triage-for-autonomy

triage-for-autonomy is a skill for Claude Code from haiggoh/run-to-completion. It costs 136 tokens per session (2,375 once invoked), scanned A, original, MIT.

A triage skill for reviewing an existing queue of open work before an unattended run.

In plain words
What is it for?
Use it to classify to-do items, issues, plans, or other open work into autonomous, heavy, or human-gated tiers and record why.
Why use it?
It separates safe, objectively verifiable work from tasks that are heavy or require a person’s judgment or input.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the run-to-completion plugin — 6 skills, 1 hook shipped together

Good fit Use it to classify to-do items, issues, plans, or other open work into autonomous, heavy, or human-gated tiers and record why.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/haiggoh/run-to-completion/triage-for-autonomy
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 haiggoh/run-to-completion --skill triage-for-autonomy
Clone the repo
git clone --depth 1 https://github.com/haiggoh/run-to-completion

Made for: Claude Code.

Or install run-to-completion, the plugin that ships this one along with the rest of its 6 skills, 1 hook.

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 triage-for-autonomy

README.md
[![agentmods](https://agentmods.dev/badge/skills/haiggoh/run-to-completion/triage-for-autonomy/github.svg)](https://agentmods.dev/skills/haiggoh/run-to-completion/triage-for-autonomy)
Your own site
<a href="https://agentmods.dev/skills/haiggoh/run-to-completion/triage-for-autonomy"><img src="https://agentmods.dev/badge/skills/haiggoh/run-to-completion/triage-for-autonomy/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 triage-for-autonomy

Your own site · 80×15
<a href="https://agentmods.dev/skills/haiggoh/run-to-completion/triage-for-autonomy"><img src="https://agentmods.dev/badge/skills/haiggoh/run-to-completion/triage-for-autonomy.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 136 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,375 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.
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 $0.00136 $0.02375
Opus 5 $0.00068 $0.01188
Sonnet 5 $0.00027 $0.00475
Haiku 4.5 $0.00014 $0.00237

Measured 6d ago against content hash 1eeb4f57d40c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

triage-for-autonomy 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 6d 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.

skills/triage-for-autonomy/SKILL.md · 104 lines

How it starts

The opening of the file, as written. The whole thing — 104 lines — stays where its author put it; the contents beside it link to each section on GitHub.

triage-for-autonomy — score the queue before you touch it

Selection is what makes unattended work safe. The failure mode of autonomous execution is not incompetence; it is taste-dependent guesses made while nobody is watching. This skill prevents that by forcing an explicit, recorded verdict on every item before execution begins — so that nothing gets attempted by default.

The three scoring axes

Apply these three filters to every item in your queue. An item must pass all three to be Tier 1.

  1. Not gated on a human: Does this require user input, a supervised interactive session, a download, or a fresh session state? If yes, it is gated.
  2. Objective decision or spelled-out plan: Is the outcome defined by objective criteria (a bug fix, a known-correct doc update, a written test procedure)? If it requires design taste, methodology choice, or creative judgment, it is not objective.
  3. Verifiable by observable outcome: Can you prove it is done by checking a diff, a test result, or a file state? If success is subjective or internal, it is not verifiable.

The three tiers

Bucket items based on the axes above.

  • Tier 1 — do now: Fully autonomous, objective, bounded, and verifiable. Examples: documentation fixes with known-correct outcomes, clear bug fixes, test procedures already written out, read-only investigations, and objectively-closeable items.
  • Tier 2 — autonomous but heavy: Delegatable but liable to sprawl. Examples: benchmarks, research, and measurement tasks. Do these only when Tier 1 is exhausted and budget remains.
  • Gated — do not start: Needs user input, a supervised session, a download, is a design/taste decision, or needs fresh session state. Gated is a destination for this run, not a permanent verdict — see below.

Gate reason is a required output

For every gated item, record which category blocks it. This is not a note; it is a required field. The gate reason is what makes the closing wrap and any subsequent unblocking pass nearly free. Without it, you must re-analyze the item later to understand why it stopped.

Read the full file on GitHub · 104 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. 6d ago Changed · +21 lines 1eeb4f57d40c
  2. 10d ago First seen · 83 lines · 136 tokens per session scan A 90e61c42bd44

Subscribe to this mod's changes

triage-for-autonomy is a skill published in the GitHub repository haiggoh/run-to-completion (1 stars, last pushed 3d ago), licensed MIT. It adds 136 tokens to every session and 2,375 once invoked, about $0.0007 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.

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