Coding & Development (Top 50 of 349)

You’ll need

Email address or Google/Microsoft account · Files to upload for analysis (optional)

Worth knowing

Projects, persistent memory, and live app connections (e.g. via Zapier to Gmail/Calendar) require a paid ChatGPT Plus plan, not the free tier.

Summarized from community tutorials

Also runs on

Web app · Desktop app · Self-hosted · Mobile app

You’ll need

Anthropic or OpenAI API key · VPS or local PC (optionally Ollama) · Telegram or WhatsApp account · GitHub account (for code workflows) · Vercel account (for deploys)

Setup

about 20 min

Worth knowing

API usage is billed separately from any chat subscription and pay-per-use costs (especially on premium models like Opus/GPT-4o) can add up fast; community-built skills also carry real risk of maliciou

Summarized from community tutorials

Also runs on

Mobile app · Desktop app

You’ll need

A Google Workspace account with data (e.g., Google Sheets) t · A verified Google Cloud developer account for publishing · An Android device or emulator for native app testing (option

Summarized from community tutorials

You’ll need

Google account

Worth knowing

Heavier tasks (Canvas apps/websites, extended thinking) burn through usage limits fast; once hit, you're downgraded to the weakest model until it resets.

Summarized from community tutorials

You’ll need

A bash shell (e.g., Git Bash on Windows, or WSL/Linux/Mac) · Node.js/npm for installation and extensions · An LLM provider account or API key (Anthropic, OpenAI, GitHu

Worth knowing

Out of the box Pi will execute shell commands and file edits without asking for permission, which one reviewer called 'super dangerous' until a separate permission extension is installed.

Summarized from community tutorials

Also runs on

VS Code · Desktop app

You’ll need

Claude Pro/Max/Teams subscription or API key · Git installed · GitHub account (for version control) · VS Code, Cursor, or similar code editor

Worth knowing

Runs with near-full access to your machine's filesystem and commands, with far fewer safety guardrails than Claude's co-work/chat modes.

Summarized from community tutorials

You’ll need

Google, Apple, or email account

Worth knowing

Free plan caps usage to a rolling 5-hour message window and excludes Claude Code and co-work features.

Summarized from community tutorials

Also runs on

Mobile app

You’ll need

MiniMax desktop app (Windows/Mac) · MiniMax account/subscription · Telegram bot token (for mobile control)

Worth knowing

The built-in verifier is the same underlying MiniMax model as the agent it checks, just without shared conversation history — an isolated re-check, not a truly independent second model.

Summarized from community tutorials

Also runs on

Desktop app

You’ll need

Project folder / git repo · Provider account or API key (OpenAI, Anthropic, etc.) · WSL for Windows setup · Terminal access

Setup

about 5 min

Worth knowing

Free built-in models (Open Code Zen) can be noticeably slow (tens of seconds to minutes per response) compared to paid provider models, and using free models may mean your prompts are used for trainin

Summarized from community tutorials

Also runs on

VS Code

You’ll need

Existing project folder or git repo · VS Code (for extension use)

Summarized from community tutorials

You’ll need

Google account · Node.js/npm (for install)

Summarized from community tutorials

Also runs on

Desktop app

Summarized from community tutorials

Also runs on

CLI · VS Code · Web app · API

You’ll need

ChatGPT account · Mac OS or Windows computer · GitHub repo (for coding tasks) · Google account (for Drive connector)

Worth knowing

The creator recommends granting Codex full computer/file access and connecting plugins like Google Drive and a video-generation connector, which hands the agent broad permissions beyond simple coding

Summarized from tutorials, including the vendor’s own

Also runs on

Desktop app

You’ll need

Genspark account (sign-in required)

Summarized from community tutorials

Also runs on

Self-hosted

You’ll need

Email address (or Google account) · Computer/GPU for local install (optional)

Worth knowing

Free-tier servers frequently get overloaded at peak times, forcing slow responses or an automatic fallback out of the Deep Think reasoning mode.

Summarized from community tutorials

You’ll need

Cursor desktop app installed · A project folder/codebase · GitHub CLI (for PR-generation tip)

Worth knowing

As a beginner with little coding experience, when the AI gets stuck it can be a nightmare to diagnose and you'll often need to fix code yourself.

