workflow-orchestration SKILL.md skillA

workflow-orchestration from smart-ai-memory/attune-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add smart-ai-memory/attune-ai/workflow-orchestration@git:20260902.d668714

Pins git:20260902.d668714 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
smart-ai-memory/attune-ai
Path
.agents/skills/workflow-orchestration/SKILL.md
Versions recorded
5
Latest version
git:20260902.d668714, committed Sep 2, 2026
First version recorded
Apr 3, 2026
Size
3,787 bytes
Repository stars
11
License
Apache-2.0

Run several analysis workflows together in one sweep. Triggers on: run all workflows, run multiple workflows, full analysis sweep, workflow orchestration.

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

# Workflow Orchestration

**IMPORTANT: Start your response with a context preamble.**

Call `help_lookup(topic="workflows", mode="preamble")` and
display the returned `preamble` text as a blockquote. Then
tell the user they can say "tell me more" for a step-by-step
guide, or answer the scoping questions below to proceed.

If the MCP call fails, fall back to:

> **Workflow Orchestration** — Runs multiple analysis workflows in sequence and combines the results.

## Scoping

Before running, ask:

1. **Goal**: "What are you trying to accomplish?"
2. **Scope**: "Which path or files should I analyze?"

Based on the answer, route to the appropriate workflow.

## Workflows

### Analysis

| Workflow | MCP Tool | What It Does |
| -------- | -------- | ------------ |
| Security Audit | `security_audit` | Scans for vulnerabilities, dangerous patterns, secrets |
| Code Review | `code_review` | Quality, correctness, and security analysis |
| Bug Prediction | `bug_predict` | Pattern analysis and likely bug detection |
| Performance Audit | `performance_audit` | Bottleneck detection and optimization |
| Deep Review | `deep_review` | Multi-pass: security, quality, and test gap analysis |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add smart-ai-memory/attune-ai/workflow-orchestration@sha256:04a2f91cdb4c0ea7

The line at the top of this page pins the label git:20260902.d668714, 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_lh7ilcitwqi26lfq.svg)](https://markdownregistry.com/a/art_lh7ilcitwqi26lfq)

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

Versions

The registry has recorded 5 versions of this file, between Apr 3, 2026 and Sep 2, 2026, about one every 38 days.

versioncommittedcommitsizeaudit
git:20260902.d668714 latest2026-09-02 d668714 3,787 BA view · diff
git:20260625.f0bf5092026-06-25 f0bf509 2,972 BA view · diff
git:20260623.1a656c82026-06-23 1a656c8 3,005 BA view · diff
git:20260406.799b6b72026-04-06 799b6b7 3,011 BA view · diff
git:20260403.5827f352026-04-03 5827f35 2,732 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 (3787 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

smart-ai-memory/attune-ai · 11 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lh7ilcitwqi26lfq
GET https://markdownregistry.com/api/v1/resolve?ref=smart-ai-memory/attune-ai/workflow-orchestration
GET https://markdownregistry.com/api/v1/blob/04a2f91cdb4c0ea76bdb236a0987def6b8b2300f2c8603d55ffb3996738042e3

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 smart-ai-memory/attune-ai

Other files named workflow-orchestration

workflow-orchestration SKILL.md skill
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