Cursor is one of the best AI coding editors available. It autocompletes, explains, refactors, and edits across your codebase — all inside an IDE you already know. But once you move past code and into the real-world output layer — images, videos, web data, storage — Cursor stops short.
This guide covers exactly what Cursor can do, where it ends, and how to extend it with the full capability layer your agent workflows need.
What Cursor Does Well
Cursor's native capabilities are genuinely excellent within the code domain:
| Capability | Cursor Native |
|---|---|
| Code completion | ✅ Tab autocomplete across entire files |
| Multi-file editing | ✅ Composer mode for cross-file changes |
| Codebase Q&A | ✅ Ask questions about your full codebase |
| Terminal command execution | ✅ Agent mode runs shell commands |
| Code explanation & refactoring | ✅ Chat panel, inline suggestions |
| Debugging & error fix | ✅ Inline error detection and fixes |
| File generation | ✅ Creates new files from prompts |
These are the capabilities that make Cursor worth using. They're solid, fast, and integrated directly into your editor workflow.
Where Cursor Stops
The gaps appear the moment your project needs output beyond code and text:
| Capability | Cursor Alone | Reality |
|---|---|---|
| Image generation | ❌ | No image output from agent mode |
| Video generation | ❌ | No video tooling in agent workflow |
| Music/audio generation | ❌ | No audio generation runtime |
| Image understanding | ❌ | No unified vision runtime |
| Video analysis | ❌ | Requires separate provider setup |
| Web search | ❌ | Depends on external tooling |
| Grounded web search | ❌ | No grounded search flow |
| Web crawl | ❌ | No reusable crawl runtime |
| Cloud storage | ❌ | No shared asset storage layer |
| Page publishing | ❌ | No built-in publishing surface |
This is the full capability gap. If your Cursor agent is building a landing page, it can write the HTML and CSS. The moment you need a hero image, a product demo video, or live competitor pricing data — it stops.
The Fix: One CLI Across All Capabilities
AnyCap is a capability runtime designed for coding agents. It gives Cursor a unified CLI for every missing capability — one install, one login, every model.
Install AnyCap for Cursor:
# Install the CLI
curl -fsSL https://anycap.ai/install.sh | sh
# Authenticate
anycap login && anycap status
# Install the Cursor skill
npx -y skills add anycap-ai/anycap -a cursor -y
After install, Cursor's agent mode can call anycap commands directly in terminal — the same way it runs npm install or git push.
→ Get started with AnyCap — 250 free credits
Image Generation in Cursor
Generate images, mockups, and visual assets directly from your Cursor session:
# Generate a hero image
anycap image generate \
--prompt "a minimal SaaS dashboard on a white background, clean UI, flat design" \
--model seedream-5 \
-o hero.png
# Edit an existing image
anycap image generate \
--prompt "change the background to gradient blue" \
--model nano-banana-pro \
--param source=./hero.png \
-o hero-v2.png
Available image models: Seedream 5 (polished first pass), Nano Banana Pro (editing loops), Nano Banana 2 (fast iteration), GPT Image 2 (OpenAI-native), FLUX Kontext Max (design-heavy work).
For a full guide: How to Add Image Generation to Cursor.
Video Generation in Cursor
Turn your Cursor agent into a video producer — product demos, walkthroughs, and motion content:
# Generate a product walkthrough
anycap video generate \
--prompt "a SaaS product demo, dashboard UI in action, smooth transitions, clean look" \
--model veo-3.1 \
-o walkthrough.mp4
# Image-to-video from a still
anycap video generate \
--prompt "gentle push-in, UI elements animate in" \
--model veo-3.1 \
--mode image-to-video \
--param images=./hero.png \
-o demo.mp4
Available video models: Veo 3.1 (premium quality), Kling 3.0 (cinematic motion), Seedance 2.0 (consistent output), Sora 2 Pro (realistic physics), Hailuo 2.3 (expressive character motion).
For a full guide: How to Generate Video with Cursor.
Web Search in Cursor
Give your Cursor agent live web access — competitor research, live docs, current pricing:
# Standard web search
anycap search --prompt "best practices for React Server Components 2026" --citations
# Grounded search with cited sources
anycap search --mode grounded \
--prompt "current pricing for Vercel Pro vs Netlify Pro" \
--citations
Your Cursor agent can now pull live data mid-session without leaving the editor. Research, code against current APIs, and fact-check technical claims — all from the same terminal.
