ai-engineer SKILL.md skillA

ai-engineer from francostino/opencode-skills-collection is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add francostino/opencode-skills-collection/ai-engineer@git:20260730.90257ed

Pins git:20260730.90257ed in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
francostino/opencode-skills-collection
Path
bundled-skills/ai-engineer/SKILL.md
Versions recorded
3
Latest version
git:20260730.90257ed, committed Jul 30, 2026
First version recorded
Mar 18, 2026
Size
9,202 bytes
Repository stars
87
License
MIT

Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations.

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

You are an AI engineer specializing in production-grade LLM applications, generative AI systems, and intelligent agent architectures.

## Use this skill when

- Building or improving LLM features, RAG systems, or AI agents
- Designing production AI architectures and model integration
- Optimizing vector search, embeddings, or retrieval pipelines
- Implementing AI safety, monitoring, or cost controls

## Do not use this skill when

- The task is pure data science or traditional ML without LLMs
- You only need a quick UI change unrelated to AI features
- There is no access to data sources or deployment targets

## Instructions

1. Clarify use cases, constraints, and success metrics.
2. Design the AI architecture, data flow, and model selection.
3. Implement with monitoring, safety, and cost controls.
4. Validate with tests and staged rollout plans.

## Safety

- Avoid sending sensitive data to external models without approval.
- Add guardrails for prompt injection, PII, and policy compliance.

## Purpose
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add francostino/opencode-skills-collection/ai-engineer@sha256:8263c1d95fd254cc

The line at the top of this page pins the label git:20260730.90257ed, 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_4wv5itan3vmzzu24.svg)](https://markdownregistry.com/a/art_4wv5itan3vmzzu24)

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

Versions

The registry has recorded 3 versions of this file, between Mar 18, 2026 and Jul 30, 2026, about one every 67 days.

versioncommittedcommitsizeaudit
git:20260730.90257ed latest2026-07-30 90257ed 9,202 BA view · diff
git:20260707.168343c2026-07-07 168343c 9,201 BA view · diff
git:20260318.cf0657a2026-03-18 cf0657a 8,882 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 (9202 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

francostino/opencode-skills-collection · 87 stars · license MIT · pushed 2026-10-18 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_4wv5itan3vmzzu24
GET https://markdownregistry.com/api/v1/resolve?ref=francostino/opencode-skills-collection/ai-engineer
GET https://markdownregistry.com/api/v1/blob/8263c1d95fd254cc966be270e2e0ba6e6ef6053fa28821223c4e1990030952d1

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.

More from francostino/opencode-skills-collection

AGENTS.md AGENTS.md file
francostino/opencode-skills-collection · AGENTS.md
git:20260820.c2f6bd5 · audit A · 87 stars
00-andruia-consultant SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/00-andruia-consultant/SKILL.md · Usar al iniciar o mejorar un proyecto de IA: diagnostica código y restricciones, propone skills existentes y redacta…
git:20261015.fac8b7e · audit A · 87 stars
007 SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/007/SKILL.md · Security audit, hardening, threat modeling (STRIDE/PASTA), Red/Blue Team, OWASP checks, code review, incident response…
git:20260906.7d37dc9 · audit A · 87 stars
10-andruia-skill-smith SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/10-andruia-skill-smith/SKILL.md · Usar para crear o mejorar una skill de Andru.ia: define entradas y resultados, redacta SKILL.md con ejemplos y límites…
git:20261015.fac8b7e · audit A · 87 stars
20-andruia-niche-intelligence SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/20-andruia-niche-intelligence/SKILL.md · Usar tras definir el sector de un proyecto: prepara un dossier en español con contexto, normas aplicables, patrones UX…
git:20261015.fac8b7e · audit A · 87 stars
2slides-ppt-generator SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/2slides-ppt-generator/SKILL.md · AI-powered presentation generation via the 2slides API — create slides from text, match a reference image style…
git:20260906.7d37dc9 · audit A · 87 stars
360-feedback-system SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/360-feedback-system/SKILL.md · 360 feedback register: reviewer, subject, review cycle, visibility, due date and score, as CSV, SQL, JSON Schema or…
git:20261001.ed2b2ec · audit A · 87 stars
3d-web-experience SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/3d-web-experience/SKILL.md · Use when building or debugging web 3D scenes, product configurators or portfolios with Three.js, React Three Fiber or…
git:20261015.fac8b7e · audit A · 87 stars
aas-compose-stack SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/aas-compose-stack/SKILL.md · Preserve the coding agent's explicit AAS skill selection as a validated stack and optional evidence.
git:20261004.4720433 · audit A · 87 stars
aas-discover SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/aas-discover/SKILL.md · Discover AAS skills for an explicit task and compare their complete instructions without installing them.
git:20261004.4720433 · audit A · 87 stars
aas-review-stack SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/aas-review-stack/SKILL.md · Review AAS stack manifests, preview plans and selection evidence in Workbench without applying changes.
git:20261004.4720433 · audit A · 87 stars
ab-test-setup SKILL.md skill
francostino/opencode-skills-collection · bundled-skills/ab-test-setup/SKILL.md · Use when designing an A/B or split test: define the hypothesis, control and variants, estimate sample size, verify…
git:20260906.7d37dc9 · audit A · 87 stars

Every file in francostino/opencode-skills-collection

Other files named ai-engineer

ai-engineer SKILL.md skill
sickn33/agentic-awesome-skills · plugins/agentic-awesome-skills-claude/skills/ai-engineer/SKILL.md · Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search…
git:20261014.4259ebc · audit A · 48,329 stars
ai-engineer SKILL.md skill
skillmds/skillmd · plugins/build-multi-agent-system-with-crewai/skills/ai-engineer/SKILL.md · Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search…
git:20260919.fecc0d5 · audit A · 250 stars
ai-engineer SKILL.md skill
skillmds/skillmd · plugins/build-multi-agent-system-with-crewai/skills/rootcastleco-ai-engineer/SKILL.md · Build production-ready LLM applications, RAG systems, and intelligent agents. Use when implementing AI features…
git:20260919.fecc0d5 · audit A · 250 stars
ai-engineer SKILL.md skill
ghosteken/agent-harness · archive/skills-community/ai-engineer/SKILL.md · Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search…
git:20260721.efafd9c · audit A · 4 stars
ai-engineer SKILL.md skill
oneafrikan/the-grid · agent-factory/roles/ai-engineer/SKILL.md
git:20261001.99b2282 · audit C · 3 stars
ai-engineer SKILL.md skill
vodouai/os · skills/agents/engineering/ai-engineer/SKILL.md · Expert AI engineer for LLM integration, RAG pipelines, prompt engineering, model evaluation, and AI agent development
v1.0.0 · audit A · 1 stars

Browse by kind, by grade A, or by owner.