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By AnyCap Team · Last updated April 7, 2026
AI agents can reason.
They still need capabilities.
The gap usually appears the same way every time: the agent can plan the work, but it cannot generate the image, create the video, read the screenshot, or inspect the recording through a consistent runtime. Whether you use Claude Code, Cursor, Codex, or another assistant shell, the fix is usually not a brand-new agent. It is the missing capability layer around the one you already like.
How to use this page
This page exists to turn a vague sense of agent limitation into a concrete capability decision. Instead of treating the agent as either fully capable or fully blocked, the table shows where the gap actually sits and which layer can close it.
In practice, that helps teams choose the next page faster. Once the missing outcome is identified as image, video, vision, or another adjacent workflow, it becomes easier to route the reader to the right capability, guide, or product-specific page.
Common breakpoints
Where agents hit the wall first
These are the common workflows where coding agents hit a hard boundary and need an external capability layer.
| Capability | Without AnyCap | Add with AnyCap | Best next move |
|---|---|---|---|
| Image generation | Not built in | Generate mockups, thumbnails, and creative assets | Use the Image Generation capability page |
| Video generation | Not built in | Create demos, walkthroughs, and short clips | Use the Video Generation capability page |
| Image understanding | No consistent agent runtime | Read screenshots, diagrams, and visual references | Use the Image Understanding capability page |
| Video analysis | Separate provider work | Analyze recordings through the same CLI | Use the Video Analysis capability page |
Use the rightmost column to jump to the shortest next page for the exact missing capability.
Choose the shortest page for the missing capability
Image gap
Image Generation
Best page when the missing capability is product visuals, marketing assets, mockups, or creative output.
Video gap
Video Generation
Best page when the missing capability is demos, walkthroughs, motion assets, or short clips.
Vision gap
Image Understanding
Best page when the workflow starts from screenshots, diagrams, OCR, or visual QA.
Analysis gap
Video Analysis
Best page when the problem lives in a recording instead of a text log or static screenshot.
FAQ
What do AI agents usually miss first?
The first missing pieces are usually image generation, video generation, screenshot understanding, and recording analysis. The agent can plan the work, but it cannot finish those tasks through a consistent runtime.
Can coding agents generate images or videos on their own?
Not as a built-in capability layer. Some agents can call custom tools, but most teams still need to add a consistent runtime for image generation, video generation, and media understanding.
Do I need to switch agents to get those capabilities?
No. The point of AnyCap is to keep the agent you already use and add the missing capability layer around it.
Where should I start if I already like my current agent?
Start with the capability page that matches the missing task, such as image generation, video generation, image understanding, or video analysis. If you need the agent-specific entry first, use the Equip Agents pages.