipped with multi-block under stop_hook_active live-proved — no raise; waive live → degraded≤1; Hermes Agent is Shipped with shell pre_verify continue live-proved — nudge ≥32; edit-only; soft min ≥0.21.3; waive live → degraded + human R1 ack; Antigravity is Shipped (host Stop continue live-proved in 0.10.1) — NO_TOOL_CALL + transcript_full.jsonl + .agents/bin shim; CLI must mount workspace; Pi is Shipped (interactive TUI live Stop-continue ≥1× proved) — in-process .pi/extensions/autopilot.ts; soft min ≥0.85.1; /trust + /reload; R10 TUI only (not pi -p / JSON / print); shares .agents/skills; outside shell KNOWN_PLATFORMS (eleven-way shell + Pi extension); Runner is Shipped (meta) — runner start external loop + @autopilot-harness/port-runner; requires runner.command; outside the eleven-way hook stamp set; --on / --brief / --message planning shipped (C6 planning stopped→0); live agent smoke may be waived). Devin CLI is Shipped (interactive CLI live Stop-continue ≥1× proved + edit arm; CLI only — not Desktop, not cloud Devin, not Cascade; hooks .devin/hooks.v1.json; $DEVIN_PROJECT_DIR; skills .devin/skills; no documented Stop cap; shell dispatch eleven-way). OpenCode is 1 (next) on the roadmap (wait upstream) — see Hosts.

Autopilot does not guarantee bug-free software. It raises confidence that work was planned, checklist-scoped, and pressure-tested under several review lenses before you call an item complete.

Autopilot is neutral on whether the host agent opens subagents / Task workers during a turn — that choice stays with the host. 0.17+: when Cursor or Claude Code do delegate, Autopilot keeps review on the parent track (Tier-S); other hosts remain best-effort via parent stop dirty-arm (Tier-B). Details: Hosts — Subagents.

How it works

/autopilot-on  →  grill rounds  →  brief / plan / checklist
       ↓
/autopilot-run →  per item: implement → fix → confirm×N → advance
       ↓
done (checklist clear)

Step	You do	Autopilot does	Artifacts
Plan	Start `/autopilot-on`; reply to each grill round	Writes under `artifacts.plans_dir` (may edit docs); no product code	`<plansDir>/<slug>/brief.md`, `plan.md`, `checklist.md`
Run	Start `/autopilot-run`	Implements one checklist item	Code / docs for that item
Review	(Usually nothing — stop followups drive the loop)	Fix → confirm under rotating lenses	Item stays open until confirm rounds pass
Advance	—	Marks the item `[x]`, local commit if dirty (skip if clean; no auto-push), then next item	Updated `checklist.md`
Done	—	Marks the last item; local commit if dirty (no auto-push); stops when checklist is clear	Track complete

Default self-review is review.scope: project (any product-code edit, no ON/RUN required). For review only during checklist RUN, set review.scope: executing_only — see When does self-review run?.

Pause, change the plan, or resume with /autopilot-off, /autopilot-replan, and /autopilot-resume (details in the quickstart).

Author note (scale)

On one author-run track in Cursor, after /autopilot-run, Autopilot sustained about 351 agent turns and about 13.9 hours of pure execution time. That is an anecdote showing a large checklist-scoped effort can stay in a long structured loop—not a benchmark or SLA.

Planning (grill)

/autopilot-on starts a design-tree grill: each round asks the current frontier of decisions (with recommended answers), then waits for you before the next round. Questions are numbered globally across rounds (Q1, Q2, … — do not restart at Q1), and each frontier is labeled with its Round. Planning may edit <plansDir>/** (artifacts.plans_dir) and docs — no product code until /autopilot-run.

Artifacts land in <plansDir>/<slug>/brief.md, plan.md, and checklist.md (artifacts.plans_dir; new-init default docs/autopilot/plans).

Planning grill rounds are inspired by the grill-me / grilling design-tree skill.

