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Lovable’s OJ Rewrites Vite’s Dev Server in Rust as AI Lowers the Cost of Forking Open Source
Lovable’s OJ rewrites Vite’s dev server in Rust, reducing memory use and preview times as AI lowers the cost of open source reimplementation.
visual-intent-layer
Advanced tools
Local-first Visual Direction Loop: point at visible targets, deliver a versioned Visual Intent Envelope over MCP, verify by hand.
A local-first Visual Direction Loop: open a review surface on an agent-produced interface, point at visible targets, compose Annotations, and verify the result by hand. No prose location descriptions, no lost context.
The Annotation is the unit of work. A Builder-Reviewer points at a visible target, drafts a note in a card anchored to it, attaches reference images, and queues the result. Sending delivers one Visual Intent Envelope carrying each Annotation with its own identity. Each Annotation is verified on its own.
The Annotation and the envelope carry one or more targets. Shift extends a
selection into one Annotation's set, and dragging a target already in that set
expresses one relation — ordering, alignment, equal spacing, containment, shared
property or comparative size — shown as one sentence before it is recorded.
The product reviews a browser-rendered surface: a saved or generated HTML document, or a local running web application. A mobile build, a native desktop window, a design file and a PDF are outside it by decision rather than omission.
Requires Node 20+. No Rust toolchain, no hosted account.
The product is a standard local MCP server. You register it with your own agent's MCP mechanism — there is no install command of ours to run, and nothing of yours that we write.
| Harness | What to run |
|---|---|
| Claude Code | claude mcp add visual-intent-layer -- npx -y --package visual-intent-layer@latest visual-intent-mcp |
| Codex | codex mcp add visual-intent-layer -- npx -y --package visual-intent-layer@latest visual-intent-mcp |
| opencode | opencode mcp add visual-intent-layer, then give it npx and the arguments above when it asks |
| pi | with pi-mcp-adapter installed, the same entry in the project .mcp.json, or the adapter's /mcp panel |
| any other | any host that can launch a local stdio server: command npx, arguments -y --package visual-intent-layer@latest visual-intent-mcp |
If you installed the package globally, the command is simply visual-intent mcp.
Registry-aware clients can also find the server as
io.github.willa-code/visual-intent-layer in the official MCP Registry, which lists
where to get it rather than hosting it.
Install it on the machine where you look at the screen. The Review Surface launches a browser on the machine running the server and binds a loopback port there. A server in a container, on a remote host, or inside a cloud agent has nothing to show you.
Registering takes effect when your agent next starts, so restart it. If the tools do not appear, your agent's own MCP panel is where the reason is: it names the server and reports why it failed to start. The product cannot tell you — it writes no configuration and reads none.
The command carries @latest, so each session resolves the current release and
nothing needs updating by hand. Pin an exact version instead if you would rather
nothing move under you.
The local commands need no agent and no registration:
visual-intent open --html ./checkout.html # opens the browser, prints the review URL
visual-intent open --app http://localhost:5173
visual-intent serve --port 3742 # local service only
This is the route for driving the Review Surface yourself, and the fallback when a running service must be started by hand. It opens a review but delivers nothing: with no agent holding the loop, an envelope has nobody to reach.
The loop starts when an agent calls open_visual_review, or when you start a session
yourself — the three commands are in The same server, without an agent.
Starting a session launches the default browser on this machine and prints
the review URL as well, so the loop is a product experience rather than a
URL to copy. Automatic opening is suppressed with --no-open or
VISUAL_INTENT_NO_OPEN=1 for headless, remote and scripted use; the URL is
still printed. When no browser can be opened on this machine at all, the product
says so and prints the URL rather than failing silently, and the agent is told the
same in the tool result. Reopening the same artifact revision reuses the open
session and its URL, so a review does not accumulate tabs.
The Review Surface has one chrome region and one state. The rail on the right holds the artifact's identity, its revision, the agent's position and every Annotation — unsent and sent alike, in one list with the state pill carrying the difference, so nothing leaves the view when it is sent. An Annotation that needs a decision comes first; closed ones stay behind one toggle. Verdicts are decided where the Annotation sits: approve, reject with another pass, or mark obsolete. Amending one that was already sent supersedes it and delivers the amendment; it is never rewritten in place.
A small island over the artifact holds two icon-only tiles: point at things,
and box an area. Operating the artifact is the unarmed resting state rather than
a third tile. Pointing is a gesture: clicking targets a thing the artifact owns,
and dragging across words targets exactly those words. Shift extends the
selection into a set of up to eight targets and removes a member already in it;
a plain click or box replaces the set. Dragging a target that is already in the
set is a relation drag: it moves a ghost and states one sentence before anything
is recorded. A drag that begins anywhere else behaves as the artifact does, so
text selection is unaffected. P, B and V arm and disarm the tiles.
