AI Engineering Tools Landscape

Coding with AI Bootcamp — reference · updated 20 April 2026 · Patrick van Staveren
App Generators
Prompt → App
"Describe it, get a working app — batteries included"
Best for: Rapid prototypes, MVPs, non-technical builders, PM demos
★
Lovable browser
Full-stack React/TS apps from prompts. Best-in-class UI quality. Native Supabase integration. One-click deploy.
~$25/mo Pro (shared across unlimited users) · Credit-based · GitHub sync
Google AI Studio browser
Free Gemini 3 access. "Build" mode for vibe coding apps. One-click deploy. Text, image, audio & video models in one playground.
Free tier · Google ecosystem · Gemini API keys
Bolt browser
By StackBlitz. AI builder for websites, apps, and prototypes with design-system support, built-in hosting, databases, auth, analytics, custom domains, and multiple model options.
Free tier · Pro $25/mo · Teams $30/user/mo · Built-in hosting/databases
Replit browser IDE
Cloud IDE + Agent 4. Parallel agents, infinite canvas design, multiple artifacts. Auto-tests and auto-debugs. 50+ languages.
Credit-based · From $20/mo Core · Built-in DB, auth & hosting
And many more: v0, Base44, Anything, Blitzy, Hostinger Horizons, Tempo …
Common infrastructure defaults
Supabase (Postgres DB, auth, storage) and Vercel (frontend deploy) show up as defaults in most app generators — but they're not AI-specific. Netlify, Cloudflare Pages, Fly.io, Firebase, or whatever you already use works just as well.
AI-Native Editors
IDE + Agent
"Your editor, supercharged with AI agents"
Best for: Day-to-day dev work, refactoring, feature builds — and devs who still want hands on the keyboard
Cursor desktop IDE
VS Code fork rebuilt around AI. Indexes entire repos. Composer 2 for multi-file edits. Tab autocomplete model. BugBot PR review. Background agents. Multi-model.
~$20/mo Pro · Also in JetBrains via ACP
GitHub Copilot IDE plugin
Most widely adopted. Agent mode for autonomous edits. Coding Agent assigns issues → PRs. MCP + multi-model support.
VS Code, JetBrains, Visual Studio, Xcode · Plan/Agent/Edit modes
And many more: Windsurf, JetBrains AI, Zed AI, Trae, Void …
Bootcamp Focus
Agentic Coding
Agent-First
"Skip the editor — talk directly to the agent"
Best for: Production codebases, deep refactoring, experienced engineers
★
Claude Code CLI + App
Anthropic's leading agent. Deep codebase understanding via large context. Git-aware. Skills/MCP extensible. Transparent operation.
Claude Sonnet/Opus · Configurable approval modes · Local-first
Codex CLI + App
OpenAI's agent. Open-source, Rust-built. Multi-agent workflows (fork sub-tasks). Skills system. Cloud mode for async work. Desktop app + CLI + IDE.
GPT-5.x · Web search built in · Plugin/MCP ecosystem
Gemini CLI CLI
Google's terminal agent. ReAct loop with built-in tools. Strong on frontend/UI tasks. Multimodal input support. Generous free tier.
Gemini models · Free tier · Open source
And many more: Kiro CLI, Qwen Code, Crush, Devin, Junie CLI, Aider, Kilo Code, Cline …
AI Code Review
Automated PR Review
"AI reviewers that catch bugs before your teammates and customers do"
Best for: Teams wanting faster, more consistent code review and fewer bugs in production
Claude Code Review GitHub app
Anthropic's code review agent. Multi-agent analysis on GitHub PRs via @claude mention or auto-assignment. Deep codebase context. Inline comments with severity levels and suggested fixes.
Research preview · Team & Enterprise only · Not available with Zero Data Retention
GitHub Copilot Code Review GitHub built-in
Native GitHub PR reviewer. Request review from "Copilot" like any teammate. Inline suggestions you can commit directly. Custom coding guidelines support.
Native GitHub review flow · Suggested fixes · Org-level enablement available
Cubic GitHub app
AI-native review platform. 2-click GitHub install. Learns your team's standards. Inline feedback in seconds, one-click fixes, intelligent diff ordering. Also does full codebase scans.
Free for OSS · From $30/mo Team, $79/mo Pro (annual) · SOC 2 compliant
CodeRabbit GitHub/GitLab app
Most-installed AI app on GitHub (3M+ repos, 15K+ customers). Line-by-line suggestions, 1-click fixes, codegraph analysis. PR + IDE + CLI review across GitHub, GitLab, Azure DevOps & Bitbucket.
Free for OSS · $24/seat/mo Pro (annual) · Enterprise
And many more: Devin Review, Greptile, Sourcery, Qodo Merge, Graphite AI Reviews …
AI QA & Testing
Automated Testing
"AI that tests your app so you don't ship bugs"
Best for: QA teams, developers wanting automated test coverage, teams scaling without dedicated QA
Thunders platform
AI test automation platform. Natural language test creation, self-healing tests that adapt to UI changes. Web, mobile & API testing. AI personas for SEO, accessibility & security audits.
Starter €300/mo · Pro €800/mo · Enterprise custom
Mabl platform
Agentic AI testing platform for web, mobile, APIs, accessibility, and performance. Emphasizes auto-healing, end-to-end coverage, and IDE/CLI workflows.
Free trial · Enterprise pricing · Jira/GitHub/Slack integrations
And many more: Momentic, QA Wolf, TestSprite …
Always-On Agents
Personal AI That Runs 24/7
"AI that works while you sleep — scheduling, automating, and acting on your behalf"
Best for: Personal automation, async workflows, always-available assistants
OpenClaw self-hosted
Open-source personal AI assistant you run on your own devices. Multi-channel, local-first, always-on, with voice, Canvas, memory, skills, and broad messaging-platform support.
Multi-model · MCP/skills · Self-hosted · Free
And many more: NemoClaw, Dreamer, Nanobot, Claude Cowork, Microsoft Copilot, Lindy …
These categories aren't walls — tools are converging fast. The best AI-assisted developers reach for different tools at different moments.
This bootcamp focuses on Claude Code because understanding the terminal agent paradigm gives you the deepest foundation. Everything else is a layer of abstraction on top.
★ Bootcamp primary tool ★ Covered in bootcamp
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