auto SKILL.md skillA

auto from yonatangross/orchestkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add yonatangross/orchestkit/auto@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
yonatangross/orchestkit
Path
plugins/ork/skills/auto/SKILL.md
Versions recorded
17
Latest version
v1.0.0, committed Oct 7, 2026
First version recorded
Jul 30, 2026
Size
14,261 bytes
Repository stars
296
License
MIT

Intent-classified router, the front door to OrchestKit and the DEFAULT entry point for any goal-shaped request. Classifies a plain-English goal and routes it to the right specialist skill. Routing is never overhead, so use it even when the target skill seems obvious; skip only when already executing inside another skill (no recursion). Triggers on: auto, do this, figure out, just make, I want, help me, fix, build, improve, any goal description.

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

# auto — Intent Router

The front door to OrchestKit. **You describe a goal in plain English; the router classifies it and hands off to the right specialist.** One entry point, many execution paths.

> **Why this exists:** OrchestKit has 110 skills, but usage telemetry shows users fire only the handful they can name by memory (10 distinct skills across thousands of sessions). The dominant cause of "dead" skills is **no front door** — not low quality. This router turns "you must know the exact `/ork:<name>`" into "describe what you want."

**Core principle:** routing is a *deterministic workflow*, not an autonomous agent (Anthropic, *Building Effective Agents*). Classify → confirm → hand off. The router never does the work itself — it picks who does.

## When to use

**By default, for any goal-shaped request.** An unambiguous goal is a 1-step
route: auto classifies, confirms in one line, and hands off — no extra hops,
so there is no "too obvious for auto".

| Use `auto` for… | Skip only when… |
|---|---|
| Any goal description ("fix X", "get Y to Z") | Already executing inside another skill (no recursion) |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add yonatangross/orchestkit/auto@sha256:7be90e3ab6661890

The line at the top of this page pins the label v1.0.0, 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_t5lten2t7fqxyrmo.svg)](https://markdownregistry.com/a/art_t5lten2t7fqxyrmo)

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

Versions

The registry has recorded 17 versions of this file, between Jul 30, 2026 and Oct 7, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-10-07 0ef71d2 14,261 BA view · diff
v1.0.02026-10-07 480e358 14,261 BA view · diff
v1.0.02026-10-01 7ce7810 14,126 BA view · diff
v1.0.02026-09-29 105a980 14,126 BA view · diff
v1.0.02026-09-28 220adb4 14,131 BA view · diff
v1.0.02026-09-23 bb6f995 14,279 BA view · diff
v1.0.02026-09-20 02cb935 14,281 BA view · diff
v1.0.02026-09-19 526873c 14,281 BA view · diff
v1.0.02026-09-18 114782d 14,650 BA view · diff
v1.0.02026-09-18 ef91b52 14,505 BA view · diff
v1.0.02026-09-09 4f38cbc 13,885 BA view · diff
v1.0.02026-09-07 1e12502 14,045 BA view · diff
v1.0.02026-08-29 2aed0b0 14,045 BA view · diff
v1.0.02026-08-22 a2bfb67 14,045 BA view · diff
v1.0.02026-08-02 ece586d 14,045 BA view · diff
v1.0.02026-08-01 0ed071d 14,149 BA view · diff
v1.0.02026-07-30 d4422c3 14,149 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 (14261 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

yonatangross/orchestkit · 296 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_t5lten2t7fqxyrmo
GET https://markdownregistry.com/api/v1/resolve?ref=yonatangross/orchestkit/auto
GET https://markdownregistry.com/api/v1/blob/7be90e3ab6661890bdc8334ff3d9ca0641f5f92ecaec88224108a07ad71725b9

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 yonatangross/orchestkit

Other files named auto

auto SKILL.md skill
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