agent-native
Make an out-of-session Claude (Managed Agent or Agent SDK loop) AgentOps-native — via skills + the ao CLI + CI, not hooks.
npx skills add majiayu000/claude-skill-registry --skill agent-native --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# /agent-native — Make Out-of-Session Agents AgentOps-Native (Hookless) Run a Claude loop *outside* an interactive Claude Code / Codex session — an Anthropic **Managed Agent**, an **Agent SDK** loop, or a self-hosted sandbox job — and keep it under the same AgentOps guardrails. The old reflex ("port the ~50 marketplace hooks into the new runtime") is **wrong for AgentOps 3.0**. This skill is the hookless reframe. ## Overview **AgentOps 3.0 is hookless.** Guardrails come from three things, never hooks: 1. **Skills** — `skills/<name>/SKILL.md` progressive-disclosure contracts (standards, behavioral-discipline, council, validation, trace, provenance). 2. **The `ao` CLI** — the deterministic tool surface (`ao session bootstrap`, `ao inject`, `ao corpus inject --query`, `ao validate`, `ao goals measure`) plus the `standards` skill loaded into the agent's instructions. 3. **CI as the authoritative gate** — `.github/workflows/validate.yml` runs the standards/scenario checks as CI jobs, NOT as a PreToolUse hook. So an out-of-session agent becomes AgentOps-native by: **(a)** loading AgentOps skills into the Agent definition, **(b)** exposing the `ao` CLI as a callable tool (MCP or shell-too
- Overview
- ⚠️ Critical Constraints
- Workflow
- Phase 1: Bundle skills into an Agent definition
- Phase 2: Expose ao as a tool
- Phase 3: Gate the output via CI
- Optional: SDK hook adapter
- Output Specification
- Quality Rubric
- Examples
- Troubleshooting
- See Also
ao agent bundle --runtime managed > agent-def.json ao mcp serve & # exposes session_bootstrap/inject/validate/goals_measure as MCP tools
What does the agent-native skill do?
Make an out-of-session Claude (Managed Agent or Agent SDK loop) AgentOps-native — via skills + the ao CLI + CI, not hooks.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill agent-native --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.