Multi-lens self-review

After product-code edits (see below), Autopilot drives fix, then confirm rounds. Each confirm round uses a different lens (not the same checklist reread). Default review.confirm_rounds: 5 on Cursor / Claude Code / Codex / Copilot CLI / Grok Build / Gemini CLI / Factory Droid / Hermes Agent / Antigravity / Devin CLI / Pi. When installable Kimi Code is enabled, use confirm_rounds: 1 — that host hard-caps Stop-continue at ≤1/turn (do not expect confirm×5; init writes 1, and the hook clamps to 1 for the whole project, including other hosts in the same platforms list). Copilot CLI does not clamp rounds but is degraded Stop consecutive ≤8 (mid-chain cutoffs may leave pending followup — /autopilot-resume / nudge). Grok Build likewise does not clamp rounds but is degraded Stop ≤8/turn (per-turn reset; mid-cutoff → pending / RESUME / nudge). Gemini CLI does not clamp rounds; AfterAgent deny→retry shares host MAX_TURNS ≤100 (no raise; prefer CLI ≥0.31.0). Factory Droid does not clamp rounds; Stop multi-block under stop_hook_active is live-proved (no raise; waive → degraded≤1). Hermes Agent does not clamp rounds; shell pre_verify continue is live-proved (nudge ≥32; edit-only; if nudge still 3 / exhausted mid-chain → pending / RESUME / nudge; waive → degraded + human R1 ack; soft min ≥0.21.3). Antigravity does not clamp rounds; Stop continue = decision:continue (host live-proved in 0.10.1). Pi does not clamp rounds; continue is in-process agent_settled (Shipped — live TUI continue ≥1× proved; soft min ≥0.85.1; R10 TUI only). With review.confirm_rounds: 3 (light), lenses are 1 → 2 → 5 (skip concurrency & security).

A path counts as product code unless it is excluded by .autopilotignore, or it is untracked and ignored by .gitignore. Edits under a paused / OFF session do not run the chain until you resume.

Round (default 5)	Lens
1	Correctness & invariants
2	Nulls, boundaries & error paths
3	Concurrency, races & partial failure
4	Security & trust boundaries
5	Test gaps & regression (read-only: record gaps, don’t add tests in that round)

When does self-review run? (`review.scope`)

Configured in .autopilot/config.yml under review.scope (chosen at init, changeable later):

`review.scope`	When fix → confirm runs	Typical use
`project` (default)	On any product-code edit in the project — no `/autopilot-on` or `/autopilot-run` required	Casual coding chats; still want multi-lens pressure-test + error recover
`executing_only`	Only while Autopilot is in RUN (checklist executing) and product code changes	Structured tracks only: `/autopilot-on` → `/autopilot-run` → review per item

Notes:

/autopilot-on alone does not start self-review. Planning is for grill + <plansDir>/<slug>/ (no product code by design). Review starts only after a product-code edit that counts under the scope above.
Under executing_only, editing code outside RUN does not open the Autopilot fix/confirm chain.
Under project, confirm still runs the same lenses; when you are not checklist-executing (idle ambient, or still planning), the chain ends with review complete (local commit if dirty) — it does not advance/check off checklist items. While RUN + executing, the same lenses still end in checklist advance / done as usual. Stop dirty-arm (git-dirty product paths when an edit hook did not fire) also applies under project for ambient idle+armed / planning / executing — not only during RUN; completed Stop with no session + product dirty may ensure an ambient session then open fix. Under executing_only, dirty-arm / ensure ambient stay RUN-only.
Paused or OFF sessions do not run fix→confirm until resumed (even with project).
If you also use a global Cursor self-review hook, prefer one or the other for project scope to avoid double followup injection (init TUI warns about this).
Host-native Plan modes (Cursor Plan Mode, Claude Code Plan mode, etc.) are separate from Autopilot grill/review.scope; Autopilot does not yet bridge those host modes (design sketch).

Quick start

Requires Node.js 22+. The CLI package is @autopilot-harness/cli (bin: autopilot-harness).

Install

Full per-host matrix (discover → init → doctor): docs/install.md (中文). Prefer the scoped package (not a bare npx autopilot-harness name). Commands use the current working directory as the project root:

