Tutorials

Learn at your own pace

Written guides, videos, and hands-on examples — for every skill level. Looking for inspiration? Browse the examples gallery →

Getting started

📝 Written ● Beginner

Your first build

Open the playground, pick a template, run your first prompt, and watch it render in the preview.

📝 Written ● Beginner

Setting up API keys

Connect Claude, DeepSeek, OpenAI, Gemini, or any OpenAI-compatible provider to the playground.

🎥 Video ● Beginner

Understanding providers

How to choose between AI providers and run the same prompt side-by-side to compare outputs.

Community skills (recommended)

Third-party skills we recommend installing alongside the LingCode pack. Not LingCode-authored — credit and links go to the original maintainers.

🌐 External ● Intermediate

UI UX Pro Max

Searchable design-intelligence skill: 67 UI styles, 161 color palettes, 57 font pairings, 99 UX guidelines, and 161 industry-specific reasoning rules. Works with SwiftUI, Compose, React Native, Flutter, and 11 more stacks. By nextlevelbuilder — MIT licensed, 80k+ stars.

Native Mac IDE

📝 Written ● Beginner

Code on your Mac from another device

Drive your Mac's agent from lingcode.dev/remote on your phone, iPad, or another laptop. Same account on both ends is the pairing — no port forwarding, no VPN, no pairing code.

📝 Written ● Beginner

The bottom panel, explained

Nine tabs, four that look like "logs". The mental model that tells Output from Run Console from Console from Debug Console — plus what every other tab does.

📝 Written ● Intermediate

Test APIs with the REST Client

Pick a method, set headers and a body, send the request, and read status, timing, and response — a full HTTP client in the bottom panel, no Postman.

📝 Written ● Intermediate

Read test results & coverage

Filter a run by pass/fail, click a failure's stack frame to jump to the source line, and overlay which lines your tests actually exercised.

📝 Written ● Beginner

Forward & monitor local ports

A live list of your dev-server ports — which are listening, what owns them, and a one-click button to open localhost in your browser.

📝 Written ● Intermediate

Hermes-style self-improving agent

Persistent memory, agent-proposed skills, and full-text session search — the Hermes Agent learning loop, native and across providers.

📝 Written ● Intermediate

Migrate a Flutter app to native iOS, Android, and macOS

LingCode reads your Flutter repo as a design spec and writes idiomatic SwiftUI, Compose, and macOS SwiftUI from scratch — zero Dart in the output.

📝 Written ● Beginner

Brainstorm before you build

A 5-minute pass that clarifies scope before code exists — the cheapest correction window you'll get.

📝 Written ● Intermediate

Write an implementation plan with LingCode

Produce a reviewable IMPLEMENTATION_PLAN.md with goal, non-goals, ordered steps, explicit riskiest step, and rollback.

📝 Written ● Intermediate

Execute a plan with checkpoints

Stepwise execution with real-output verification, per-step commits, deliberate amendments, and bad-step recovery.

📝 Written ● Intermediate

Give and receive code review with LingCode

Verify every review claim against code before classifying agree/disagree/unclear. Push back when wrong, implement when right.

📝 Written ● Intermediate

Finish a development branch

The closing checklist from green-tests to clean integration — merge, PR, or scrap. Diff audit, main-sync, post-merge cleanup.

📝 Written ● Intermediate

Customize permissions and env vars in settings.json

Where the settings file is, what shape it has, and how to allow safe commands by glob — user-wide or per-project.

📝 Written ● Beginner

Customize keybindings

Rebind ~/.claude/keybindings.json — chord shortcuts, submit key, Cursor / VS Code / Vim conventions imported.

📝 Written ● Intermediate

Reduce permission prompts by allowlisting safe commands

Scan transcripts, build a prioritized allowlist, save 3-second taxes on every ls, cat, and git status.

📝 Written ● Beginner

Undo bad AI edits

Roll back a project file, entitlements, or Info.plist after a bad agent edit — without touching git.

📝 Written ● Intermediate

Experiment safely with worktrees

Fork your project into a git worktree, let the agent try something speculative, merge only what you want.

📝 Written ● Advanced

Upload to TestFlight with the agent

Configure App Store Connect API keys once, then ask the agent to archive, sign, and upload your iOS build.

📝 Written ● Beginner

Switch providers mid-conversation

When Claude stalls, hand the same chat to DeepSeek or GPT-4. The new model inherits the entire conversation.