Summarized from tutorials, including the vendor’s own

Also runs on

Desktop app · Mobile app

You’ll need

Google account (Gmail/Calendar/Drive) to connect · Meta/Instagram account for social posting · Local folder access for 'My computer' feature

Summarized from tutorials, including the vendor’s own

Also runs on

Mobile app

You’ll need

GitHub account (optional, for code sync)

Worth knowing

Generated apps often ship with unfinished or broken features (e.g. a non-functional gallery, an off-brand popup) that need follow-up prompts to fix, and the free plan runs out of generations quickly,

Summarized from community tutorials

You’ll need

Replit account

Worth knowing

Freshly generated features can ship with bugs (e.g. habit streak tracking didn't work) that need manual review/fixing after the build.

Summarized from community tutorials

Worth knowing

In some regions (e.g. Canada) unlocking the free tier requires claiming a location-gated reward, and the creator had to use a VPN to access it.

Summarized from tutorials, including the vendor’s own

You’ll need

Claude.ai account · Data file to analyze (CSV, image, PDF)

Summarized from community tutorials

Also runs on

Self-hosted · CLI

You’ll need

VPS or local server to self-host (or n8n cloud) · OpenAI API key with credit loaded · Google account (Sheets/Gmail) · Telegram account (for chat triggers)

Worth knowing

The free self-hosted 'community edition' still requires activating a license key via email, and AI nodes need your own OpenAI (or other) API key with credit loaded — nothing AI-related is included for

Summarized from community tutorials

Also runs on

Desktop app · API · Web app · Self-hosted

You’ll need

MiniMax subscription or API key · Cursor or Claude Code installed · Terminal access to run install/config commands

Worth knowing

MiniMax M3 can take 5-6x longer than faster models (e.g. ~15 min vs ~2 min) to finish the same coding task, even though output quality is often better.

Summarized from community tutorials

You’ll need

Supabase account (backend/database) · Google account (sign-in and Calendar sync) · Google Gemini API key (for AI features) · Stripe account (for payments)

Setup

about 2 min

Worth knowing

Wiring the app to real users' own Google accounts (not just the creator's) requires extra setup steps outside Lovable itself.

Summarized from tutorials, including the vendor’s own

You’ll need

Python installed (pip) · Own API key (OpenAI/Anthropic) · Existing local code repository

Worth knowing

AI-made edits can contain reasoning mistakes (e.g. misunderstanding a parameter's meaning or writing a test assertion that doesn't match the actual code) and need manual review/correction.

Summarized from community tutorials

Also runs on

Self-hosted

You’ll need

ToolJet account · Docker (for self-hosted deploy)

Setup

about 10 min

Worth knowing

Free cloud plan caps you at 5 tables and 10,000 rows — self-hosting via Docker is the workaround shown.

Summarized from tutorials, including the vendor’s own

Also runs on

Desktop app · Mobile app · CLI

You’ll need

GitHub account · GitHub Copilot license (free or paid) · Editor with Copilot extension installed (e.g., VS Code, JetB

Worth knowing

Ghost Text suggestions can be close but not exactly what you want, sometimes requiring you to browse alternative suggestions or manually adjust the code.

Summarized from tutorials, including the vendor’s own

You’ll need

GitHub or Amazon account for login · Node.js with npm or pnpm · Docker (for a Postgres database) · Git installed

Setup

about 20 min

Worth knowing

At the time of filming Kiro was waitlisted and not downloadable from its own site — one video had to fetch the installer from an unofficial third-party mirror.

Summarized from tutorials, including the vendor’s own

You’ll need

Base44 account (email signup) · Stripe account for payments (optional) · GitHub account for code export (optional)

Setup

about 5 min

Worth knowing

Vibe-coded apps can mishandle security (API keys, user data) unless you run Base44's built-in security audit and set permissions yourself.

