PromptCraftlab

117+ Open-Source RTF Prompts: The 2026 Creator’s Toolkit for AI That Actually Works

If you’ve ever pasted a carefully crafted prompt into ChatGPT, Claude, or Midjourney only to get back something vague, off-brand, or flat-out unusable, you’re not alone. The difference between “AI magic” and “AI mess” usually comes down to one thing: structure.

That’s why the yao-open-prompts library exists. It’s a fully open‑source collection of 117+ production‑ready prompts, organized around the RTF (Role–Task–Format) framework and built for creators, marketers, developers, and operators who need repeatable, high‑quality output—not lucky guesses.

In this guide, we’ll walk through the most valuable categories in the library, share the prompts that deliver the biggest ROI for content and marketing workflows, and give you five tactical tips to turn this collection into your personal AI productivity system.

What Makes This Prompt Library Different

Most free prompt collections are random grab‑bags—one trick for blog intros, another for image styles, no connective tissue. The yao-open-prompts library takes the opposite approach.

Every prompt is built on the RTF framework:

RTF Core Structure
• Role – a clear expert persona for the AI (e.g., “senior social media strategist”)
• Task – specific, constrained instructions with deliverables
• Format – a standardized output structure (bullet points, JSON, HTML, markdown, etc.)

This three‑part skeleton removes ambiguity, cuts hallucinations, and makes output consistently usable. The library also includes a full English translation directory (117 prompts, 1:1 mapped to the original Chinese version), so global creators can dive right in.

The 5 Core Categories That Matter Most for Creators & Marketers

1. Foundation – Meta‑Prompts & Reverse Engineering

Before you generate anything, you need a way to build better prompts—and decode what’s already working.

Smart Meta‑Prompt Generator V0.6 – the library’s flagship tool. It walks you through requirement analysis, role design, task structuring, format specs, and quality checks to output a custom RTF prompt for any project. There’s also an interactive V1.0 and a LISP‑structured V0.8 for recursive optimization.

The reverse‑engineering suite is where this library shines:

  • Web Reverse Engineer – drop any reference URL; extract its visual, interactive, and layout patterns, then generate a reusable web‑generation prompt.
  • Image Decompiler – upload a reference image (a poster, an ad, a mood board) and get back precise specs: aspect ratio, typography, colour palette, composition, and a prompt that recreates the style with ~90% accuracy.
  • Article Decompiler – paste any well‑written piece; the prompt deconstructs its structure, tone, and formatting, then outputs a writing template you can reuse for your own content.
  • Video Decompiler – feed it screenshots from short‑form video; it produces optimised prompts for text‑to‑video models like Veo 3 (with bilingual support).

Why this matters for you: Instead of guessing what makes a viral Reel or a high‑converting landing page work, you can systematically decode it and turn it into a repeatable asset.

2. AI Content Creation – 50+ Prompts for End‑to‑End Workflows

This is the largest bucket (43% of the library) and the one most creators will live in. It covers the entire content lifecycle—from ideation to publishing.

  • Short‑form video – hook templates built around the 3‑second attention rule, plus full voiceover scripts derived from analysing 100,000+ viral videos.
  • Platform‑specific copy – hook writing, visual strategy, hashtag optimisation, and KOC‑style authentic copy that builds trust.
  • Writing & editing – anti‑AI‑detection rewriting prompts, deep polishing systems that refine rhythm, tone, and detail to sound human.
  • Operations & analytics – topic planners, performance diagnosis tools, and wide‑format infographic generators.
  • Image & video creativity – Sora 2 idea generators, ASMR short‑form builders, and 50+ creative image prompts spanning cyberpunk, micro‑nature, material art, and pop art styles.

Bonus for bloggers: a blog post HTML generator that outputs ready‑to‑paste formatted code, saving you hours of manual CSS tweaking.

3. AI Marketing – 25 GEO Templates for the AI Search Era

Generative Engine Optimisation (GEO) is the new SEO. As AI overviews (Google, Perplexity, ChatGPT Search) replace traditional blue‑link results, marketers need a new playbook. This category gives you 25 battle‑tested templates across seven marketing functions:

  • Opportunity assessment – diagnose your current AI search visibility and build a transition roadmap.
  • Content engineering – set up a GEO content factory with standardised production prompts, aligned with EEAT principles.
  • Authority building – prompts to structure your brand’s knowledge so AI models cite you more often.
  • Data & competitive analysis – track your GEO performance and analyse competitors to find gaps.
  • Risk management – compliance and security frameworks for sustainable, low‑risk GEO implementation.