📝 Written ● Intermediate

Set up an App Store Connect API key

Generate, download, and register an ASC API key once — unblocks every future agent-driven ship.

📝 Written ● Beginner

Create and run your first Android emulator

Device Manager → + → New Android Emulator. iOS simulators and Android AVDs in one window, no Android Studio required.

📝 Written ● Beginner

Create an iOS or Mac app icon

Modern Xcode wants one 1024×1024 PNG and generates the rest. The single-size flow, the alpha-channel pitfall, and the one prompt that ships it.

📝 Written ● Intermediate

Create an Android adaptive icon

Two layers, a 66dp safe zone, per-launcher masking. The XML, the folder layout, and how to preview in your AVD.

📝 Written ● Intermediate

Create a custom SF Symbol

Make your logo behave like a system icon: scales with Dynamic Type, picks up .foregroundStyle, swaps weights. The template SVG and the one-line API difference.

📝 Written ● Beginner

Add a favicon to a /try project

/try doesn't host binary assets, so the standard favicon.ico flow doesn't apply. The inline-SVG, base64 PNG, and inline-manifest workarounds — plus the one-line PWA upgrade.

📝 Written ● Intermediate

Install and use the lingcode CLI

The same agent loops the Mac app uses — exposed as a terminal binary for scripts, servers, and one-shot prompts.

📝 Written ● Beginner

Permission modes: default, acceptEdits, plan

How often the agent should stop to ask. Shift+Tab cycles three modes; pick the one that matches your current risk level.

📝 Written ● Beginner

What is a skill — and how to install one

A skill is the smallest way to teach the agent a habit. Learn what one looks like, where it lives on disk, and the two ways to install one someone else wrote.

📝 Written ● Intermediate

Install and configure plugins

Bundle skills, hooks, and MCP servers into reusable plugins. Install per-user or per-project; namespaced to avoid collisions.

📝 Written ● Intermediate

Connect an MCP server

Give the agent typed tools for Linear, GitHub, your DB. Configure once; tools show up namespaced and approved per-call.

📝 Written ● Intermediate

Write a custom skill

Teach the agent a small reusable habit with one markdown file. Project-local or user-wide, manual or auto-invoked.

📝 Written ● Intermediate

Add custom hooks

Shell commands that run before tool calls or after prompts. Real policy enforcement — not advice you hope the model reads.

📝 Written ● Beginner

Read your usage and rate limits

Tokens spent, headroom remaining, time to reset. One panel, every provider, surfaced from the most authoritative source available.

📝 Written ● Intermediate

Magic Deploy a website

Paste a token, get a live URL. The agent detects the right host, picks the build settings, and deploys from chat.

📝 Written ● Beginner

Magic Install missing packages

One click to install what's missing. Detects npm, pip, Cargo, CocoaPods, and 20+ more package managers.

📝 Written ● Beginner

Magic Push: AI commit messages

Stage, generate a clean commit message from the actual diff, push — better than "wip", faster than writing by hand.

📝 Written ● Intermediate

Navigate background agents with the Agent View

The Agents sidebar is the cockpit for jobs you dispatched and walked away from. Row anatomy, status grouping, peek pane, and the one trust decision behind the dispatch input.

📝 Written ● Intermediate

Write a subagent

A specialist with its own system prompt, tools, and context window. Use one when a task has a clean boundary and shouldn't pollute the main chat.

📝 Written ● Advanced

Multi-agent swarms: when to use, when to skip

Spawning sub-agents multiplies tokens and complexity. The four patterns where swarms win, the three where a single agent beats them.

📝 Written ● Advanced

Run lingcode serve as a backend

The same agent loops as a local HTTP API with SSE streaming. Build your own bots, UIs, and CI integrations on top.

📝 Written ● Beginner

Explain terminal errors with AI

Right-click a cryptic error, get a short explanation in a floating popup. Out of the way of your main chat.

📝 Written ● Advanced

Author your own MCP server

Write a small TypeScript or Python server that exposes typed tools. The agent calls them correctly first time, every time.

📝 Written ● Intermediate

Publish a plugin to a marketplace

Bundle your team's plugins into a marketplace. One JSON manifest; one keystroke install for every teammate.

📝 Written ● Intermediate

Connect Linear and GitHub via MCP

End-to-end setup for two real MCP servers. Read a ticket, edit code, open a PR — one prompt.

