Applied Form engine

io.github.Applied-FormPublished by GitHub account Applied-Formv3.3.1Updated Nov 6, 2026

Lint rendered pages against a design system in a real browser, across six widths, with the fix.

Overview

AI-generated overview

Lints rendered pages against a design system in a real Chromium browser and returns violations with fixes, plus token, contrast and drift tools.

What you can do
  • Lint a draft HTML string or a served URL against the design system's rules and get every violation with the fix
  • Apply the fixes the engine can make on its own and get back the fixed HTML with a report of what was fixed, refused and still failing
  • Read the rule set, the permitted token values, and the recipe for a named compositional move
  • Measure foreground/background contrast (WCAG 2 ratio, required floor, APCA advisory) and derive a palette from a hue and paper colour
  • Import an externally authored design system and measure how far other pages have drifted from it
When to use it
Useful when an assistant writes or edits HTML and should check it against a defined design system before shipping, or when you need to learn an unfamiliar system's palette, spacing and type scale from pages that were not built to it.
Requirements
Runs locally over stdio as the npm package @appliedform/engine, with Chromium installed for Playwright (the STANDARDS_CHROMIUM variable can point at an executable). A design system is loaded from a DTCG token file; without one, only general rules apply. No authentication or API keys are declared.
Before you install
The fixer writes output files (for example page.fixed.html) and audits can write reports, so it changes files on disk. The README notes the package was renamed: @appliedform/engine is superseded by @appliedform/standards, and the af_* tool names are the old ones, so check which version you are installing. Lint and fix tools only measure widths the caller names, so a call without 320px never checks horizontal overflow there.

Installation

In SourceWeft

  1. Open Applied Form engine in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

Standards by Applied Form

A design-system conformance gate measured in a real browser. Give it a DTCG token file and a page; it renders the page in Chromium at four fixed widths and two sampled ones, under reduced motion and in print, and checks every computed value against the system's rules. It reports what the browser drew, not what the stylesheet says.

Standards is open so the evidence about it can be checked. Every comparison it is quoted in can be rerun from this repository: the gate beside axe-core and stylelint, the drift survey of public design systems, and the model study and its judging rounds, with every record they were scored from.

Start

sh
npm install @appliedform/standards && npx playwright install chromiumnpx standards init --pack instrument  # load a system: the free Standards pack, or your pack's tokens.jsonnpx standards lint page.html          # your page, judged by that system's rules, at every width

With no system loaded, standards lint judges a page by the rules that hold for any page (contrast, focus, target size, overflow, alt text, heading order, motion) and says how to load one. For an agent, npx standards mcp-config prints the server block for Claude Code or Cursor.

Use

sh
npx standards lint page.html https://example.com/page      # every rule, every widthnpx standards lint https://example.com/ --register ii      # a page that has not declared a registernpx standards baseline https://example.com/a --out standards-baseline.jsonnpx standards lint https://example.com/a --baseline standards-baseline.jsonnpx standards fix page.html                                # apply the fixes it can make; writes page.fixed.htmlnpx standards audit pages/ --fix                           # every page in a folder, as found and as the fixer would leave it, as one reportnpx standards drift https://example.com/ --out drift.json  # what system a site actually rendersnpx standards rules                                        # every rule, its severity and what it checksnpx standards mcp                                          # the same tools for a model, over MCP

standards fix exits 0 when the fixed page passes every checked rule, 1 when violations remain, and lists what it could not fix by rule and element. standards audit writes one self-contained HTML page (and --json) with the findings by rule and by page, the WCAG criteria the rules touch, what is not checked, and the command that repeats the run. standards lint exits 1 on any error-severity violation not held in the baseline. standards.config.json sets a rule to error, warn or off; standards.config.example.json is a starting point. The exception is a mandatory rule: contrast, text-too-small, target-size, focus-hidden, link-not-underlined, alt-missing, horizontal-overflow and wordmark-live-text, listed under $extensions["form.applied"].levels.mandatory in the token file. A config that sets one of them to warn or off is refused, and standards lint exits 2 (decision 0027 in the Applied Form repository). A system loaded over the token file may raise the thresholds contrast and text-too-small read (floors.body-contrast, display-contrast, large-text-px, large-bold-text-px, text-min-px) and is refused if it lowers one below the token file's own value. A system that declares a pack and states no register.pack is refused too: it judged every page by register alone and then dropped that house rule, so no mandatory rule was measured. So is a system with a register whose background is not a colour. Four gaps are known. On a page whose register the loaded system does not define, with or without a system, a config that lowers register leaves the mandatory rules unmeasured. A system file that declares itself a pack is judged without text-too-small, link-not-underlined and wordmark-live-text. On a page that paints no ground, contrast measures against the ground the system names. The MCP tools standards_lint and standards_fix measure only the widths a caller names, so a call without 320 never measures horizontal-overflow at 320px.