These aren’t generic SEO tips—they’re actionable workflows you can hand off to your content team today.

4. Productivity & Work Tools – For Business Teams

Ten‑plus prompts designed for operations, research, and delivery:

  • Enterprise research – a complete methodology for deep company analysis.
  • Contract generator – with built‑in risk reminders.
  • AI customer service – conversation prompts that sound human, not robotic.
  • Community conversion – emotionally intelligent prompts for private group onboarding.
  • Mobile prototype generator – short‑form app‑style UI layouts.
  • Web‑based PPT generator – turns text + images into full‑screen HTML presentations.
  • Responsive webpage generator – matches top‑tier design standards.

Perfect for founders, operators, and freelance consultants who need to move fast without sacrificing quality.

5. Learning, Education & Lifestyle

Rounding out the library are prompts for personal growth and daily life:

  • Learning methods – Feynman technique, Pomodoro, keyword‑based learning, memory palace, and Fogg Behavior Model habit builders.
  • Kids’ education – interactive HTML5 mini‑games (mazes, racing, etc.) you can generate in seconds.
  • Lifestyle – personalised health report generators and custom parent‑child song creators.

5 Pro Tips to Get the Most Out of These Prompts

1. Start with the meta‑prompt for custom workflows

Don’t just grab a pre‑built prompt and run. Feed the Smart Meta‑Prompt Generator your brand voice, project goals, and preferred output format. It’ll spit out a tailor‑made RTF prompt that fits your context—not a generic one‑size‑fits‑all.

2. Reverse‑engineer your top competitors

Found a piece of content that’s outperforming yours? Run it through the Article/Image/Video Decompiler. You’ll get a structured breakdown of why it works, plus a template to adapt. This turns “inspiration” into a reproducible system.

3. Combine categories for full‑funnel projects

The real power is cross‑pollination. Use a GEO marketing prompt to define your content strategy, a content‑creation prompt to write the article, and an analytics prompt to diagnose performance—all from the same library.

4. Tweak prompts for your specific AI tool

RTF works across ChatGPT, Claude, Gemini, Llama, Midjourney, DALL‑E, Sora, and Veo 3. But small adjustments help:

  • For Claude (long‑form), add more detail to the Format section.
  • For Midjourney, append style parameters and aspect ratios at the end.
  • For lightweight models, simplify the Role section to save tokens.

5. Iterate and build your own curated subset

Treat the open‑source library as a foundation, not a final product. Save the prompts that deliver consistently, tweak them based on real results, and over time you’ll have a personal library that’s hyper‑relevant to your niche.

Frequently Asked Questions

Is the library really free?

Yes—fully open‑source on GitHub. All 117+ prompts are free for personal and commercial use under the repository’s license.

Which AI models work with these prompts?

The RTF structure is model‑agnostic. Use them with ChatGPT, Claude, Gemini, Llama, Midjourney, DALL‑E, Sora, Veo 3, or any other generative tool. Image/video prompts may need minor adaptation for your specific generator.

What exactly is RTF?

Role–Task–Format. It’s a prompting methodology that forces clarity on who the AI is, what it needs to do, and how it should output the result. This simple structure eliminates vague instructions and produces far more professional, consistent results.

Are all prompts available in English?

Yes. The repository includes a dedicated prompts-en directory with full English translations for every single prompt, mapped 1:1 to the Chinese originals.

Can I modify and share them?

Absolutely. You can customise them for personal, team, or commercial use. For public redistribution, check the license file in the repo for full guidelines.

Final Take

The yao-open-prompts library isn’t another random list of “cool prompts.” It’s a system—built on a consistent RTF backbone, organised by real‑world workflow, and updated regularly with new prompts for emerging tools.

For solo creators, it cuts the trial‑and‑error down from weeks to minutes. For marketing teams, it provides a standardised toolkit that everyone can use without reinventing the wheel. For operators, it turns AI from a hobby into a reliable production asset.

And because it’s open source, you can fork it, adapt it, and contribute back. If you’ve been looking for a way to move beyond casual AI experimentation and build a repeatable, professional productivity stack, this is one of the best free resources available in 2026.

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