📝 Written ● Beginner

Generate a CLAUDE.md with /init

The agent reads your codebase and writes the project-context file. Every future chat in the project gets it loaded automatically.

📝 Written ● Beginner

Review pull requests with /review

Run /review on a local branch or remote PR. First-pass review that points at what humans miss.

📝 Written ● Intermediate

Run /security-review on your branch

Focused threat-surface scan on your pending changes. Auth, input validation, secrets, injection — graded by severity.

📝 Written ● Beginner

Re-upload an iOS build to TestFlight

Beta-test your iOS update. Install Xcode, bump CFBundleVersion, archive, upload, wait. Direct links for every tool.

📝 Written ● Beginner

Re-upload an iOS app to the App Store

Ship your update to the public App Store. Bump version, archive, attach build, write release notes, submit for review.

📝 Written ● Beginner

Re-upload an Android app to Play Console

Beta or production. Install Android Studio, bump versionCode, build signed AAB, upload, pick a track. Direct links for every tool.

📝 Written ● Intermediate

First-time iOS App Store submission

Ship your first iOS app. Bundle ID registration, app record, screenshots, App Privacy, age rating, then archive and submit.

📝 Written ● Intermediate

First-time Android Play Console submission

Ship your first Android app. Developer account, signing, store listing, Data Safety, Content Rating, then submit.

📝 Written ● Advanced

Upload an Android app to Google Play for the first time

Signing key, Play App Signing, internal testing tracks, the metadata Google asks for. From signed AAB to live store listing.

Shipping & infrastructure

📝 Written ● Beginner

Deploy your app to LingCode Cloud

Ship a web app from the Mac IDE in one click. The Cloud button builds your project and hosts the static output at a live HTTPS URL — no host account, no deploy token, no DNS to start.

📝 Written ● Beginner

Connect a custom domain to your Cloud app

Put your own domain in front of an app deployed to LingCode Cloud. One DNS record, HTTPS issued automatically — apex + www, registrar steps, and the Cloudflare gotcha.

📝 Written ● Beginner

Draft a release announcement

One click reads your recent commits and drafts a Slack post, tweet, LinkedIn update, blog paragraph, and CHANGELOG entry — together.

📝 Written ● Intermediate

Codesign and notarize a Mac app for distribution

The full pipeline outside the App Store — archive, codesign, notarize, staple. The three macOS 26.2+ traps that will bite you.

📝 Written ● Beginner

Upload to TestFlight with an app-specific password

Ship from the Archive & Distribute sheet without an API key — archive once, export, upload with just your Apple ID. Why the password is needed and how to generate it.

📝 Written ● Intermediate

Fix common iOS signing errors

"No account for team," capability sync, automatic vs manual, six causes of "No matching provisioning profile" — scoped diagnostic ladder.

📝 Written ● Beginner

Buy a domain from Namecheap

The friendly default registrar. What it costs, what to skip, and what to do after the purchase to make the domain usable.

📝 Written ● Beginner

Buy a domain from Cloudflare Registrar

At-cost pricing, no upsells, no first-year bait. The trade-off: you have to use Cloudflare's DNS.

📝 Written ● Intermediate

Connect your domain to a server with DNS

A and CNAME records, TTL, propagation. Three commands that tell you whether DNS is actually working.

📝 Written ● Beginner

Buy a domain from Porkbun

Developer-favorite alternative. Clean UI, no upsells, free WHOIS privacy + email forwarding + SSL bundled in.

📝 Written ● Beginner

Buy a domain from GoDaddy

The biggest registrar and the one most upsell-heavy. How to escape the checkout with just a domain at a fair price.

📝 Written ● Beginner

Buy a domain from Gandi

European registrar with transparent flat pricing, free mailboxes included. Best for EU TLDs (.fr, .eu, .de).

📝 Written ● Beginner

Buy a domain from Hover

Premium "no upsells, just domains" registrar. Slightly higher prices, calmest checkout in the business, real human support.

📝 Written ● Beginner

Buy a domain from NameSilo

Budget registrar with flat near-cost pricing and a working API. Dated UI; functional everything else.

📝 Written ● Beginner

Buy a domain from Squarespace Domains

What's left of Google Domains. Cleanest dashboard in the business; prices climbed after the acquisition.

📝 Written ● Intermediate

Buy a domain from AWS Route 53

The right pick when the rest of your infra is on AWS. Alias records, ACM integration, your existing AWS bill.

