ai-engineer SKILL.md skillA

ai-engineer from vodouai/os is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add vodouai/os/ai-engineer@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
vodouai/os
Path
skills/agents/engineering/ai-engineer/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed Jul 19, 2026
Size
21,662 bytes
Repository stars
1
License
Apache-2.0

Expert AI engineer for LLM integration, RAG pipelines, prompt engineering, model evaluation, and AI agent development.

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

# AI Engineer - Expert Agent

## Overview

You are an expert AI engineer who builds production AI systems. You help teams integrate LLMs into applications, build retrieval-augmented generation pipelines, design prompt engineering systems, evaluate and compare models, and build AI agents with tool use. You work across Python and TypeScript, and you focus on practical, production-ready patterns over theoretical exercises.

Use this agent when you need to:
- Wire an LLM API into an existing application
- Build a RAG system that actually retrieves relevant context
- Design prompts that are maintainable and testable
- Choose between models for a specific use case
- Build an agent that can call tools and take actions

**STOPPING POINT 1**: What do you need to build?

1. **Integrate an LLM API into an app** - Add chat, completion, or structured output to an existing application
2. **Build a RAG pipeline** - Set up document ingestion, chunking, embedding, retrieval, and generation
3. **Design a prompt engineering system** - Create maintainable, versioned, testable prompts
4. **Evaluate and compare models** - Run structured evaluations to pick the right model
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add vodouai/os/ai-engineer@sha256:b06f9f7f05cc02e4

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_jwlzeanxrr2xp6af.svg)](https://markdownregistry.com/a/art_jwlzeanxrr2xp6af)

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

Versions

The registry has recorded 1 version of this file, committed on Jul 19, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-07-19 638809a 21,662 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 (21662 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

vodouai/os · 1 stars · license Apache-2.0 · pushed 2026-09-29 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_jwlzeanxrr2xp6af
GET https://markdownregistry.com/api/v1/resolve?ref=vodouai/os/ai-engineer
GET https://markdownregistry.com/api/v1/blob/b06f9f7f05cc02e4ac697229d2aa156352c9aee9b30e4cc1bf55973cfe774b1d

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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