INFRA LABS // HOME OF FORMA
INDEPENDENT AI PROJECTS // EARLY STAGE

TOOLS FORBUILDING BETTER.

Infra Labs is the home for FORMA and future software projects. We build practical tools that help developers inspect, understand, and improve the interfaces they ship.

Explore FORMA
FORMA // VISUAL FEEDBACK LOOP
MODEL + BROWSER + CODING AGENT
01Open a page in the FORMA browser
02Capture a screenshot and browser evidence
03Ask the visual auditor for a structured review
04Use your coding model to decide what to change
05Inspect the result in the browser
A REAL WORKFLOW // NO PERFORMANCE CLAIMS
$ forma audit https://your-site.example
> Browser evidence collected
> Screenshot sent to the configured FORMA endpoint
> Review findings before making changes
YOU CHOOSE THE CODING MODEL AND PERMISSIONS
INFRA LABS—FORMA VISION AUDITOR—FORMA CLI—FORMA MCP—BUILDING IN PUBLIC—INFRA LABS—FORMA VISION AUDITOR—FORMA CLI—FORMA MCP—BUILDING IN PUBLIC—
PROJECTS FROM INFRA LABS
[FORMA_MODEL]
[FORMA_CLI]
[FORMA_MCP]
[OPEN_SOURCE]
[EARLY_STAGE]
[MORE_TO_COME]

ONE LAB.
THREE PARTS.

A visual audit model, a terminal agent, and browser tools for MCP clients.

01 // FORMA VISION AUDITORMODEL
Screenshot + measured browser context
→ Structured UI/UX audit report

A specialist visual reviewer.

FORMA is a fine-tuned Qwen2.5-VL adapter for preliminary, evidence-oriented UI/UX audits. It reviews screenshots with browser measurements and returns a structured report. It does not browse, call tools, or edit code by itself.

02 // FORMA CLITERMINAL
$ npm install --global @forma-ai/forma
$ forma audit https://your-site.example

A coding workflow with eyes.

The CLI pairs a coding model you configure with a permissioned Playwright browser and the FORMA vision auditor.

CLI WEBSITE ↗
03 // FORMA MCPMCP
Browser inspection tools
→ MCP-compatible hosts

Browser tools across clients.

The MCP server exposes browser navigation, screenshots, page inspection, accessibility signals, and approved interactions to MCP-compatible apps.

MCP WEBSITE ↗
04 // INFRA LABSIN DEVELOPMENT
Independent software projects
Built and shared as they are ready

A small lab for useful ideas.

Infra Labs is developing FORMA and one additional project. We will share details when that project is ready to introduce.

THE MODEL

A SPECIALIST, NOT AN AGENT.

The FORMA adapter is trained for screenshot-based UI/UX auditing. A separate coding model handles code, tool selection, and edits.

[SCOPE] The visual model is a review aid. Treat its findings as suggestions and verify them against the page.
THE WORKFLOW
01 // OPEN PAGE IN BROWSER
02 // COLLECT SCREENSHOT AND MEASUREMENTS
03 // REVIEW FINDINGS WITH FORMA
04 // DECIDE WHAT TO CHANGE
05 // CHECK THE RESULT
OPEN-SOURCE PROJECTS

FORMA CLI and FORMA MCP are published as separate npm packages. Their repositories and setup instructions are available from each product site.

CLI REPOSITORY ↗MCP REPOSITORY ↗
EARLY-STAGE PROJECT

NO INVENTED METRICS.

We are sharing the tools and their current scope. We do not publish customer counts, benchmark claims, compliance certifications, uptime commitments, or pricing unless they are verified and available.

FROM PAGE
TO EVIDENCE.

Use the vision auditor with a browser workflow that you control.

VISION MODEL // QWEN2.5-VL + LORASINGLE-TURN
Input: screenshot and optional browser measurements
Output: issues, scores, summary, page type

Designed for visual UI/UX audits.

The model can miss details or make inaccurate judgments. Automated checks and human review remain important, especially for accessibility and usability.

BROWSER TOOLS // CLI + MCPUSER APPROVALS
Viewport, navigation, scroll, click
DOM, console, network, accessibility

Inspect the running page.

The browser integrations gather evidence and can interact with pages under the permissions of the connected CLI or MCP host.

FOLLOW THE
BUILD.

Create an account to join the Infra Labs waitlist. We’ll use your email and the project interests you provide to manage early access updates. Sign in later to view your account.

WHAT WE CAN
SAY TODAY.

FORMA is a visual UI/UX audit model, a coding CLI, and a browser-focused MCP server. The vision model is a preliminary review aid; it does not independently browse or edit code.
Infra Labs is the company behind FORMA, with one additional project in development.
Visit the CLI and MCP product websites for package details and setup guidance. Access to the hosted vision endpoint is shared separately when available; its URL and token may change between sessions.
Yes. Create an account with an email and password to join the waitlist. Email verification may be required before you can sign in.
No. Use its findings as a starting point alongside automated accessibility checks, keyboard navigation, assistive technology, and human review.
[06 // STAY IN THE LOOP]

FOLLOW WHAT INFRA LABS BUILDS NEXT.

Explore FORMA on GitHub