cd /path/to/your-app
# Default host (Cursor IDE hooks). Host `--platform` lines below are alternatives — run one; `--add-platform` only after first install
npx @autopilot-harness/cli init --yes
# or pick a host explicitly
npx @autopilot-harness/cli init --platform cursor --yes
# or Claude Code (hooks shared across terminal + IDE)
npx @autopilot-harness/cli init --platform claude-code --yes
# or Codex (`.codex/hooks.json`; `/hooks` trust; P0 line-start triggers)
npx @autopilot-harness/cli init --platform codex --yes
# or Kimi Code (user-home `~/.kimi-code/config.toml`; degraded Stop≤1/turn; prefer confirm_rounds: 1)
npx @autopilot-harness/cli init --platform kimi-code --yes
# or GitHub Copilot CLI (`.github/hooks/autopilot-harness.json`; degraded Stop consecutive ≤8; restart CLI after install)
npx @autopilot-harness/cli init --platform copilot-cli --yes
# or Grok Build CLI (`.grok/hooks/autopilot-harness.json`; degraded Stop ≤8/turn; trust `/hooks-trust` or `--trust`)
npx @autopilot-harness/cli init --platform grok-build --yes
# or Gemini CLI (`.gemini/settings.json`; AfterAgent cap ≤100 / MAX_TURNS; prefer CLI ≥0.31.0; re-trust / `/hooks panel` / folder trust)
npx @autopilot-harness/cli init --platform gemini-cli --yes
# or Factory Droid (`.factory/hooks.json`; multi-block live-proved; `$FACTORY_PROJECT_DIR`; `/hooks` + snapshot/reload)
npx @autopilot-harness/cli init --platform factory-droid --yes
# or Hermes Agent (`$HERMES_HOME/config.yaml`; pre_verify continue live-proved; relative command; consent / `hermes hooks doctor`)
npx @autopilot-harness/cli init --platform hermes-agent --yes
# or Antigravity (`.agents/hooks.json` + `.agents/skills` + `.agents/bin` shim; Stop `decision:continue`; live-proved in 0.10.1)
npx @autopilot-harness/cli init --platform antigravity --yes
# or Pi (`.pi/extensions/autopilot.ts` in-process; soft min ≥0.85.1; `/trust`+`/reload`; R10 TUI only — not `pi -p`/JSON; shares `.agents/skills`; live continue ≥1× proved)
npx @autopilot-harness/cli init --platform pi --yes
# or Devin CLI (`.devin/hooks.v1.json` + `.devin/skills`; `$DEVIN_PROJECT_DIR`; CLI only — not Desktop; live continue ≥1× proved)
npx @autopilot-harness/cli init --platform devin --yes
# multi-host: after first init, add another without full re-init
npx @autopilot-harness/cli init --yes --add-platform claude-code
# npx @autopilot-harness/cli init --yes --add-platform codex
# npx @autopilot-harness/cli init --yes --add-platform kimi-code
# npx @autopilot-harness/cli init --yes --add-platform copilot-cli
# npx @autopilot-harness/cli init --yes --add-platform grok-build
# npx @autopilot-harness/cli init --yes --add-platform gemini-cli
# npx @autopilot-harness/cli init --yes --add-platform factory-droid
# npx @autopilot-harness/cli init --yes --add-platform hermes-agent
# npx @autopilot-harness/cli init --yes --add-platform antigravity
# npx @autopilot-harness/cli init --yes --add-platform pi
# npx @autopilot-harness/cli init --yes --add-platform devin
npx @autopilot-harness/cli status
npx @autopilot-harness/cli doctor

Interactive TUI: omit --yes (platform still defaults to cursor). More flags: npx @autopilot-harness/cli init --help.

Developing or dogfooding from a clone of this repo: see Contributing.

Reload the host window (Cursor: Reload Window; Claude Code / Codex / Kimi Code / Copilot CLI / Grok Build / Gemini CLI / Factory Droid / Hermes Agent / Antigravity / Pi: restart / new session / /reload), then:

Plan — Cursor/Claude: /autopilot-on; Codex: .agents/skills and line-start triggers.on (e.g. Autopilot ON; typed slash still parses; trust /hooks); Kimi: /skill:autopilot-on and line-start; Copilot: .github/skills and line-start; Grok: .grok/skills and line-start; Gemini / Factory / Hermes / Antigravity / Pi: host skills and line-start (Gemini re-trust / /hooks panel / folder trust, AfterAgent ≤100; Factory $FACTORY_PROJECT_DIR + /hooks snapshot/reload; Hermes $HERMES_HOME + consent/hermes hooks doctor; Antigravity .agents, decision:continue, live-proved continue / CLI workspace mount; Pi .pi/extensions, /trust+/reload, soft min ≥0.85.1, R10 TUI only) → grill → <plansDir>/<slug>/
Execute — Cursor/Claude: /autopilot-run; Codex: .agents/skills and line-start triggers.run (e.g. Autopilot RUN); Kimi: /skill:autopilot-run and line-start; Copilot: .github/skills and line-start; Grok: .grok/skills and line-start; Gemini / Factory / Hermes / Antigravity / Pi: host skills and line-start