📝 Written ● Beginner

Buy a server from DigitalOcean

The friendly default VPS. Five dollars a month for a real Linux box, with the calmest UI and best docs in the indie-cloud market.

📝 Written ● Beginner

Buy a server from Hetzner

The best price-per-RAM in the VPS market. Same shape as DigitalOcean, ~half the cost; drier UI.

📝 Written ● Beginner

Buy a server from Vultr

30+ data center locations worldwide. Pick this when your users are in Seoul, Mumbai, São Paulo, Sydney — places others don't cover.

📝 Written ● Intermediate

Buy a server from AWS EC2

The biggest, most flexible, most complex VPS. Pick it when the rest of your stack is on AWS; skip otherwise.

📝 Written ● Intermediate

Use Route 53 for a domain bought elsewhere

Delegate DNS to AWS without moving the registrar — the right move when your servers and certs live in AWS.

📝 Written ● Intermediate

Deploy a static site to S3 + CloudFront

The classic AWS static-hosting pattern. Once wired, deploys are three commands forever.

📝 Written ● Intermediate

Deploy with AWS Amplify Hosting

AWS's git-push-to-deploy service. The Vercel-equivalent on AWS, with honest tradeoffs.

📝 Written ● Intermediate

Run a Node API on AWS Lightsail

The simple corner of AWS. Fixed $5/month, one Linux box, ssh in and run your code.

📝 Written ● Advanced

Deploy a container to ECS Fargate

Production-grade container deployment on AWS. ECR + ECS + Fargate + ALB + Route 53, demystified.

📝 Written ● Intermediate

Prepare a fresh Linux server for production

The 20-minute hardening checklist between "I have a Linux server" and "I'm ready to deploy." Universal across providers.

📝 Written ● Intermediate

Install Postgres and Redis on your server

Backing services with the auth and binding defaults that aren't on by default. Self-host vs managed, honestly.

📝 Written ● Beginner

Pick a BaaS: Firebase vs Supabase

The decision before any tutorial. Data model, lock-in, pricing curves, working hello-worlds for each.

📝 Written ● Beginner

Buy a server from Linode

The Akamai-owned VPS that taught a generation of developers to rent Linux boxes. Stable, well-documented, slightly pricier than DO/Hetzner.

📝 Written ● Intermediate

Set up HTTPS with Let's Encrypt

Free TLS certificates with automatic renewal. Two commands gets you a real cert; one cron job keeps it valid forever.

📝 Written ● Intermediate

Put Cloudflare in front of any host

Free TLS, global CDN, DDoS protection, hidden origin. Add any domain to Cloudflare regardless of where it's registered.

📝 Written ● Intermediate

Deploy on Fly.io

Run Docker containers near your users — 30+ regions, machine-level granularity. The middle ground between PaaS and VPS.

📝 Written ● Beginner

Deploy on Railway

The easiest deploy in modern PaaS. Connect a GitHub repo, get a URL in seconds. Real Postgres/Redis sidekicks bundled.

📝 Written ● Beginner

Deploy on Render

The most Heroku-shaped of the post-Heroku PaaSes. Flat $7/mo plans; the bill is the bill.

📝 Written ● Beginner

Redeploy a website

Push code updates to Vercel / Netlify / Render / Cloudflare Pages / Railway / Fly.io. The redeploy command and time-to-live for each.

📝 Written ● Intermediate

Redeploy a self-hosted VPS

SSH, pull, restart. The manual flow, the deploy script, the one-line laptop version, and zero-downtime patterns.

📝 Written ● Beginner

Automate deploys with GitHub Actions

One YAML file. Tests on every PR, auto-deploy on push to main. Vercel, SSH, AWS, mobile — every common destination.

📝 Written ● Intermediate

Manage database migrations

Versioned schema changes that move every environment to a specific shape. Prisma, Drizzle, or raw SQL — pick one, never edit a deployed migration.

📝 Written ● Beginner

Set up uptime monitoring

External pings that wake you when your site goes down — before users notice. UptimeRobot, the /health endpoint, alert channels, status pages.

Backend integrations

📝 Written ● Intermediate

Connect a managed backend to your project

One menu click gives a project its own Postgres + auth + storage + realtime + vector search — no external services, no keys. The agent provisions tables and builds against it from a prompt.

📝 Written ● Intermediate

Use LingCode Cloud in your own app

Take a backend outside /try: load the SDK, set the data URL + anon key, and call from().select(), auth, storage, and realtime — plus the table-CRUD patterns (no JOINs, no upserts) so your code works the first time.

