ozor-prompt-optimizer SKILL.md skillA

ozor-prompt-optimizer from renalpelvisdeinocheirus70/ozor-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add renalpelvisdeinocheirus70/ozor-skills/ozor-prompt-optimizer@git:20260324.62729d3

Pins git:20260324.62729d3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
renalpelvisdeinocheirus70/ozor-skills
Path
skills/ozor-prompt-optimizer/SKILL.md
Versions recorded
2
Latest version
git:20260324.62729d3, committed Mar 24, 2026
First version recorded
Mar 23, 2026
Size
13,305 bytes
Repository stars
2
License
MIT

Analyze and improve existing Ozor.ai video prompts for better output quality. Use this skill whenever the user has an Ozor prompt that produced mediocre results, wants to improve a video prompt, needs help debugging why a video didn't turn out well, or wants expert feedback on their prompt before running it. Trigger on phrases like 'improve this prompt', 'optimize my Ozor prompt', 'why did my video look bad', 'fix this prompt', 'make this prompt better', 'review my Ozor prompt', 'the video…

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

# Ozor Prompt Optimizer

Analyze existing Ozor.ai video prompts and transform them from vague or underperforming into specific, high-quality prompts that produce great results on the first try. This skill acts as a prompt quality reviewer — it identifies what's missing, what's vague, and what can be improved, then rewrites the prompt.

## When to Use This Skill

- User has a prompt that produced a mediocre video
- User wants a prompt reviewed before running it
- User is iterating on a video and can't get the result they want
- User asks "why does my video look generic/bad/wrong?"
- User pastes an existing prompt and asks for improvements

## The Prompt Quality Framework

Every Ozor prompt is scored on six dimensions. A great prompt scores high on all six.

### 1. Specificity (most impactful)

**Bad:** "Show the product"
**Good:** "Show the TaskFlow dashboard with 3 task columns (To Do, In Progress, Done), each containing 2–3 task cards. Zoom in on a card being dragged from 'To Do' to 'In Progress'."

Ozor generates better output when it knows exactly what to render. Vague prompts force the AI to guess, and its guesses will be generic.

**Check for:**
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add renalpelvisdeinocheirus70/ozor-skills/ozor-prompt-optimizer@sha256:00bb10072793870a

The line at the top of this page pins the label git:20260324.62729d3, 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_cmrkha6d3zsdq6z5.svg)](https://markdownregistry.com/a/art_cmrkha6d3zsdq6z5)

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

Versions

The registry has recorded 2 versions of this file, between Mar 23, 2026 and Mar 24, 2026, more than one a day.

versioncommittedcommitsizeaudit
git:20260324.62729d3 latest2026-03-24 62729d3 13,305 BA view · diff
git:20260323.9ac22d62026-03-23 9ac22d6 11,054 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 (13305 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

renalpelvisdeinocheirus70/ozor-skills · 2 stars · license MIT · pushed 2026-10-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_cmrkha6d3zsdq6z5
GET https://markdownregistry.com/api/v1/resolve?ref=renalpelvisdeinocheirus70/ozor-skills/ozor-prompt-optimizer
GET https://markdownregistry.com/api/v1/blob/00bb10072793870ad595657539c41d6651252dbfab0c724fae22defad06a9ab0

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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