More commands and skills: docs/autopilot/quickstart.md (中文).

init writes .autopilot/, merges host hooks, and installs skills/workflows where the host supports them. For Claude Code it also merges .claude/settings.json (hooks + CLAUDE_CODE_STOP_HOOK_BLOCK_CAP=0) and .claude/skills/autopilot-*. For Codex it merges .codex/hooks.json (omit timeout; matcher apply_patch|Edit|Write|exec|js) and shared .agents/skills/autopilot-* — no default AGENTS.md. For Kimi Code it merges user-home $KIMI_CODE_HOME/config.toml (default ~/.kimi-code; timeout ≥120s; Stop≤1/turn degraded self-review; prefer confirm_rounds: 1) and shared .agents/skills/autopilot-* (invoke /skill:autopilot-on) — no default AGENTS.md. For GitHub Copilot CLI it writes .github/hooks/autopilot-harness.json (bash+powershell; timeoutSec ≥120; userPromptSubmitted+userPromptTransformed+postToolUse+agentStop; Stop consecutive ≤8 degraded; Restart Copilot CLI after install) and .github/skills/autopilot-* — no default AGENTS.md; no preToolUse. For Grok Build CLI it writes .grok/hooks/autopilot-harness.json (Codex-shaped; timeout 120; UPS+PostToolUse+Stop; Stop ≤8/turn degraded; trust via /hooks-trust or --trust; needPick re-submit with slug; mid-cutoff → pending / RESUME / nudge) and .grok/skills/autopilot-* — no default AGENTS.md; no PreToolUse. For Gemini CLI it writes .gemini/settings.json (nested matcher groups; timeout 120000ms; BeforeAgent+AfterTool+AfterAgent; AfterAgent turn cap ≤100 / MAX_TURNS; prefer CLI ≥0.31.0; re-trust hooks, /hooks panel, folder trust; needPick via BeforeAgent deny+reason; does not rewrite hooksConfig) and .gemini/skills/autopilot-* (/trust + /skills reload). For Factory Droid it writes .factory/hooks.json (top-level events; timeout 120; UPS+PostToolUse+Stop; commands use $FACTORY_PROJECT_DIR; multi-block under stop_hook_active live-proved; check /hooks then reload/new session for snapshot; waive live → degraded≤1) and .factory/skills/autopilot-*. For Hermes Agent it merges $HERMES_HOME/config.yaml (default ~/.hermes; never cli-config.yaml; timeout 120; relative node .autopilot/bin/…; raises agent.max_verify_nudges ≥32; pre_verify continue live-proved; edit-only; consent/--accept-hooks/HERMES_ACCEPT_HOOKS; reload + hermes hooks doctor; soft min ≥0.21.3; waive live → degraded + human R1 ack) and $HERMES_HOME/skills/autopilot-*. For Antigravity it writes .agents/hooks.json (named autopilot-harness; PreInvocation+PostToolUse+Stop; timeout 120; relative command; Stop decision:continue; does not write .agent/) and .agents/skills/autopilot-* (Shipped — host Stop continue live-proved in 0.10.1; .agents/bin shim; auto-attach ≠ Autopilot ON). For Devin CLI it writes .devin/hooks.v1.json (top-level events; timeout 120; UPS+PostToolUse+Stop; commands use $DEVIN_PROJECT_DIR; does not write .devin/config.json hooks) and .devin/skills/autopilot-* (triggers: [user]; Shipped — interactive CLI live continue ≥1× proved; CLI only — not Desktop). For Pi it direct-writes .pi/extensions/autopilot.ts (R6; never pi install; soft min ≥0.85.1; /trust then /reload; R10 interactive TUI only — not pi -p / JSON / print) loading .autopilot/bin/vendor/runtime.mjs, and shares .agents/skills/autopilot-* with Antigravity (does not write Antigravity hooks) — Shipped; live TUI continue ≥1× proved. Review-oriented config keys include locale, review.scope (executing_only | project), review.confirm_rounds, and optional review.verify.* (see Config, Architecture, and When does self-review run? above).