Web Crawl in Cursor
Extract full page content from any URL — not just snippets, but complete markdown:
# Crawl a competitor's pricing page
anycap crawl --url "https://competitor.com/pricing" --format markdown -o pricing-data.md
# Crawl documentation
anycap crawl --url "https://docs.example.com/api" --format markdown -o api-docs.md
Your Cursor agent reads the crawled content as text and incorporates it into code, copy, or analysis — without browser tabs or copy-paste.
Cloud Storage in Cursor
Cursor generates files — images, videos, reports. AnyCap Drive gives them a persistent home with shareable URLs:
# Upload a generated asset
anycap drive upload ./hero.png --name "launch-hero"
# Output: https://cdn.anycap.ai/your-asset/launch-hero.png
# Share this link directly — no additional hosting setup
Without storage, every file your Cursor agent generates disappears when the session ends. With AnyCap Drive, generated assets persist with public CDN URLs you can embed anywhere.
Image Understanding in Cursor
Give Cursor's agent the ability to read and interpret visual content:
# Analyze a screenshot for UI issues
anycap image read \
--file ./screenshot.png \
--prompt "What UI problems do you see? List them by severity."
# Extract text from an image
anycap image read \
--file ./mockup.jpg \
--prompt "Extract all text visible in this design"
Your Cursor agent can now review designs, check UI inconsistencies, read screenshots, and extract information from visual assets — without switching to a separate vision tool.
Music Generation in Cursor
Add background music and audio to content your Cursor agent produces:
# Generate background music for a product video
anycap music generate \
--prompt "upbeat corporate background track, 60 seconds, no vocals, modern" \
--model suno-v5 \
-o background.mp3
Available music models: Suno V5, Suno V5.5, ElevenLabs Music, Mureka V8.
Full Capability Summary
After adding AnyCap, here's the complete Cursor capability picture:
| Capability | Without AnyCap | With AnyCap |
|---|---|---|
| Code generation | ✅ Native | ✅ Native |
| Image generation | ❌ | ✅ anycap image generate |
| Image editing | ❌ | ✅ anycap image generate (edit mode) |
| Image understanding | ❌ | ✅ anycap image read |
| Video generation | ❌ | ✅ anycap video generate |
| Video analysis | ❌ | ✅ anycap video analyze |
| Music generation | ❌ | ✅ anycap music generate |
| Web search | ❌ | ✅ anycap search |
| Grounded search | ❌ | ✅ anycap search --mode grounded |
| Web crawl | ❌ | ✅ anycap crawl |
| Cloud storage | ❌ | ✅ anycap drive upload |
| Page publishing | ❌ | ✅ anycap page publish |
One install. One credential. Everything your Cursor agent was missing.
Why One CLI Matters for Cursor Workflows
Cursor agents execute sequences of shell commands. Adding separate providers means separate installs, separate API keys, and separate authentication flows per capability — per Cursor session.
AnyCap consolidates everything into one binary, one login, and one command surface. Your Cursor agent doesn't need to know which video model it's calling or how authentication works for each provider. It calls anycap video generate, specifies a model, and gets a file path back.
FAQ
Does AnyCap replace Cursor?
No. AnyCap is a capability runtime that runs alongside Cursor. You keep Cursor for code, planning, and in-IDE execution — and add the image, video, web, and storage tools it doesn't ship with.
Do I need separate API keys for each model?
No. One AnyCap account covers all models across image, video, music, and search. The runtime manages provider credentials internally.
Does this work in Cursor's agent mode?
Yes. Cursor's agent mode executes shell commands. AnyCap is a CLI tool. anycap image generate works exactly like npm install or git commit from Cursor's terminal.
Which image model should I start with?
Start with Seedream 5 for first-pass image generation (polished output from a text prompt). Switch to Nano Banana Pro when the task starts from an existing image that needs editing or revision.
Which video model should I start with?
Start with Veo 3.1 for premium first-pass video from a text prompt. Switch to Kling 3.0 for cinematic motion and image-to-video workflows. See Best AI Video Models for Cursor for the full comparison.
What to Read Next
- How to Add Image Generation to Cursor (2026) — Step-by-step image generation guide for Cursor workflows.
- How to Generate Video with Cursor (2026) — 3-method video generation guide.
- Best AI Video Models for Cursor 2026 — Veo 3.1 vs Kling 3.0 vs Seedance 2.0 compared.
- Claude Code vs Cursor: Which AI Coding Agent Wins? — Side-by-side comparison of both agents.
- What Is a Capability Runtime? — The architecture behind AnyCap.
Written by the AnyCap team. We build the capability runtime that gives Cursor, Claude Code, and Codex image, video, search, and storage through one CLI.