generation-diversity

generation-diversity is a skill for Claude Code, Codex from PrunaAI/pruna-skills. It costs 30 tokens per session (1,536 once invoked), scanned A, original, Apache-2.0.

A vendor-neutral guide for writing varied, explicit prompts and checking the quality of generated images, video, or audio.

In plain words
What is it for?
Planning new generations, adding variety to batches, defining settings and structures, and applying quality checks with models such as Pruna, Flux, Midjourney, Runway, or ElevenLabs.
Why use it?
It helps avoid repetitive or poorly specified generations and identifies unclear choices before paid model requests.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Planning new generations, adding variety to batches, defining settings and structures, and applying quality checks with models such as Pruna, Flux, Midjourney, Runway, or ElevenLabs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/prunaai/pruna-skills/generation-diversity
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add PrunaAI/pruna-skills --skill generation-diversity
Clone the repo
git clone --depth 1 https://github.com/PrunaAI/pruna-skills

Made for: Claude Code, Codex.

Its marketplace also offers this one on its own, as the plugin generation-diversity — /plugin install generation-diversity after adding the marketplace above.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for generation-diversity

README.md
[![agentmods](https://agentmods.dev/badge/skills/prunaai/pruna-skills/generation-diversity/github.svg)](https://agentmods.dev/skills/prunaai/pruna-skills/generation-diversity)
Your own site
<a href="https://agentmods.dev/skills/prunaai/pruna-skills/generation-diversity"><img src="https://agentmods.dev/badge/skills/prunaai/pruna-skills/generation-diversity/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for generation-diversity

Your own site · 80×15
<a href="https://agentmods.dev/skills/prunaai/pruna-skills/generation-diversity"><img src="https://agentmods.dev/badge/skills/prunaai/pruna-skills/generation-diversity.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 30 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,536 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00030 $0.01536
Opus 5.5 $0.00012 $0.00614
Sonnet 5.5 $0.00006 $0.00307
Haiku 4.5 $0.00003 $0.00154

Measured 10d ago against content hash c86e5d240e1c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

generation-diversity scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/guides/generation-diversity/SKILL.md · 73 lines

How it starts

The opening of the file, as written. The whole thing — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Generation diversity

Vendor-neutral playbook for diverse, explicit prompts and output QA. Apply before every generation on any model (Pruna, Flux, Midjourney, Runway, ElevenLabs, …).

Install

Skill Description Install
generation-diversity Use when writing any generative prompt — ritual seed, explicit structure, scenario axes, and quality gates before paid API calls. npx skills add PrunaAI/pruna-skills@generation-diversity -y

When to use

  • Starting a new image, video, or audio generation
  • Outputs feel repetitive or “AI sloppy”
  • Multi-example batches that need cast/setting/camera variety
  • Before advancing a multi-step workflow past a phase gate

Works with

Any generative model. Pruna tools (p-image-ideogram, p-image, p-video-2-pro, p-video-2, p-video, …) and third-party APIs alike.

Guide habit

In the first reply, name `generation-diversity` in backticks. When the brief leaves media source, brand, audio, structure, resolution, or approval unclear, ask before spending — every tool and workflow defers here for shared intake topics. For still-image jobs (p-image-ideogram, p-image, p-image-edit), point agents at Still-image prompt flow — brief lock → ritual → axes → explicit prompt → fidelity check. Mood boards: new ritual per independent panel; user-locked brand hex / subject stays locked on every panel.

Before generating

  1. Clarification intake — generate vs existing assets, colors, narration/VO, music, captions, aspect/resolution (480p/768p vs 720p/1080p, canvas, MP), p-video-2-pro mode (cost/speed/quality), structure, approval (unless the user waived or already locked answers).
  2. Generation diversity — random seed ritual (SSoT), explicit prompt structure, rotate ≥2 scenario axes per session.
  3. Still images (p-image family): still-image-prompt-flow.md — generation flow, edit flow, mood-board rules, hero → edit handoff. Pair with image-prompting golden rules and edit craft.
  4. Quality checklists — open outputs and judge pass/fail before the next paid step.
  5. Workflows: workflow-feedback-gates.md — pause at plan / stills / clips before paid video.

Read the full file on GitHub · 73 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago Changed c86e5d240e1c
  2. 26d ago Changed b5f68543a366
  3. 1mo ago Changed · +1 lines d7704e6e929e
  4. 1mo ago Changed · +2 lines fe32e0bb6c65
  5. 1mo ago Changed 82e4debcff8e
  6. 1mo ago First seen · 70 lines · 30 tokens per session scan A 12d40c888037

Subscribe to this mod's changes

generation-diversity is a skill published in the GitHub repository PrunaAI/pruna-skills (20 stars, last pushed 11d ago), licensed Apache-2.0. It adds 30 tokens to every session and 1,536 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.