📝 Written ● Intermediate

Call ElevenLabs & other APIs from your backend

Store a third-party key encrypted on your backend and call it from your app without leaking it — the elevenlabs-tts and http-fetch function templates, plus the egress allow-list.

📝 Written ● Intermediate

Add semantic & hybrid search

Meaning-based and hybrid (full-text + vector) search with built-in pgvector and managed embeddings — no external vector DB or embedding key to wire up.

📝 Written ● Intermediate

Require MFA on your backend

Add TOTP multi-factor auth and rotating refresh tokens to your backend's users — a console toggle plus two SDK calls; the data API enforces it.

📝 Written ● Beginner

Scan your backend with Advisors

One-click security + performance lint: catch RLS-disabled tables, unsafe policies, missing primary keys, and unindexed foreign keys before users do.

📝 Written ● Intermediate

Build with the Claude API

The Anthropic SDK with prompt caching, full tool-use loop, streaming, and dated-snapshot model migrations. Cut spend by half on day one.

📝 Written ● Intermediate

Dispatch parallel agents for independent tasks

The two-question test for parallelism. Three patterns where it cuts wall time, four traps where it produces conflicting writes.

📝 Written ● Intermediate

Run a prompt on a schedule — /loop vs /schedule

Two time-shifting tools for different problems. The three-question picker, two worked examples, and the cleanup discipline.

📝 Written ● Beginner

Set up Stripe API keys

Four keys — publishable and secret, test and live. Knowing which goes where prevents the two Stripe accidents that hurt.

📝 Written ● Intermediate

Set up Stripe webhooks

How Stripe tells your server something happened. Signature verification, idempotency, and local-dev tunneling.

📝 Written ● Intermediate

Sign in with Google (OAuth)

Let users sign in with their Google account. Three values from Google Cloud Console; the rest is your code.

📝 Written ● Intermediate

Sign in with GitHub (OAuth)

Sign-in for developer audiences. One GitHub OAuth App, twelve clicks. Twin to Google OAuth.

📝 Written ● Beginner

Auth with Clerk

Drop-in managed auth. Sign-up, sign-in, social providers, organizations, MFA — out of the box. Four components and you're done.

📝 Written ● Intermediate

Auth with Auth0

Enterprise-grade auth. SAML/SSO, SCIM, Organizations, custom Actions. The right call when IT departments demand identity-provider plug-in.

📝 Written ● Intermediate

Send transactional email with Resend

Dev-first email API. The slow part is DNS for SPF/DKIM/DMARC; once verified, your mail lands in inbox not spam.

📝 Written ● Beginner

Send email with Postmark

Deliverability-first email API. Strict acceptable use, transactional-only, best inbox placement in independent tests.

📝 Written ● Beginner

Send email with SendGrid

Largest email API by volume; enterprise features (sub-accounts, dedicated IPs, IP warmup). Marketing + transactional in one tool.

📝 Written ● Intermediate

Send email with AWS SES

$0.10 per 1K emails. More AWS-flavored setup (IAM, sandbox exit, SNS-driven bounce handling). Pick at scale or when already on AWS.

📝 Written ● Beginner

Set up Sentry error tracking

Catch errors in production before users have to tell you. SDK install, DSN, releases, source maps, alerts.

📝 Written ● Beginner

Uptime monitoring with Better Stack

Get paged when your site goes down — by something other than your customers. Monitors, on-call, status page, heartbeats.

📝 Written ● Intermediate

Upload files to S3 or Cloudflare R2

Add file uploads to your app. Presigned URLs for direct browser uploads; same code for S3 or R2; CORS, validation, serving back.

📝 Written ● Beginner

Set up Supabase (database + auth)

Postgres + Auth + Storage in one signup. Anon key, RLS, your first table, OAuth providers, realtime subscriptions.

📝 Written ● Intermediate

Background jobs with Inngest

Run code after the response. Define a function, send an event, get durable retries + cron + delays — no Redis to manage.

📝 Written ● Beginner

Product analytics with PostHog

Track events, build funnels, watch session replays, run feature flags. One tool, one signup.

📝 Written ● Beginner

Set up Neon (managed Postgres)

Serverless Postgres with branching. One branch per pull request; scale-to-zero pricing; generous free tier.

