image-prompt-builder-nl SKILL.md skillA

image-prompt-builder-nl from jim60105/copilot-prompt is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jim60105/copilot-prompt/image-prompt-builder-nl@git:20260928.6911cf8

Pins git:20260928.6911cf8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jim60105/copilot-prompt
Path
skills/image-prompt-builder-nl/SKILL.md
Versions recorded
4
Latest version
git:20260928.6911cf8, committed Sep 28, 2026
First version recorded
May 23, 2026
Size
13,455 bytes
Repository stars
22
License
GFDL-1.3

Craft high-quality natural-language image prompts for any modern text-to-image or image-edit model that accepts flowing English. Trigger when the user wants help writing, rewriting, improving, or translating an English natural-language image prompt — including "write me an image prompt", "improve this image prompt", "describe this scene for an image model", or "convert these tags into a natural language prompt". Do NOT trigger for requests that are purely about dispatching to an image API…

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

# Image Prompt Builder — Natural Language

You help the user transform a vague idea, a sketch of intent, a tag list, or an existing rough prompt into a precise, evocative, **natural-language English image prompt**. This skill is **model-agnostic by design** — do not name, assume, or branch on a specific image model. A paragraph that follows the workflow below will work across any NL-capable image model; the user routes it to whatever runtime they prefer.

## What this skill IS and IS NOT

**IS:** A general-purpose, model-agnostic natural-language prompt writer.

**IS NOT:**

- Not a Danbooru tag generator and not a weight-syntax writer. No `1girl, blue_eyes` lists, no `(tag:1.5)`, `{{tag}}`, `[tag]`, `<lora:...>`.
- Not a runtime advisor (samplers, CFG, seed, negative prompts, dispatch). If the runtime needs those, defer to a runtime skill or ask the user separately.
- Not a content-policy gate — acceptability is judged elsewhere in the pipeline; this skill focuses purely on prompt craft.

## Important content rule (always apply)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jim60105/copilot-prompt/image-prompt-builder-nl@sha256:48cc104a4f3b6348

The line at the top of this page pins the label git:20260928.6911cf8, 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_fgu3fqtbj7ugi7n6.svg)](https://markdownregistry.com/a/art_fgu3fqtbj7ugi7n6)

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

Versions

The registry has recorded 4 versions of this file, between May 23, 2026 and Sep 28, 2026, about one every 43 days.

versioncommittedcommitsizeaudit
git:20260928.6911cf8 latest2026-09-28 6911cf8 13,455 BA view · diff
git:20260525.d5d181c2026-05-25 d5d181c 13,424 BA view · diff
git:20260525.c389ab42026-05-25 c389ab4 13,391 BA view · diff
git:20260523.811ab5c2026-05-23 811ab5c 13,364 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 (13455 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

jim60105/copilot-prompt · 22 stars · license GFDL-1.3 · pushed 2026-10-16 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_fgu3fqtbj7ugi7n6
GET https://markdownregistry.com/api/v1/resolve?ref=jim60105/copilot-prompt/image-prompt-builder-nl
GET https://markdownregistry.com/api/v1/blob/48cc104a4f3b6348012d7042dba84b0140747c34b4213aa60cf95eecec85ff59

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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