chatgpt-app-builder

chatgpt-app-builder is a skill for Claude Code, Codex from Shubhamsaboo/awesome-llm-apps. It costs 129 tokens per session (752 once invoked), scanned A, original, Apache-2.0.

A deprecated guide for building ChatGPT apps with interactive widgets using the mcp-use framework and OpenAI Apps. It covers the server code, widget interface, shared state, and display modes.

In plain words
What is it for?
Use it only for older ChatGPT-app work; for new work, check whether mcp-app-builder is available instead.
Why use it?
It describes how a person and ChatGPT can work through the same interactive widget, but it has been replaced by mcp-app-builder.

Skill for Claude CodeCodex

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

Good fit Use it only for older ChatGPT-app work; for new work, check whether mcp-app-builder is available instead.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/shubhamsaboo/awesome-llm-apps/chatgpt-app-builder
About the project

Awesome LLM Apps is a collection of open-source applications built around large language models, including AI agents and retrieval-augmented generation apps. It is intended for developers who want to study, run, or adapt these applications and related agent skills.

Shubhamsaboo/awesome-llm-apps · 136,904 stars · on GitHub · theunwindai.com

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 Shubhamsaboo/awesome-llm-apps --skill chatgpt-app-builder
Clone the repo
git clone --depth 1 https://github.com/Shubhamsaboo/awesome-llm-apps

Made for: Claude Code, Codex.

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 chatgpt-app-builder

README.md
[![agentmods](https://agentmods.dev/badge/skills/shubhamsaboo/awesome-llm-apps/chatgpt-app-builder/github.svg)](https://agentmods.dev/skills/shubhamsaboo/awesome-llm-apps/chatgpt-app-builder)
Your own site
<a href="https://agentmods.dev/skills/shubhamsaboo/awesome-llm-apps/chatgpt-app-builder"><img src="https://agentmods.dev/badge/skills/shubhamsaboo/awesome-llm-apps/chatgpt-app-builder/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 chatgpt-app-builder

Your own site · 80×15
<a href="https://agentmods.dev/skills/shubhamsaboo/awesome-llm-apps/chatgpt-app-builder"><img src="https://agentmods.dev/badge/skills/shubhamsaboo/awesome-llm-apps/chatgpt-app-builder.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 129 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 752 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. Third-party audits
  • Snyk pass 7 Sept 2026
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium MCP Rug Pull · line 6
    npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.
    Fix: Pin the version: npx @scope/[email protected]
How audits are shown
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 $0.00129 $0.00752
Opus 5 $0.00064 $0.00376
Sonnet 5 $0.00026 $0.00150
Haiku 4.5 $0.00013 $0.00075

Measured 12d ago against content hash 7b8992f5fc17, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

chatgpt-app-builder 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 12d 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.

Origin

Copies of this mod

2 near-identical copies found in the catalogue:

generative_ui_agents/ai-mcp-app-builder/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/SKILL.md · 56 lines

How it starts

The opening of the file, as written. The whole thing — 56 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ChatGPT App Builder

Build ChatGPT apps with interactive widgets using mcp-use. Zero-config widget development with automatic registration and built-in React hooks.

The app is consumed by two users at once: the human and the ChatGPT LLM. They collaborate through the widget -- the human interacts with it, the LLM sees its state. The widget is your shared surface.

Before You Code

  • Clarify what to builddiscover.md: when starting a new app, validating an idea, or scoping features
  • Design tools and widgetsarchitecture.md: when deciding what needs UI vs tools-only, designing UX flows

Setup

  • Scaffold and runsetup.md: when creating a new project, starting dev server, connecting to ChatGPT/Claude

Implementation

  • Server handlers + widget creationserver-and-widgets.md: when writing server.tool() with widgets, widget() helper, React widget files
  • Widget state and LLM contextstate-and-context.md: when persisting state, triggering LLM from widget, managing ephemeral vs persistent data
  • Display modes, theme, layoutui-guidelines.md: when adapting to inline/fullscreen/PiP, handling theme, device, locale
  • Component APIcomponents-api.md: when using McpUseProvider, Image, ErrorBoundary, useWidget
  • CSP and metadatacsp-and-metadata.md: when configuring external domains, dual-protocol metadata
  • Advanced patternswidget-patterns.md: when building complex widgets with tool calls, state, theming

Quick Reference

// Server
import { MCPServer, widget, text, object } from "mcp-use/server";
server.tool({ name: "...", schema: z.object({...}), widget: { name: "widget-name" } },
  async (input) => widget({ props: {...}, output: text("...") })
);

// Widget (resources/widget-name.tsx)
import { McpUseProvider, useWidget, type WidgetMetadata } from "mcp-use/react";
export const widgetMetadata: WidgetMetadata = { description: "...", props: z.object({...}) };
export default function MyWidget() {
  const { props, isPending, callTool, sendFollowUpMessage, state, setState, theme } = useWidget();
  if (isPending) return <McpUseProvider autoSize><div>Loading...</div></McpUseProvider>;
  return <McpUseProvider autoSize><div>{/* UI */}</div></McpUseProvider>;
}

Read the full file on GitHub · 56 lines

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. 12d ago First seen · 56 lines · 129 tokens per session scan A 7b8992f5fc17

Subscribe to this mod's changes

chatgpt-app-builder is a skill published in the GitHub repository Shubhamsaboo/awesome-llm-apps (136,904 stars, last pushed yesterday), licensed Apache-2.0. It adds 129 tokens to every session and 752 once invoked, about $0.0006 per session on Opus 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.

Related

Other skills, from other repositories

daily-ai-news-digest

Fetches articles from 92 Karpathy-curated RSS feeds, scores them with an LLM, selects the top 3, and delivers a formatted digest to Telegram every morning.

Sumanth077/Hands-On-AI-Engineering · 42 tokens

guardrails-developer-create-guardrails

Helps developers create a NeMo Guardrails configuration for an LLM application. Use when users want to build, scaffold, configure, test, or iterate on input, output, retrieval, dialog, execution, Colang, or catalog-based guardrails. Trigger keywords - create guardrails, build guardrails, scaffold config, write rails…

NVIDIA-NeMo/Guardrails · 101 tokens

guardrails-developer-guide

Routes NVIDIA NeMo Guardrails library product-usage questions to the canonical documentation. Use when users ask how to install, configure, integrate, evaluate, observe, deploy, troubleshoot, or use the NVIDIA NeMo Guardrails library. Trigger keywords - install guardrails, configure rails, guardrail catalog, Colang…

NVIDIA-NeMo/Guardrails · 92 tokens

langchain-orchestration

Comprehensive guide for building production-grade LLM applications using LangChain's chains, agents, memory systems, RAG patterns, and advanced orchestration.

manutej/luxor-claude-marketplace · 35 tokens

mem0-tour

Browses all stored memories grouped by category with full content display. Use when reviewing all project memories, exploring stored knowledge, onboarding to a project, or getting an overview of captured decisions, conventions, and learnings.

mem0ai/mem0 · 47 tokens

mem0-vercel-ai-sdk

Mem0 provider for Vercel AI SDK (@mem0/vercel-ai-provider). TRIGGER when: user mentions "vercel ai sdk", "@mem0/vercel-ai-provider", "createMem0", "retrieveMemories", "addMemories", "getMemories", "searchMemories", "mem0 vercel", "AI SDK provider", "AI SDK memory", or is using generateText/streamText with mem0. Also…

mem0ai/mem0 · 146 tokens