Files
Oleg Isonen d186d24501 feat: Improve MCP project audits, visual verification, and dynamic content authoring (#5874)
This update helps AI agents understand, audit, and visually verify
Webstudio projects more reliably. It also adds clearer guidance for
expressions, Collections, screenshots, and responsive rendered audits.

### Audit complete projects

- Run one `audit` command across accessibility, SEO, security, assets,
styles, and performance.
- Audit the whole project or focus on a specific page, scope, or
severity.
- Receive stable findings with locations, explanations, and recommended
fixes.
- Continue large result sets through pagination without repeating
general guidance.

### Audit the rendered website

- Build and inspect the generated website, rather than relying only on
stored project data.
- Check every static page at representative mobile, tablet, and desktop
widths.
- Use one suitable viewport inside each configured breakpoint range.
- Reuse the same browser and resize pages between captures for
substantially faster audits.
- Process multiple pages concurrently while keeping resource use
bounded.
- Supply concrete examples for dynamic routes such as blog posts.
- Review and confirm unusually large screenshot plans before they run.

### Find visual and performance problems

Rendered audits can detect:

- Horizontal page overflow.
- Broken images.
- Images loaded eagerly below the fold.
- Images that are much larger than their rendered size.
- Render-blocking resources.
- Legacy font formats.
- Pages that fail to load or redirect somewhere unexpected.
- Pages captured before their layout becomes stable.

Detailed screenshots, measurements, failures, and timing evidence are
saved locally for further inspection.

### Capture generated pages directly

- Capture a project route with `webstudio screenshot --path /route`.
- Automatically generate and start a temporary production-style preview.
- Stop the temporary preview after the screenshot is captured.
- Return navigation, responsive layout, and page-size evidence with JSON
output.
- Allow external image domains needed by the generated preview.

### Reuse generated previews

- Cache generated preview builds when the project has not changed.
- Reuse preview dependencies across regenerations.
- Keep preview dependencies isolated from the user’s project
dependencies.
- Surface preview build and startup failures with useful diagnostic
output.
- Include local project assets in generated previews.

### Author Collections correctly

- Explain when Collection is required for arrays and objects.
- Guide agents to bind the complete iterable instead of one item or the
response wrapper.
- Explain how Collection repeats its children for every entry.
- Explain current-item and current-key scope.
- Preserve Webstudio’s generated Collection parameters.
- Guide agents to use stable values for repeated interactive components.

### Write expressions with fewer mistakes

- Add a dedicated `webstudio://project/expressions` reference.
- Document expression scope, supported syntax, and supported methods.
- Explain how resources, variables, Collections, actions, and `system`
values are accessed.
- Distinguish fixed values from runtime expressions.
- Provide valid examples for text, props, resource URLs, headers, query
parameters, and bodies.
- Warn agents that valid syntax does not guarantee that runtime data has
the expected shape.

### Improve agent discovery

- Make Collection and expression workflows discoverable through
`meta.guide`.
- Return Collection-specific instructions through `components.get`.
- Point relevant command schemas to the expression reference.
- Keep detailed guidance available without placing it in every tool
response.

### Improve audit reliability

- Report which rendered captures passed, found issues, failed, or were
skipped.
- Distinguish planning, preview, capture, and cleanup failures.
- Include actionable retry instructions with rendered failures.
- Preserve completed evidence when part of an audit fails.
- Detect stale or conflicting preview servers more clearly.
- Support cancellation and bounded capture timeouts.

### Improve packaged CLI verification

- Add a release-shaped CLI smoke test.
- Install the packed CLI in an isolated temporary project.
- Fail on peer-dependency warning floods.
- Verify preview, screenshots, MCP calls, rendered audits, and generated
assets.
- Confirm that generic React Router previews do not include Docker-only
image dependencies.
- Keep CLI and MCP stdout machine-readable while progress remains on
stderr.

## User Impact

Agents can now audit a real rendered Webstudio site, inspect responsive
behavior, find concrete visual and performance problems, and provide
evidence for their conclusions. They also receive much clearer
instructions when turning API data into repeated content or writing
dynamic expressions.
2026-07-14 13:52:09 +02:00
..
2023-09-01 13:50:24 +02:00
2026-02-05 10:25:17 +01:00
2026-07-12 11:27:58 +02:00

Webstudio CLI

The Webstudio CLI helps you to link, sync and build projects from Webstudio Cloud. This README will guide you through the process of setting up a Webstudio project on your local machine and continually sync it with the cloud.

Prerequisites: Installing Node.js

You need Node.js to use the Webstudio CLI. If Node.js is already installed in your system, you can skip ahead to the section on installing the Webstudio CLI.

To install Node.js using NVM, first install NVM by running:

curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.5/install.sh | bash

Once NVM is installed, you can install Node.js version 22 by running:

nvm install 22

Verify your Node.js installation by checking its version:

node --version

Installing the Webstudio CLI

To get started with the Webstudio CLI:

  1. Download and install the CLI using the following command:

    npm install -g webstudio@latest
    
  2. Confirm the installation by checking the CLI version:

    webstudio --version
    
  3. To keep your CLI updated, use the same command used for installation whenever a new release is available.

Initiating a Webstudio Project

Now, you can run a Webstudio project on your local machine using this command:

webstudio

This will initiate the flow to connect your Webstudio Cloud project and build it in your local computer. The default flow will guide you through the steps. You can also perform all the operations individually using independent commands.

Commands

Here is the list of independent commands:

  • version
  • help
  • link
  • sync
  • build

The link command syncs your local Webstudio project with the project from the cloud. This means that any changes made in the cloud can be synced to the local project, once they are published.

You can link a project from Webstudio Cloud with the following command:

webstudio link

This command will prompt you to paste a link which you can create using the Share option in your project.

Make sure to provide Build access when generating the link in Webstudio Cloud.

sync

Once the project is linked, use the sync command to sync it with the cloud:

webstudio sync

Make sure to publish the project in Webstudio Cloud before running the sync command in your local Webstudio project.

build

Now, you can build your project with the build command:

webstudio build

During this phase, the CLI establishes the necessary routes and pages, scaffolding the entire application using the default Remix template. Additionally, all assets, such as images and fonts are downloaded to the assets folder inside the public directory.

Once the project is scaffolded, you can run npm install and then npm run dev to run your app in development mode.

If you want to build a production version of the app, you can run npm run build.

Deployment

Vercel

Once you've built the project locally, you can use the Vercel CLI to deploy your project directly to Vercel:

vercel deploy

Follow the instructions here to install the vercel CLI. We plan to add more deployment targets in future.

Netlify

If you want to deploy to netlify, you can use Netlify CLI to deploy your project directly to Netlify:

netlify deploy

You can configure the project to support netlify serverless/edge-functions respectively, as deployment target at the time of initially setting up your project. Please check the initiating-a-webstudio-project section.

You can manually change it using the build command. For serverless functions:

webstudio build --template netlify

Important Notes

If you use vercel build before vercel deploy, make sure to clean your app folder in the project afterward.

Vercel injects a few files to support and deploy Remix using their CLI, but these files are not necessary for your project when you use it locally.