ai-image-run-pacing SKILL.md skillA

ai-image-run-pacing from jqaisystems/jqai-ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jqaisystems/jqai-ai-skills/ai-image-run-pacing@git:20260806.5ff6c30

Pins git:20260806.5ff6c30 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jqaisystems/jqai-ai-skills
Path
skills/ai-image-run-pacing/SKILL.md
Versions recorded
1
Latest version
git:20260806.5ff6c30, committed Aug 6, 2026
Size
6,710 bytes
Repository stars
3
License
MIT

Run a batch of AI image generations through a hosted assistant without getting rate limited, losing subject likeness, or storing credentials. Use when generating a set of images in one session, driving a browser-based image tool with an agent or script, hitting "too many requests" or temporary limits, deciding how many reference photos to attach, or planning an unattended generation run.

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 Image Run Pacing

Generating one image is easy. Generating a set of them in one sitting, through a
hosted assistant, is where runs actually fail: throttled halfway, faces drifting
between images, references silently dropped, or an agent hammering retries until
the account is locked for hours.

This skill is the operating discipline for those runs. It is deliberately
tool-agnostic and contains no page selectors or automation snippets, because
those break the moment a provider redesigns and give a false sense of what is
safe to automate.

## When to use

- Generating more than two or three images in one session.
- Driving a hosted image tool with an agent, an extension, or a script.
- Recovering from "too many requests" or a temporary limit.
- Deciding how many reference images to attach, and to which turn.
- Planning a run that must finish unattended.

## Credentials: the rule that has no exceptions

**Never store, type, or automate an account password.** Not in a config file,
not in an environment variable, not passed to a browser driver.

The reason is not only leak risk. Scripted logins trip bot detection, two-factor
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jqaisystems/jqai-ai-skills/ai-image-run-pacing@sha256:23857df51c01fd60

The line at the top of this page pins the label git:20260806.5ff6c30, 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_5vmimgryeghnzypf.svg)](https://markdownregistry.com/a/art_5vmimgryeghnzypf)

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

Versions

The registry has recorded 1 version of this file, committed on Aug 6, 2026.

versioncommittedcommitsizeaudit
git:20260806.5ff6c30 latest2026-08-06 5ff6c30 6,710 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 (6710 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

jqaisystems/jqai-ai-skills · 3 stars · license MIT · pushed 2026-10-29 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5vmimgryeghnzypf
GET https://markdownregistry.com/api/v1/resolve?ref=jqaisystems/jqai-ai-skills/ai-image-run-pacing
GET https://markdownregistry.com/api/v1/blob/23857df51c01fd606e034bd2e7bf702d3abae66ee5e92e735bb6490c82679bb2

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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