auto-go

auto-go is a skill for Claude Code, Codex from Insajin/autopus-adk. It costs 15 tokens per session (7,705 once invoked), scanned A, original, MIT.

A command that implements code from a SPEC, a document describing the required behavior and work.

In plain words
What is it for?
Use it to carry out a SPEC with optional team execution, provider-diverse review, or a selected execution owner.
Why use it?
It connects written requirements to the implementation process and defines how execution and review are coordinated.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions subagents; mentions AGENTS.md.

Good fit Use it to carry out a SPEC with optional team execution, provider-diverse review, or a selected execution owner.

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Install with agentmods
npx agentmods add skills/insajin/autopus-adk/auto-go
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.

Any agent
npx skills add Insajin/autopus-adk --skill auto-go
Clone the repo
git clone --depth 1 https://github.com/Insajin/autopus-adk

Made for: Claude Code, Codex.

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 auto-go

README.md
[![agentmods](https://agentmods.dev/badge/skills/insajin/autopus-adk/auto-go/github.svg)](https://agentmods.dev/skills/insajin/autopus-adk/auto-go)
Your own site
<a href="https://agentmods.dev/skills/insajin/autopus-adk/auto-go"><img src="https://agentmods.dev/badge/skills/insajin/autopus-adk/auto-go/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for auto-go

Your own site · 80×15
<a href="https://agentmods.dev/skills/insajin/autopus-adk/auto-go"><img src="https://agentmods.dev/badge/skills/insajin/autopus-adk/auto-go.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 15 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 7,705 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Agent Snooping · line 41
    Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.
    Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
How audits are shown
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 5.1 $0.00015 $0.07705
Opus 5 $0.00008 $0.03853
Sonnet 5 $0.00003 $0.01541
Haiku 4.5 $0.00002 $0.00771

Measured 10d ago against content hash bf11357c2afd, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

auto-go 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 10d 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.

.omp/skills/auto-go/SKILL.md · 569 lines

How it starts

The opening of the file, as written. The whole thing — 569 lines — stays where its author put it; the contents beside it link to each section on GitHub.

auto-go — SPEC 구현 스킬

OMP Invocation

  • /auto go ...
  • /auto-go ...
  • Load detail skill auto-go for either entrypoint.

OMP Team and Provider Axes

  • --team selects owner omp native task batch with explicit Lead/Builder/Guardian responsibilities.
  • --multi selects provider-diverse planning and review, not team execution topology.
  • --team --multi composes team execution with provider-diverse planning and review.
  • without --team or --solo, owner omp uses the default native task batch pipeline.
  • --team conflicts with --solo and owner orca.
  • Lead, Builder, and Guardian coordinate only through native task, hub, and todo; the main OMP session owns the checklist and DAG.

Execution Owner Control Plane

  • Invocation: /auto go SPEC-ID [--execution-owner omp|orca]. Omission selects omp with receipt source default; a supplied exact value has source explicit.
  • Parse the flag exactly once before any task, DAG-owning todo, OMP subprocess, or Orca Run effect. Reject repeated, mixed, case-shifted, whitespace-padded, or aliased values without fallback.
  • Persist the body-free receipt .autopus/pipeline-state/<SPEC-ID>.execution-owner.json with schema pipeline_execution_owner_receipt.v1 and only owner, source, reason, SPEC/run identity, checked_at, and verification_status evidence.
  • Owner omp: the current OMP session is the sole DAG owner, uses native task, hub, and todo, and must not create an Orca Run.
  • Owner orca: do not initialize an OMP task/todo DAG or call task. Run and read orca skills get orchestration --full, then use its supervised durable cross-worktree Run contract.
  • At auto pipeline run SPEC-ID --platform omp --execution-owner orca, the tier integrity gate runs and the receipt is persisted before any Run, worker, or provider session exists, and the pipeline then executes its phases on supervised Orca workers. Never retry a failure as owner omp.

프로젝트: autopus-adk | 모드: full

Read the full file on GitHub · 569 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. 10d ago First seen · 569 lines · 15 tokens per session scan A bf11357c2afd

Subscribe to this mod's changes

auto-go is a skill published in the GitHub repository Insajin/autopus-adk (111 stars, last pushed today), licensed MIT. It adds 15 tokens to every session and 7,705 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 2026-08-30.