ai-product SKILL.md skillA

ai-product from sickn33/agentic-awesome-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add sickn33/agentic-awesome-skills/ai-product@git:20260905.f2e5074

Pins git:20260905.f2e5074 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
sickn33/agentic-awesome-skills
Path
plugins/agentic-awesome-skills-claude/skills/ai-product/SKILL.md
Versions recorded
2
Latest version
git:20260905.f2e5074, committed Sep 5, 2026
First version recorded
Jul 8, 2026
Size
1,330 bytes
Repository stars
48,329
License
MIT

Every product will be AI-powered. The question is whether you'll.

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 Product Development

Every product will be AI-powered. The question is whether you'll build it
right or ship a demo that falls apart in production.

This skill covers LLM integration patterns, RAG architecture, prompt
engineering that scales, AI UX that users trust, and cost optimization
that doesn't bankrupt you.

## Detailed Guide

Read [the detailed guide](references/detailed-guide.md) before executing this skill. It retains the complete procedure and reference material. Treat its safety, prerequisites, and validation requirements as mandatory. For focused work, load the relevant sections; for end-to-end work, read the guide completely.

## When to Use
Use this skill when the request clearly matches the capabilities and patterns described above.

## Limitations
- Use this skill only when the task clearly matches the scope described above.
- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add sickn33/agentic-awesome-skills/ai-product@sha256:430897ae22305c59

The line at the top of this page pins the label git:20260905.f2e5074, 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_qeal5dbe44jokwab.svg)](https://markdownregistry.com/a/art_qeal5dbe44jokwab)

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

Versions

The registry has recorded 2 versions of this file, between Jul 8, 2026 and Sep 5, 2026, about one every 58 days. Its first recorded version is graded B and its latest A.

versioncommittedcommitsizeaudit
git:20260905.f2e5074 latest2026-09-05 f2e5074 1,330 BA view · diff
git:20260708.a07936c2026-07-08 a07936c 19,783 BB 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 (1330 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

sickn33/agentic-awesome-skills · 48,329 stars · license MIT · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_qeal5dbe44jokwab
GET https://markdownregistry.com/api/v1/resolve?ref=sickn33/agentic-awesome-skills/ai-product
GET https://markdownregistry.com/api/v1/blob/430897ae22305c5942a3402725f88e74f3fdb55ead7fff2128a4d2efdd10f968

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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