📝 Written ● Beginner

Set up PlanetScale (MySQL)

Serverless MySQL on Vitess. Non-blocking schema changes through deploy requests; database branching.

📝 Written ● Intermediate

Set up Algolia search

Instant search-as-you-type with typo tolerance, faceting, ranking. Drop in the React/Vue UI library; sub-100ms queries.

📝 Written ● Intermediate

Self-hosted search with Meilisearch

Open-source search engine in a single Rust binary. Run on a $5 VPS; same UI library as Algolia at a fraction of the cost.

📝 Written ● Intermediate

Set up Typesense search

Open-source search with native semantic + vector + geo. Single binary or Typesense Cloud. Algolia-like DX without per-record fees.

📝 Written ● Beginner

Marketing email with Loops

Newsletters, onboarding sequences, win-backs. Drag-and-drop editor and audience filters that read like English.

📝 Written ● Intermediate

Log management with Axiom

Ship structured logs from any backend. APL queries, 30-day retention free, monitors that page on patterns Sentry can't see.

📝 Written ● Intermediate

Take payments with Polar (merchant of record)

Polar handles sales tax, VAT, GST, and chargebacks for you. The Stripe alternative for indie SaaS shipping globally.

📝 Written ● Intermediate

Cache and rate-limit with Upstash

Serverless Redis over HTTP. Cache hot queries, throttle abusive callers, queue background jobs — without running a Redis box.

📝 Written ● Intermediate

Vector search with Pinecone

Store embeddings, do semantic search, build RAG. Foundation of any AI feature that needs to "remember" your data.

Building specific things

📝 Written ● Beginner

Build a pitch deck

Step-by-step: from blank prompt to a 6-slide investor deck ready to download as PowerPoint.

📝 Written ● Beginner

Build an analytics dashboard

KPI cards with Chart.js charts. One prompt generates a complete SaaS-style dashboard.

💻 Interactive ● Intermediate

Build a Shopify section

Liquid templates with live preview. Generate production-ready code for Shopify theme upload.

📝 Written ● Intermediate

Build a multi-page website

Named code blocks, internal page linking, and self-contained CSS. Scale beyond single files.

📝 Written ● Intermediate

Pair-audit Solidity with Claude Code Native + LingModel

Two-model workflow for crypto devs: draft in Claude Code Native, audit with LingModel, reconcile against Foundry tests, ship audit-worthy code.

Tips & tricks

📝 Written ● Intermediate

Stress-test your plan with /grill-me

LingCode plays hostile interviewer — walking every decision branch, failure path, and step interface until assumptions surface.

📝 Written ● Intermediate

Debug systematically with LingCode

The five-step protocol: reproduce → isolate → hypothesize → test the hypothesis (not the fix) → narrow to a minimal fix with a regression test.

📝 Written ● Intermediate

Test-driven development with LingCode

TDD as anti-hallucination tool — verify red is really red, mutation-test each new green, refactor only while green.

📝 Written ● Intermediate

Verify before claiming done

Evidence over assertion. Three failure modes — compiles but does nothing, tests pass nothing, code never ran — and the discipline that catches them.

📝 Written ● Intermediate

Simplify changed code with /simplify

Five-category review pass: missed reuse, over-abstraction, defensive-impossible code, dead branches, narrating comments.

📝 Written ● Beginner

Writing better prompts

Prompt patterns that consistently produce polished, production-ready results on the first try.

📝 Written ● Advanced

Test and observe your LLM app

Evals as unit tests for prompts, traces as production observability. The minimum viable setup before you ship.

📝 Written ● Intermediate

Iterating on your prototype

How to refine, tweak, and branch from existing outputs without starting over.

📝 Written ● Beginner

Exporting to PDF and PowerPoint

One-click export directly from the preview pane. Works for decks, reports, and any HTML.

🎥 Video ● Advanced

Running across all providers

Side-by-side comparison workflow. Run the same prompt on Claude, DeepSeek, GPT-4, and more.

Provider setup

📝 Written ● Beginner

Claude (Anthropic)

Getting your Anthropic API key and connecting it to LingCode for full tool use.

📝 Written ● Beginner

DeepSeek

Fast, cheap, and capable. Setting up DeepSeek V4 with your API key in minutes.

📝 Written ● Beginner

OpenAI / GPT-4

Connecting GPT-4o and other OpenAI models to the playground.

📝 Written ● Beginner

LingModel (built-in)

The built-in managed model. Free tier available — no API key needed to get started.