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Agent Native Agent Skill

Make an out-of-session agent AgentOps-native via skills + ao CLI + CI, not hooks.

592 tokens
context cost
the whole folder, loaded on every use
2
files
instructions only
0
copies elsewhere
how many repositories repackaged it
532
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/majiayu000/claude-skill-registry --skill agent-native

What comes with it

751 bytes besides the instruction
metadata.json

What it tells the agent to use

found in the instruction text
Task spawns other agents

The instruction itself

3 sections, as written by the author

$agent-native — Make Out-of-Session Agents AgentOps-Native (Codex Native)

> Quick Ref: Run a Claude/Codex loop *outside* an interactive session (Managed Agent, Agent SDK, or self-hosted sandbox) under the same AgentOps guardrails — hooklessly. Guardrails = skills + the ao CLI + CI, never ported hooks. Bundle skills into the agent definition, expose ao as a callable tool so the loop self-bootstraps + self-validates, and gate the output through the SAME CI as interactive work.

Codex/NTM path

Codex (gpt-5.3-codex) has NO Managed Agents API, NO Workflow tool, NO Task subagent. It orchestrates via NTM (tmux pane swarms + agent-mail) + skills + the ao CLI + ssh to bushido. So an out-of-session Codex loop becomes AgentOps-native the same way: load the AgentOps skills, call ao session bootstrap / ao inject / ao validate directly (no MCP needed — Codex shells out), and gate outputs through CI (agent-output-validate.yml). ao does not wrap gc; a whole loop needing a mayor/refinery still routes through gc.

Instructions

Load and follow the skill instructions from the sibling SKILL.md — OR read skills/agent-native/SKILL.md in the host repo for the canonical specification. Honor the Critical Constraints: this is a reframe of "port hooks", NOT a hook revival; no skill fork (load the same skills/ files); Managed Agents are NOT ZDR (no holdout/PII in the agent definition); CI is the enforcement boundary, not the optional in-loop adapter.

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How to use it

Copy the folder

Take majiayu000/agent-native from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.