Type and press Enter in the Annotation card to queue it; Cmd/Ctrl+Enter sends
the whole queue. Escape unwinds exactly one level — close the card, then clear
the selection, then return to operating the artifact — and never discards unsent
writing.
Shift extends the set or removes a
member; a drawn Area is one member and may take part in a relation. A relation
is shown as one sentence in the card and in the rail row, from one
implementation.Shift
extends a selection into a set, and dragging a member of that set infers one
relation, shown as one sentence before it is recorded. The relation is stored
in the envelope as the desired relationship, with no pixel value anywhere, and
the artifact's source and authoritative DOM are never changed by the drag.When the artifact changes, each target is located again and reported as
Matched, Recovered, Ambiguous (with its candidates, never
auto-selected) or Deleted. A target that cannot be found while the
annotation's revision is still the one on screen, and that was pointed at a
different address than the one now showing, is reported as possibly existing
only in a state no longer on screen — the product states that possibility and
never asserts it. Whether an Annotation was written before the revision now on
screen is a separate, Annotation-level fact shown as such. Provenance
Confidence — exact source span, inferred, or unavailable — is a separate axis
and never shares the word "exact" with target resolution; exact is claimed
only where an instrumented artifact stamped a source location, per Target — a
stamp read from data-vis-source, or from data-insp-path written by
code-inspector-plugin as one way to produce it.
Every Annotation is stamped with the Adopted Revision: the revision the artifact reported it was holding, not the revision a source currently offers. Where the artifact's report and the source's offer disagree, the surface states the disagreement and the Annotation keeps the artifact's report.
The surface states the agent's position in a sentence, whether a tool call is currently held or direction will be read at the agent's next Check-In, and when the agent last checked in. Where the host can hold the call the agent is awaiting you and sending is urgent; where it cannot, the surface says the agent has stepped away and the Annotations are queued durably. Agent acknowledgement is never presented as implementation or as verification, and the workflow never requires the agent to be waiting.
Steering and interruption are seen at a Check-In: the point between an agent's own steps where it reads new direction. There is no push channel and no wake mechanism, because a server cannot put anything into an agent's running turn. The product publishes the convention instead of detecting a host capability it cannot rely on, and records every MCP call for a session so "last checked in" is a fact the surface states rather than an assumption.
An agent that was not holding a call can retrieve what arrived with the
check_in tool: newly delivered Annotations with their intent, amendments that
replaced something, a pending stop request, and the current state of what it
was given before. Sending the queue is Next-Pass Intent, amending something
already sent is Steering Intent, and asking an agent to stop is Review
Interruption — a request, never a claim that work stopped. The envelope's
review-interruption value is reserved and never emitted: an interruption names
no target, so it cannot be one.
The nearest canvas-agent prior art refuses check-in outright and schedules later requests instead; polling through the MCP Tasks extension is the one push-free pattern the specification sanctions. Both are recorded here.
A single drawer, hidden while it has nothing to report and badge-counted when it does, carries what needs a decision: everything that will leave the machine, any unresolved or ambiguous Annotation, and the fact that the artifact has moved on. The overflow menu holds the rare actions — reload artifact, copy artifact path, copy evidence for the queue, open the disclosure, end session, and choose the chrome theme — and never a frequent one.
The model-visible tool surface is deliberately small:
| Tool | What it does |
|---|---|
open_visual_review | Opens the loop for a saved HTML file or a running localhost app, may declare capabilities: { embeddedUI, subscriptions }, and holds the call for the human. |
check_in | Reads new direction between the agent's own steps, without an envelopeId: deliveries with their intent, amendments as replacedId/replacementId pairs, a pending stop request, and current state. |
get_intent_status | Reads one delivered batch by envelopeId, including each target's resolution. |
acknowledge_intent | Confirms receipt of a batch or one Annotation. Never implementation and never verification. |
embeddedUI and subscriptions are the only host capabilities the product
negotiates; there is no steering flag. A host declares them through the
capabilities argument on open_visual_review, not through a side channel.
The tool descriptions ship the Check-In convention, so an agent following them
knows to call check_in between its own steps.
| Variable | Meaning |
|---|---|
VISUAL_INTENT_DATA_DIR | Lifecycle data directory (default ~/.visual-intent-layer/data). |
VISUAL_INTENT_PORT | Default service port (default 3742). |
VISUAL_INTENT_NO_OPEN | Set to 1 to suppress automatic browser opening. |
VISUAL_INTENT_WAIT_MS | How long the agent-facing entry tool holds the call, in milliseconds. |
Annotations, sessions, attachments, snapshot bytes and Check-In contact all live under the data directory, so a service restart loses nothing. The packaged
The portable contract is schema/envelope-v0.4.schema.json (experimental,
versioned). One envelope carries one or more Annotations, each with its own
identity, targets, note, relationships, references and attachments. Every target
may carry Runtime State Evidence, including the address the artifact was showing
and, for a Target reached through a frame, the ordered chain of documents it was
reached through. TypeScript types are generated from it (npm run build:types).
schema/envelope-v0.1.schema.json is kept only as a historical record of the wire
shape, including the retired supersedes field name: validateEnvelope reads 0.4,
0.3 and 0.2, and an envelope shaped like 0.1 is refused. Store files written
against the older Annotation model are migrated once, at store startup, by
src/annotation/migrate.ts, independently of schema-version negotiation. A 0.2 or
0.3 envelope loads unchanged and is read as the current version. New envelopes are
0.4.
review-interruption remains a reserved value in the delivery.intent enum and
is never emitted, because an interruption names no target and so cannot be an
envelope.
Reviewing is local-first. The service binds to loopback only, requires an unguessable per-session capability, and confines file access to the artifact directory. A saved HTML artifact keeps its own relative and root-relative assets and may load the remote stylesheet, font and image origins it declares — and those origins are disclosed in the surface before the artifact contacts them. Runtime data requests stay blocked by a saved artifact's content policy. A running local development server may be reverse-proxied through the review service's own origin so its DOM is selectable; only loopback development origins are proxied, a client's method, body, headers and redirects arrive intact, its update channel is proxied, and authenticated production applications are refused. A proxied application gets its own content policy that permits its own proxied origin and nothing else, and the disclosure states what is permitted. A Captured View is taken only by an explicit permissioned capture in the reviewing tab; the permission cannot be persisted.
See SECURITY.md for the full policy.
npm install
npm test # full suite, including the browser-driven primary seam
npm run typecheck
npm run build # compile the service and bundle the shell + artifact layer
npm run benchmark # target-resolution mutation benchmark
npm run instrument # latency / reliability / token-efficiency signals
npm run eval:invocation # documented routing policy, not live agent judgment
The primary test seam is tests/browser-loop.test.ts: the Visual Direction
Loop is driven end to end in a real browser engine against the locally running
service — the served asset graph must load, the artifact must render with its
styles, and a human path (point, annotate, queue, send, reload, compare, amend,
stop, verify, restart) is performed through the DOM the product actually serves.
A surface that cannot load its own scripts fails CI rather than shipping.
The design gallery is at /gallery on a running service. It is not part of the
product's navigation. tests/gallery-snapshot.test.ts pins every design token
exactly, fails on a screenshot difference, checks every semantic surface/ink
pair against the contrast floor in both themes, and fails when a baseline is
missing rather than silently writing one. Tokens are pinned once because they
are strings; screenshots are pinned per rendering platform, because font
metrics move the layout — a missing platform baseline fails and leaves the
render this run produced in .scratch/, which CI uploads as the
gallery-actual artifact. Regenerate baselines for the platform you are on
with UPDATE_GALLERY=1 once the change is intended.
VISION.md — the human-in-the-loop thesis and the UI/UX standard every decision defers todesign.md — normative Review Surface design contract (tokens, roles, states)CONTEXT.md — the domain language, including the words to avoidschema/ — versioned Visual Intent Envelope contracts (0.4 current; 0.2 and 0.3 read for compatibility; 0.1 kept as a historical reference)src/annotation/ — the Annotation model, durable store, attachments, migrationsrc/artifact/ — identity, content-addressed revisions, fidelity rewriting, snapshotssrc/resolution/ — target resolution and its reduced vocabularysrc/mcp/ — MCP server, the four tools, stdio transportsrc/service/ — loopback HTTP service, sessions, Check-In records, security boundary, browser openingsrc/ui/ — product-owned shell, artifact interaction layer, icon set, design gallerysrc/adapters/ — the build-time source-location stamp reader (product and third-party attributes)src/host/ — the surviving host-capability declaration (embedded UI, subscriptions)src/benchmark/ — mutation benchmark matrixsrc/instrumentation/ — product-boundary measurementssrc/eval/ — documented invocation-routing evalfixtures/ — the gallery artifact the Lever and tests drivetests/ — the browser loop, the Lever contract, and the gallery baselinesscripts/ — UI bundling and envelope type generationdocs/adr/ — architecture decisions, including ADR-0018 on Check-In replacing
a steering capabilitydocs/background/ — research and the product strategy briefdocs/pi-validation.md — the live-pi checklistdocs/agents/ — the issue tracker, triage labels and domain-doc conventionsSECURITY.md — the threat model, supported versions and disclosure processReleases go out through the Publish workflow (npm trusted publishing).
/maintain-visual-intent-layer lays out the paths — dogfood locally, cut a release,
or fix a bad release — and executes the one you pick. Every published version is an
official release and latest always names the newest of them.
Apache-2.0. The complete local loop is permissively open; see SECURITY.md
for the threat model and disclosure process.
FAQs
Local-first Visual Direction Loop: point at visible targets, deliver a versioned Visual Intent Envelope over MCP, verify by hand.
The npm package visual-intent-layer receives a total of 755 weekly downloads. As such, visual-intent-layer popularity was classified as not popular.
We found that visual-intent-layer demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.

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