ao-orchestrator SKILL.md skillA

ao-orchestrator from untrivial-ai/agent-orchestrator is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add untrivial-ai/agent-orchestrator/ao-orchestrator@git:20261027.70606c8

Pins git:20261027.70606c8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
untrivial-ai/agent-orchestrator
Path
integrations/grok-bot/skills/ao-orchestrator/SKILL.md
Versions recorded
1
Latest version
git:20261027.70606c8, committed Oct 27, 2026
Size
6,120 bytes
Repository stars
13,954
License
Apache-2.0

Talk to a project's AO orchestrator: pass the user's request to it, wait for its reply and relay it. The default route for starting or changing work, "catch me up", "why", "what next" and plans. Use for "in <project>: <ask>", "tell the orchestrator ...", "catch me up on <project>", "start work on ...".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

Follow the ao-rules skill ("Who does what: orchestrator first"). Sending a message is a write: do it only for what the user asked in this turn.

## 1. Pick the host and project
Match the user's words against project ids on every host (`aoapi GET projects`). One match: use it. The same project id on two hosts (two separate projects that share a folder name): ask which host, unless the user named one or memory has a default for that project. No match: list the projects and ask.

## 2. Find the orchestrator
```sh
f(){ <aoapi helper>; aoapi GET "sessions?orchestratorOnly=true&active=true&project=<project>" | python3 -c '
import json,sys
for s in json.load(sys.stdin)["sessions"]: print(s["id"], (s.get("activity") or {}).get("state",""), s.get("provisionState",""))'; }; f
```
- One line: that is the orchestrator. Its state tells you if it is busy (`active`).
- `exited`: resume it first with `aoapi POST "sessions/<id>/resume-agent" '{}'`, then go on.
- Provision state `failed`: AO could not create its workspace, and messages to it fail. Read the reason with `aoapi GET "sessions/<id>"` (field `provisionError`), tell the user in plain words, and ask them to fix it in AO. Stop here.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add untrivial-ai/agent-orchestrator/ao-orchestrator@sha256:6114fa278fde766d

The line at the top of this page pins the label git:20261027.70606c8, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_leruz5qz2yrf2nf4.svg)](https://markdownregistry.com/a/art_leruz5qz2yrf2nf4)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 27, 2026.

versioncommittedcommitsizeaudit
git:20261027.70606c8 latest2026-10-27 70606c8 6,120 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6120 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

untrivial-ai/agent-orchestrator · 13,954 stars · license Apache-2.0 · pushed 2026-10-31 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_leruz5qz2yrf2nf4
GET https://markdownregistry.com/api/v1/resolve?ref=untrivial-ai/agent-orchestrator/ao-orchestrator
GET https://markdownregistry.com/api/v1/blob/6114fa278fde766d44057e4824c2db9b5263019c55aff89776933d6c0d034c23

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in untrivial-ai/agent-orchestrator

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