Summarized from community tutorials

Also runs on

CLI

You’ll need

v0/Vercel account · Figma file (optional, for import) · Supabase project (for backend/database) · Node.js + Cursor (to run exported code locally)

Setup

about 7 min

Worth knowing

Generated UI isn't connected to any backend by default (no data storage) until you explicitly wire up an integration like Supabase; live preview also requires an internet connection, not a true local

Summarized from community tutorials

Also runs on

Desktop app · Mobile app

You’ll need

Abacus AI / ChatLLM account

Worth knowing

Complex outputs like a full PowerPoint deck can burn thousands of credits in one run, quickly eating into the monthly allotment.

Summarized from community tutorials

Also runs on

Mobile app

You’ll need

Account signup · GitHub account (optional, for code sync) · Apple developer account (for App Store publish)

Summarized from tutorials, including the vendor’s own

Also runs on

Mobile app

You’ll need

Google, X, Apple, or email account

Worth knowing

Deeper features (Expert/beta reasoning modes, higher-volume structured output and code execution) need the paid Super Grok plan, not just the free signup.

Summarized from community tutorials

You’ll need

AI coding tool (Lovable, Cursor, v0, Replit, etc.) · shadcn/ui-based project

Setup

about 5 min

Worth knowing

21st.dev only supplies component code/prompts - you still need a separate AI coding tool or the shadcn CLI to actually install and render the component in a project.

Summarized from community tutorials

You’ll need

Git familiarity · GitHub account/repo · Claude Code, Codex, or Cursor subscription

Summarized from tutorials, including the vendor’s own

You’ll need

VS Code / Cursor / Windsurf IDE · Kombai account (sign up) · Existing or new code project · Figma design link (optional)

Summarized from community tutorials

Also runs on

Desktop app

You’ll need

Local or remote code repo · Factory Bridge desktop app (for local execution) · Rust toolchain (for the Rust+TS app tutorial) · OpenAI API key (only for apps built that call OpenAI)

Worth knowing

A built demo app returned unrelated, off-topic responses under one model (GPT-4) until the creator switched models — a reminder that generated app output can be model-dependent and flaky.

Summarized from community tutorials

You’ll need

Windows, Mac, or Linux computer · Free disk space for model downloads · GPU recommended for faster responses · 8GB+ RAM (16GB+ recommended)

Worth knowing

Local models can hallucinate basic facts (one model claimed OpenAI made it when it was actually Alibaba's Qwen), and running Jan alongside another GPU-heavy app can exhaust video memory and slow respo

Summarized from community tutorials

You’ll need

Supabase account · OpenAI API key · Resend API key · Stripe account (for payments)

Setup

about 20 min

Summarized from tutorials, including the vendor’s own

Also runs on

Web app

You’ll need

TradingView chart open in browser · Chrome or Brave browser · Google/email account to log in

Summarized from community tutorials

You’ll need

Google/Gmail account (to sign in)

Worth knowing

Monetization features like in-game ads and in-app purchases were still listed as 'in development' at the time of the demo.

Summarized from community tutorials

You’ll need

Windows or Mac computer · Internet connection during editing · Google account (to sign in)

Worth knowing

After you publish a site, viewing it can show as blocked until the domain/site is verified — the creator's own published demo site was blocked for this reason.

Summarized from community tutorials

Also runs on

CLI

You’ll need

GitHub account/repo · Node.js installed · Credits for premium agent actions

Worth knowing

Agentic multi-file edits can make a mess — treat it like a junior dev, work on a separate branch, and review every diff before merging.

Summarized from community tutorials

Also runs on

CLI · API · Slack

You’ll need

GitHub account · Existing Git repository

Worth knowing

Restarting or clearing a session wipes its context unless you explicitly resume/continue the previous session.

Summarized from community tutorials

You’ll need

Dify account/login

Setup

about 15 min

Summarized from tutorials, including the vendor’s own

Also runs on

Mobile app

You’ll need

Z.AI account · GitHub account · Vercel account (for deployment)

Summarized from community tutorials

Also runs on

VS Code

You’ll need

GitHub account · Phone number verification · VPS (own or bought from Zeabur) · Cursor/vibe-coding project (for extension flow)

Summarized from community tutorials

You’ll need

Google or GitHub account · Git repository (GitHub/GitLab) to connect

Summarized from tutorials, including the vendor’s own