Agent-First Design Tooling

Stop Building
UI Blind.

ReactScope gives AI agents — and the humans reviewing their work — structured, machine-readable visibility into React components. Every render. Every state. Every token. Every reason something re-rendered.

Category Design Tooling
Interface CLI + Static Site
Target AI Agents + Designers
Status In Spec · March 2026

UI is an agent's weakest domain.
Not because of code quality.

Agents write correct React. The problem is feedback. Every tool in the design loop — visual inspection, interaction testing, perf profiling — was built for a human staring at a browser. An agent can't stare at a browser. So it guesses, hopes, and ships layout bugs.

"I can write a DataTable in 4 minutes. I have zero idea if 47 rows re-render every time you sort a column."
Today (Storybook)
✓Human can visually inspect components
✗No machine-readable output
✗Can't batch-render N variants
✗No render tree or re-render causality
✗Token compliance is manual audit
✗Animation frames are invisible
✗Content stress testing is ad-hoc
✗No keyboard flow verification
ReactScope
✓Structured JSON output, not pixels
✓Render 30 variants, get 1 sprite sheet
✓Fiber tree with re-render causality chains
✓Token compliance on every render
✓Animation extracted as frame sequences
✓Built-in content stress presets
✓Keyboard flow as structured data + snapshots
✓Sub-200ms per variant render

The Render Matrix

One operation at the core of everything. Render N component variants across any combination of axes — props, viewport, theme, content, container — and get back structured data for every cell.

bash — reactscope
$ reactscope render Button \ --matrix '{"variant":["primary","secondary","ghost","danger"],"size":["sm","md","lg"],"disabled":[false,true]}' \ --sprite --json   ✓ Component manifest loaded · 47 components ✓ Browser process warm · 0ms startup ⠿ Rendering matrix 4 × 3 × 2 = 24 variants   primary/sm/enabled ✓ 4.1ms 100% token compliant primary/md/enabled ✓ 3.8ms 100% token compliant primary/lg/enabled ✓ 4.2ms 100% token compliant secondary/sm/enabled ✓ 3.7ms ⚠ off-system: #374151 → nearest gray.700 ghost/md/disabled ✓ 3.2ms 100% token compliant ... 19 more cells   ✓ 24 renders in 94ms · avg 3.9ms/cell ✓ Sprite sheet → .reactscope/renders/Button.png ⚠ Token compliance 95.8% (23/24 cells) ✓ JSON → .reactscope/renders/Button.json

Output: Sprite Sheet (Button.png) — 24 cells, labeled axes

variant / size
SM
MD
LG
SM dis.
MD dis.
primary
secondary
off-sys
off-sys
ghost
danger
Content stress, responsive sweep, composition contexts — all render matrix axes. One primitive. Infinite configurations.

Every render, explained.

ReactScope instruments the React fiber tree to give you the full picture: what rendered, why, and what could have been skipped. No flame chart — structured data you can query.

App renders: 1 └─ ThemeProvider ctx: ThemeContext └─ UserList renders: 4 ↑ state: data (useQuery) ├─ FilterBar renders: 4 ⚠ parent re-render, props unchanged └─ UserRow ×47 renders: 4 each ⚠ WASTED_RENDER ×47 ├─ Avatar ✓ memo · skipped 3× └─ Badge renders: 4 ⚠ parent re-render
Re-render causality
{
 "component": "UserRow",
 "renderCount": 188,
 "trigger": "parent_rerender",
 "propsChanged": false,
 "stateChanged": false,
 "contextChanged": false,
 "memoized": false,
 "flag": "WASTED_RENDER"
}
Hook Profile · SearchResults
HookTypeFiresCache HitFlag
useState[0]query12——
useEffect[1]query dep12—KEYSTROKE
useMemo[2]results120%INEFFECTIVE
useCallback[3]onSelect120%INEFFECTIVE
Interaction Profile
$ reactscope instrument profile SearchPage \ --interaction '[{"action":"click","target":"#search"},{"action":"type","text":"hello"},{"action":"wait","condition":"idle"}]'   Interaction completed in 847ms   Total renders 67 Unique components 14 Wasted renders 42 (62.7%) Longest render DataGrid @ 18.4ms JS execution 84ms Layout shifts 2 (CLS 0.20)   ⚠ WASTED_RENDER detected on UserRow ×47 ⚠ MEMO_INEFFECTIVE on SearchResults.useMemo[2] — 0% cache hit rate ⚠ EFFECT_ON_KEYSTROKE on SearchResults.useEffect[1]

Token compliance
on every render.