Docs

Install — per-host discover → init → doctor (中文)
Architecture — packages, vendor runtime, host stop-loop caps
Config — .autopilot/config.yml, triggers, concurrency, .autopilotignore
Troubleshooting — doctor WARNs, double hooks, missing skills, Claude BLOCK_CAP, Codex trust/timeout, Kimi Stop≤1/turn, Copilot Stop≤8 / restart / dual, Grok Stop≤8/turn / trust / multi-FP, Gemini AfterAgent cap ≤100 / min-CLI / re-trust / folder trust / hooksConfig, Factory multi-block / $FACTORY_PROJECT_DIR / /hooks snapshot, Hermes $HERMES_HOME / relative command / consent / hermes hooks doctor, Antigravity .agents / decision:continue / PreInvocation transcript / CLI workspace mount / live-proved continue, Devin $DEVIN_PROJECT_DIR / .devin/hooks.v1.json / /hooks / CLI-only, Pi .pi/extensions / /trust+/reload / soft min 0.85.1 / R10 TUI-only, Runner empty runner.command / dual-track one_executor
Hosts — Cursor / Claude Code / Codex / Kimi Code / Copilot CLI / Grok Build / Gemini CLI / Factory Droid / Hermes Agent / Antigravity / Pi / Devin CLI (shipped; Kimi degraded Stop ≤1/turn; Copilot degraded Stop consecutive ≤8; Grok degraded Stop ≤8/turn; Gemini AfterAgent ≤100 / min-CLI ≥0.31.0; Factory multi-block live-proved; Hermes pre_verify continue live-proved; Antigravity live-proved Stop continue (0.10.1); Pi Shipped TUI live continue ≥1× proved — in-process, not a shell hook stamp; Devin CLI Shipped interactive CLI live continue ≥1× proved — CLI only, not Desktop); Runner = Shipped (meta); OpenCode = 1 (next) (wait upstream); full host roadmap
Host Plan-mode bridge — design only (not implemented)
Quickstart — planning / executing cheat sheet (中文)
Contributing — develop, test, docs PRs, translations
Changelog — release notes
中文 README — Chinese front door (English remains authoritative for behavior)

Monorepo (short)

Package	Role
`@autopilot-harness/core`	State store, review engine, checklist, triggers
`@autopilot-harness/cli`	`autopilot-harness` CLI
`@autopilot-harness/i18n`	Locale strings (`en`, `zh-CN`)
`@autopilot-harness/templates`	Skills + planning/executing workflows
`@autopilot-harness/port-cursor`	Cursor hook adapter
`@autopilot-harness/port-claude-code`	Claude Code hook adapter
`@autopilot-harness/port-codex`	Codex hook adapter
`@autopilot-harness/port-kimi-code`	Kimi Code hook adapter (degraded Stop ≤1/turn)
`@autopilot-harness/port-copilot-cli`	GitHub Copilot CLI hook adapter (degraded Stop consecutive ≤8)
`@autopilot-harness/port-grok-build`	Grok Build CLI hook adapter (degraded Stop ≤8/turn)
`@autopilot-harness/port-gemini-cli`	Gemini CLI hook adapter (AfterAgent turn cap ≤100 / MAX_TURNS)
`@autopilot-harness/port-factory-droid`	Factory Droid hook adapter (multi-block under stop_hook_active live-proved)
`@autopilot-harness/port-hermes-agent`	Hermes Agent hook adapter (shell pre_verify continue live-proved)
`@autopilot-harness/port-antigravity`	Antigravity hook adapter (Stop `decision:continue`; host live-proved in 0.10.1)
`@autopilot-harness/port-pi`	Pi in-process extension adapter (`agent_settled` continue; soft min ≥0.85.1; R10 TUI only; Shipped)
`@autopilot-harness/port-devin`	Devin CLI hook adapter (Stop `decision:block`+`reason`; `$DEVIN_PROJECT_DIR`; CLI only; Shipped)
`@autopilot-harness/port-runner`	Runner external-loop adapter (`runner start`; Shipped meta)

Development

pnpm install
pnpm test          # bundle hook vendor, then Vitest
pnpm bundle-vendor
pnpm build

See Contributing for PR expectations, docs PR guidance, and pnpm bundle-vendor after i18n/hook edits.

Consumer projects get a vendored hook runtime under .autopilot/bin/vendor/ so they do not need workspace packages in node_modules. Deeper notes (Windows symlink policy, SQLite, host caps): Architecture.

License

MIT — see LICENSE.