autonomy

Instructions for using an agent's orchestration tools to carry out multi-step work. Orchestration means coordinating searches, sub-agents, pipelines, scheduled tasks, and messages within set limits.

In plain words
What is it for?
Running research fan-outs, spawning sub-agents, building task pipelines, scheduling follow-ups, and sending messages through the orchestration system.
Why use it?
It clarifies which tools and capability-scoped functions to use when a task needs several coordinated actions.

Skill for Claude CodeCodex

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 skills/comisai/comis/autonomy
Any agent
npx skills add comisai/comis --skill autonomy
Clone the repo
git clone --depth 1 https://github.com/comisai/comis

Made for: Claude Code, Codex.

Per session 76 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,775 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 $0.00076 $0.01775
Opus 5 $0.00038 $0.00888
Sonnet 5 $0.00015 $0.00355
Haiku 4.5 $0.00008 $0.00178

Measured yesterday against content hash f1180cc54093, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

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 yesterday.

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.

packages/daemon/bundled-skills/autonomy/SKILL.md · 133 lines

How it starts

The opening of the file, as written. The whole thing — 133 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Acting on your own (the orchestration surface)

You can do real work without a human in the loop: research the web and synthesize, fan out to sub-agents, run a multi-node DAG, schedule your own follow-ups, and reply to your channel — all inside a bounded, budgeted, revocable envelope. This skill is how to USE that surface well.

The two-layer model — read this first

There are two layers, and conflating them is the most common mistake:

  1. The tool you call is orchestrate({ script, language }). You also call the typed orchestration tools sessions_spawn, pipeline, cron, and message directly.
  2. Inside an orchestrate script you import { comis_tools } from "./comis_tools.js" and call the capability-scoped tools — comis_tools.web_search(...), comis_tools.web_fetch(...), comis_tools.read(...), comis_tools.grep(...), comis_tools.memory_search(...), etc.

tool.invoke is the dispatch verb the SDK sends over the capability socket inside the jailed script — it is not a tool you call. You never write tool.invoke(...) yourself; you write comis_tools.web_search(...) and the SDK does the dispatch. If you find yourself reaching for a "tool_invoke" tool, stop: you want orchestrate with a script, or a typed tool directly.

The decision guide — route by shape

  • Single step (one read, one fetch, one message) → call the typed tool directly.
  • Multi-step — a read→fetch→synthesize chain, a fan-out, a DAG, or scheduled work → wrap it in one orchestrate({ script }) turn. The script chains the tools in a jailed child and returns only its stdout; every intermediate result (search hits, fetched pages) stays on disk as a handle and never enters your context. One turn, one synthesized answer back.

Read-fan-out — research and synthesize in one turn

With the orch:read and orch:web capabilities (both on in the default standard profile), a single orchestrate script can search, fetch several pages, slice them in-jail, and print only the synthesis:

Read the full file on GitHub · 133 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. yesterday First seen · 133 lines · 76 tokens per session scan A f1180cc54093

Subscribe to this mod's changes

autonomy is a skill published in the GitHub repository comisai/comis (5 stars, last pushed 2d ago), licensed Apache-2.0. It adds 76 tokens to every session and 1,775 once invoked, about $0.0004 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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