Names that changed

Standards 5.0.0 removed the names the product had before it was called Standards: the af and af-mcp commands, the af_* MCP tools, AF_BRAND and AF_CHROMIUM, af.config.json, af-baseline.json and .af/. They are not read: standards stops with exit status 2 and one line naming the replacement when a variable or file under an old name is in use. standards, the standards_* tools, STANDARDS_SYSTEM, STANDARDS_CHROMIUM, standards.config.json, standards-baseline.json and .standards/ replace them, and the default report file is standards-audit.html. Uninstall @appliedform/engine before installing @appliedform/standards: both ship the af and af-mcp bins, so a global install of one over the other fails with EEXIST. The full list, with what to change, is in docs/migrating-to-5.md.

Documents recorded before the rename, such as the decision records and the evaluation protocol and its results, use the old names, and are not rewritten.

The token file

tokens/applied-form.tokens.json is the Reference system: Standards' structure (registers, voices, spacing, floors and every rule's parameters) with a neutral palette derived by standards brand. It exists so Standards can be tested and published. It is not a design to ship. Point it at your own system by replacing the file, or by importing a Standards pack with standards system import.

Evidence

WhatWhereRerun
The gate beside axe-core and stylelint on planted defectseval/compare.mjs, test/compare.test.mjsnpm run eval:compare
Drift across public design systemseval/drift/npm run drift:batch -- all
Models generating pages with and without the ruleseval/, docs/evaluation-protocol.mdnpm run eval -- --models stub offline, then with keys
A judging round with anchors and attention checkseval/judge-run.mjsnpm run eval:judge

The protocol was written before the runs it governs, and it says what result would count against Standards. These run from a clone of this repository: the npm package carries Standards and nothing that needs a model SDK, axe-core or stylelint.

Develop

sh
npm installnpm run check    # build, unit tests, and the clean fixture linted in a real browser

Tests use node:test. Set STANDARDS_CHROMIUM to a Chromium executable if Playwright has not downloaded one.

Licence

Apache-2.0. See LICENSE and NOTICE. The name Applied Form and its marks are not licensed.

Source: README.md at commit 9be9518

Tools

9

af_lint

Measure a page against the design system in a real browser and return every violation with the fix. Pass html for a draft, or url for something already served. This is the loop: draft, lint, apply the fixes, lint again.

Parametersurlhtmlregisterviewports

af_fix

Apply the fixes the engine can make on its own to a draft, measured in a real browser, and return the fixed HTML with a report: rules fixed, patches applied and refused, and what still fails, by element. No model is called, and a fix that makes any rule worse is not applied. Pass html; what remains needs a change to the markup.

Parametershtmlrequiredregisterviewports

af_rules

Every rule the gate enforces: what it requires, why, how to fix it, and which WCAG criteria it touches. Filter by group to keep the answer small.

Parameterswcaggroup

af_tokens

The values the system permits: colours, spacing scale, type scale, voices, floors, ratios, and what it declares absent. Ask for this instead of guessing a value.

Parametersgroup

af_contrast

Measure a foreground against a background: the WCAG 2 ratio, the floor required at that size and weight, whether it passes, and the APCA reading as an advisory.

ParameterssizePxweightbackgroundrequiredforegroundrequired

af_brand

Derive a complete palette from a hue and a paper colour, measured against every floor, or refuse it with the reasons. Use this instead of inventing a palette.

Parametershuerequiredpaperrequired

af_move

The recipe for a named compositional move: its cells, layers, voices and ground. One move is active per artefact; ask for the one you need rather than reading all of them.

Parametersname

af_system

Read a design system authored elsewhere (a Standards pack tokens.json) into this one, reporting what it stated, what had to be derived, and what could not be carried across.

Parameterspackrequired

af_drift

Measure what a design system actually is on pages that were not built to this one, and how far they have drifted from it: the palette, spacing step and type scale in use, plus how many values are indistinguishable duplicates. Use this to learn somebody else's system before working in it, rather than guessing from a screenshot.

Parametershtmlurlsdeclaredviewports

Version history

3
  1. v3.3.1LatestOct 23, 2026
  2. v3.3.0Oct 20, 2026
  3. v3.2.1Oct 15, 2026

Score

90% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts
  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts