autopilot

autopilot is a command for coding agents from minhoyoo-iotrust/claude-plugin. It costs 17 tokens per session (3,482 once invoked), scanned A, original, MIT.

A command that carries out the remaining phases of a GSD project workflow. GSD is a project process that breaks work into planning, implementation, checking, and fixing gaps.

In plain words
What is it for?
Use it to continue an unfinished GSD milestone. It plans where needed, executes phases, verifies results, closes identified gaps, audits the milestone, and reports the outcome.
Why use it?
It removes the need to manually coordinate each unfinished phase and its follow-up checks. It also stops early when required setup, such as the GSD installation or project roadmap, is missing.

Command

Part of the gsdu plugin — 1 skill, 2 commands shipped together

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add commands/minhoyoo-iotrust/claude-plugin/autopilot
Clone the repo
git clone --depth 1 https://github.com/minhoyoo-iotrust/claude-plugin

Or install gsdu, the plugin that ships this one along with the rest of its 1 skill, 2 commands.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for autopilot

README.md
[![agentmods](https://agentmods.dev/badge/commands/minhoyoo-iotrust/claude-plugin/autopilot.svg)](https://agentmods.dev/commands/minhoyoo-iotrust/claude-plugin/autopilot)
Your own site
<a href="https://agentmods.dev/commands/minhoyoo-iotrust/claude-plugin/autopilot"><img src="https://agentmods.dev/badge/commands/minhoyoo-iotrust/claude-plugin/autopilot.svg" alt="Measured on agentmods" height="20"></a>
Per session 17 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 3,482 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00017 $0.03482
Opus 5 $0.00009 $0.01741
Sonnet 5 $0.00003 $0.00696
Haiku 4.5 $0.00002 $0.00348

Measured 5d ago against content hash d395d4d29976, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

autopilot scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/gsdu/commands/autopilot.md · 453 lines

How it starts

The opening of the file, as written. The whole thing — 453 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CRITICAL INSTRUCTION: Do NOT use the Skill tool to invoke gsdu:autopilot. Do NOT re-invoke this command. All workflow steps are below — execute them directly.

For each unfinished phase: plan (if needed) → execute → verify → gap closure (if needed). After all phases complete: audit milestone → handle gaps → report.

Orchestrator stays lean (~15% context). Each phase plan/execute is delegated to subagents with fresh context.

Prerequisites:

  • GSD must be installed (~/.claude/get-shit-done/ exists)
  • A milestone roadmap must exist (detected via gsd-tools.cjs init progress — supports both standard and workstream layouts)
  • At least one phase must be unfinished
# 1. Check GSD installation
test -f "$HOME/.claude/get-shit-done/bin/gsd-tools.cjs" || echo "GSD_NOT_FOUND"

If GSD_NOT_FOUND:

GSD is not installed. Install it first:
  https://github.com/gsd-build/get-shit-done

Then run /gsdu:autopilot again.

Exit.

# 2. Load context and detect paths (supports both standard and workstream layouts)
INIT=$(node $HOME/.claude/get-shit-done/bin/gsd-tools.cjs init progress)

Extract path variables from INIT JSON — these adapt automatically to workstream mode:

  • ROADMAP_PATHroadmap_path (e.g., .planning/ROADMAP.md or .planning/workstreams/{name}/ROADMAP.md)
  • STATE_PATHstate_path (e.g., .planning/STATE.md or .planning/workstreams/{name}/STATE.md)
  • CONFIG_PATHconfig_path (e.g., .planning/config.json or .planning/workstreams/{name}/config.json)
  • PLANNING_DIR ← parent directory of ROADMAP_PATH (e.g., .planning/ or .planning/workstreams/{name}/)
  • PHASES_DIR{PLANNING_DIR}/phases/
  • ROADMAP_EXISTSroadmap_exists

If ROADMAP_EXISTS is false:

No milestone roadmap found.

Start a new milestone first:
  /gsd:new-project   — for new projects
  /gsd:new-milestone  — for existing projects

Exit.

# 3. Analyze roadmap for phase details
ROADMAP=$(node $HOME/.claude/get-shit-done/bin/gsd-tools.cjs roadmap analyze)

Extract from INIT and ROADMAP JSON:

  • phases[] — all phases with number, name, goal, disk_status, plan_count, summary_count
  • milestone_version
  • completed_count, phase_count

Build execution queue:

  • Filter phases where disk_status is NOT complete
  • If start-phase argument given: skip phases before that number
  • Sort by phase number ascending

If queue is empty:

All phases are complete! Run milestone audit:
  /gsd:audit-milestone

Exit.

## Autopilot Execution Plan

**Milestone:** v{milestone_version}
**Progress:** {completed_count}/{phase_count} phases complete

### Phases to Execute

| # | Phase | Status | Plans | Action |
|---|-------|--------|-------|--------|
| {N} | {name} | {disk_status} | {plan_count} | {plan if 0, execute if >0} |
| ... | ... | ... | ... | ... |

### After All Phases
1. Milestone audit
2. Gap closure (if needed, max {MAX_GAP_ITERATIONS} iterations)

### Safety Rails
- Phase gap closure: max {MAX_GAP_ITERATIONS} iterations per phase
- Milestone gap closure: max {MAX_GAP_ITERATIONS} iterations
- checkpoint:human-action always pauses
- Errors stop execution with progress report

Run without --dry-run to execute.

Read the full file on GitHub · 453 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 5d ago First seen · 453 lines · 17 tokens per session scan A d395d4d29976

Subscribe to this mod's changes

autopilot is a command published in the GitHub repository minhoyoo-iotrust/claude-plugin (5 stars, last pushed 4mo ago), licensed MIT. It adds 17 tokens to every session and 3,482 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.