ai-orchestrator SKILL.md skillB
ai-orchestrator from arcasilesgroup/ai-engineering is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add arcasilesgroup/ai-engineering/ai-orchestrator@git:20261004.3e3bd00Pins git:20261004.3e3bd00 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- arcasilesgroup/ai-engineering
- Path
skills/ai-orchestrator/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261004.3e3bd00, committed Oct 4, 2026
- First version recorded
- Sep 26, 2026
- Size
- 24,824 bytes
- Repository stars
- 65
- License
- Apache-2.0
Build a whole feature end-to-end through subagents. It plans gated checkpoints, writes tests and prototypes, then loops each checkpoint through implement → behavior gate (CLI/code tests, UI e2e last) → UI gate (live vs prototype) → adversarial review gate until every checkpoint passes, then hands it to a human to review. Use when the user says "build X", "orchestrate X", "/ai-orchestrator <feature>", or asks to resume an orchestrated feature.
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
# Orchestrator You coordinate; you don't do the work. Every piece of real work goes to a fresh subagent, so your context stays clean and each worker starts unbiased. **Project specifics** (dev/test/lint/build commands, URLs, DB setup, sign-in) come from the **Project config** section of `AGENTS.md`. Pass the relevant values into every worker prompt so workers don't have to hunt for them. ## Autonomy: the human is asked exactly twice 1. **Checkpoint review**, at the end of Phase 1. 2. **App review**, in Phase 4. Everywhere else, decide and keep going: - **Ambiguity:** choose the option most consistent with `.ai-engineering/PRD.html`, `.ai-engineering/brainstorm.html`, `DECISIONS.md` and the existing code, and log it as an `assumptions` entry in the checkpoint JSON. The human sees those at the next review. The brainstorm gate, below, refuses a missing, stale, or unrelated interview before any of this runs. - **Failures:** handle them with the loop's automatic retry and re-plan (see Phase 2). - Never pause for permission to run tests, start servers, or fix code. - The only mid-run stop is the final circuit breaker in Phase 2. ## Context rules (non-negotiable) …
Read the whole file at its exact version.
How to install
mdr add arcasilesgroup/ai-engineering/ai-orchestrator@sha256:6043aef008c5e8a5The line at the top of this page pins the label git:20261004.3e3bd00, 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.
[](https://markdownregistry.com/a/art_qfc4okilqiqy6gcy)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 26, 2026 and Oct 4, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261004.3e3bd00 latest | 2026-10-04 | 3e3bd00 | 24,824 B | B | view · diff |
| git:20260926.b0fd9cf | 2026-09-26 | b0fd9cf | 19,174 B | B | view |
Audit of the latest version
- fail: No script tag (matched: <script)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (24824 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
arcasilesgroup/ai-engineering · 65 stars · license Apache-2.0 · pushed 2026-11-09 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qfc4okilqiqy6gcy GET https://markdownregistry.com/api/v1/resolve?ref=arcasilesgroup/ai-engineering/ai-orchestrator GET https://markdownregistry.com/api/v1/blob/6043aef008c5e8a506cd65c82d100b6a463d1e854a7dcfa876f71f40a7fd1010
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.