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Roblox Growth Design

Community
TabooHarmony
roblox-growth-design

Use for Roblox growth: diagnosing stats, discovery, retention, onboarding, experiments, LiveOps, thumbnails, and packaging.

Overview

PublisherTabooHarmony
Repositoryroblox-brain
Skill nameroblox-growth-design
Stars
143
Forks
11
Bundled files
1
LicenseMIT
Links
Skill sourceRepository
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by TabooHarmony on GitHub. Read the source before you install it.

Installation

Install the Roblox Growth Design AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/TabooHarmony/roblox-brain/tree/main/skills/design/roblox-growth-design
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/TabooHarmony/roblox-brain.git /tmp/roblox-brain
mkdir -p .claude/skills
cp -r /tmp/roblox-brain/skills/design/roblox-growth-design .claude/skills/roblox-growth-design
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Roblox Growth Design in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Roblox Growth Design on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Roblox Growth Design is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Roblox Growth Design

When to Load

Load for growth, discovery, retention, onboarding, packaging, or LiveOps; route implementation to domain skills.

Quick Reference

Diagnose before prescribing

  1. Ask for dashboard, release, acquisition, and session evidence. Never invent metrics.
  2. Find the narrowest broken transition: impression→play, join→control, action→payoff, return, or purchase.
  3. Write a falsifiable hypothesis: If Y changes because evidence Z, X should move without harming G.
  4. Prefer one test with a primary metric, counter-metrics, MDE, and decision rule.
  5. Stop for safety, severe regressions, or invalid instrumentation; avoid significance peeking.

Home diagnosis

  • Low Play-Through Rate (PTR, was QPTR): packaging readability, promise accuracy, or audience mismatch. Also check Experience Detail Page CTR.
  • High First-Play Bounce Rate (negative stat): misleading package/clickbait, join failure, performance, confusing FTUE, or delayed payoff.
  • Low D1: core loop, onboarding, stability, goals, or first payoff.
  • Low D7/D30: progression, variety, social value, LiveOps, endgame, or exhaustion.
  • Low conversion/ARPPU: product fit, value communication, friction, catalog depth, or concentration.
  • Low 7-day spend days / play days per user: consumables, purchase pathways, or event cadence.

These are hypotheses, not one-to-one causes. Segment and test. D1 can move without a release as acquisition mix or social density changes (§3). Per-stat tactics in full.md §3–§6.

Algorithm hotspots (2026)

In this section, (official) marks documented behavior; other ranking claims are unverified.

  • Cold traffic: ads are the cheapest, least-qualified players; Home algo ranks the qualified audience. Launch stats look bad on ad players. Don't panic.
  • Ranking: Roblox docs say benchmark games do not affect ranking (official); the similar-games benchmark is rough context only. An unverified hypothesis adds staging: genre-wide first, then against "experiences with similar players," where better-statted competitors take your players. Use the benchmark to choose comparison cohorts, not as a ranking rule.
  • Ads do not buy Home placement; meaningful stat-improving updates do. 28-day signals (D1, D2–7, D8–28); updates take days to show.
  • Beta mode hides a game from Home (official feature); tune metrics on cheap ad traffic before opening to the algo.
  • The 250 highly-engaged-player requirement (official): all-ages games start 16+ only until 250 highly engaged age-checked plays within 60 days. Definition (official, evolving): account tenure + playtime in your game + a purchase anywhere on Roblox in the last 60 days. 25 = publishing-fee refund threshold (separate). Ads serve 16+ automatically. Home impressions accelerate the count fastest.
  • Experience detail page matters: put your best thumbnails and a gameplay description there; it feeds overall play-through.
  • Launch realism: split ad campaigns desktop/mobile; paid playtime ≈ half of organic; low-CCU stats are noise (don't kill on a 3% D1 readout); algo "biting" shows as thumbnail impressions before CCU; console = cheap long-session niche; multiplayer needs singleplayer fallbacks; feedback forms at decision popups.

Monetization mental model

  • Convert valuable one-time game passes into consumables (repeat-purchase dev products): they pump 7-day spend days per user and solve recurring pain.
  • Products must be must-haves that solve a pain (effort grind, losing progress AFK, FOMO, status). Limiteds with real scarcity outsell unlimited cosmetics.
  • Place products at points of interest with high foot traffic, and time prompts at the decision moment (e.g., 2x offline earnings at the collect point).
  • Give players multiple purchase pathways: HUD shop icon, "+" next to currency, and a cash-shop popup after repeated failed buys.
  • After shipping, check collateral damage: playtime, D1, D7, FTUE, and in-game economy.

Guardrails

Use accurate metadata. Avoid dark patterns, deceptive odds, coercive scarcity, and "whale" targeting. Treat moderation, abuse, accessibility, localization, performance, and economy health as constraints.

Full signal definitions, positioning, FTUE, packaging, social design, monetization mental model, algorithm mechanics, LiveOps, and audit workflow: references/full.md

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Roblox Growth Design AI skill do?

Use for Roblox growth: diagnosing stats, discovery, retention, onboarding, experiments, LiveOps, thumbnails, and packaging.

Why use Roblox Growth Design on TypingMind?

Because you install it once and use it with any model. Roblox Growth Design is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Roblox Growth Design in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/TabooHarmony/roblox-brain/tree/main/skills/design/roblox-growth-design. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Roblox Growth Design?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Roblox Growth Design?

As many as you like. As long as a model supports skills, you can use Roblox Growth Design with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Roblox Growth Design AI skill free?

Yes. It is published on GitHub by TabooHarmony under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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