One token file. Every render audits itself. Off-system values are flagged with nearest-match suggestions. Change a token and instantly preview every component it touches.

reactscope.tokens.json

{
 "color": {
  "primary": {
   "500": { "value": "#3B82F6" },
   "600": { "value": "#2563EB" }
  },
  "semantic": {
   "error": { "value": "{color.red.500}" }
  }
 },
 "spacing": {
  "4": { "value": "16px" },
  "3": { "value": "12px" }
 }
}

Color palette

color.primary.50
color.primary.200
color.primary.400
color.primary.500
color.primary.700
color.neutral.50
color.neutral.200
color.neutral.400
color.neutral.700
color.neutral.900

System Compliance Report

Overall 91.3%
Button.tsx
100%
UserCard.tsx
93%
DataTable.tsx
74%
LegacyCard.tsx
61%
Navigation.tsx
97%
Token Impact Preview
$ reactscope tokens preview color.primary.500 \ --new-value "#2563EB" --sprite   Affects 14 components · 23 element references Button · button.bg (4 variants) Link · a.text Badge · .badge-primary.bg +11 more...   ✓ Sprite → .reactscope/preview/primary-500-impact.png

What happens with a
47-character Thai name?

Built-in content stress presets plug directly into the render matrix. One flag catches every edge case: empty, overflow, unicode, RTL, emoji, injection.

Content Stress Test
$ reactscope render ProfileCard \ --stress name --viewports 375,768,1024 --sprite   Expanding preset text.stress (9 variants) × 3 viewports = 27 cells   "" ✓ Empty state renders correctly "Jane Smith" ✓ "Alexandria Konstan..." ✗ TRUNCATED @ 375px "Aaaaaaaaaaaaaaaaaaa" ✗ overflows_parent — no word break "田中太郎" ✓ "محمد الرشيد" ⚠ RTL text in LTR container "Jane 🎉 Smith" ✓   ✗ 2 layout failures · 1 warning ✓ Sprite → .reactscope/renders/ProfileCard-stress.png

Sprite Output — ProfileCard × content variants

empty
Jane Smith
Engineer
typical
Alexandria Konstantinidou-P...
Senior Engineer
truncated
Aaaaaaaaaaaaaaaaaaaaaa
Overflow
overflow

See your transitions
frame by frame.

Animations are completely invisible to agents. ReactScope extracts keyframes at configurable intervals and lays them out as a sprite strip — with easing curves rendered side-by-side so you can compare, not guess.

Animation Extraction
$ reactscope render Modal \ --animation enter --frames 6 --easing ease-out,ease-in,cubic-bezier(.2,.8,.3,1)   ✓ Detected animation: modal-enter · duration 220ms ✓ Extracting 6 frames × 3 easing curves = 18 snapshots 0ms 50ms 90ms 130ms 180ms 220ms ✓ Frame strip → .reactscope/animation/Modal-enter.png

Frame strips — Modal enter · 3 easing curves × 6 frames at 0 / 50 / 90 / 130 / 180 / 220ms

ease
out
done
ease
in
done
cubic
.2,.8
.3,1
best
0ms
50ms
90ms
130ms
180ms
220ms
The cubic-bezier row shows an overshoot at 90ms — visible in the frame data, invisible to any other tool. That's the difference.

Components lie
in isolation.

Every component looks perfect in Storybook. Then you put three of them in a flex row with uneven content and something collapses. Composition contexts render the same component into five realistic containers in one call.

Composition Contexts
$ reactscope render UserCard \ --props '{"name":"Jane Smith","role":"Engineer"}' \ --contexts centered,flex-row,sidebar,grid,scroll --sprite   ✓ centered ✓ no issues ✓ flex-row ×3 ⚠ min-width collapse at sibling 3 ✓ sidebar 280px ✗ avatar + name overflow container ✓ grid 3-col ✓ no issues ✓ scroll 200px ✓ no issues   ✗ 1 failure · 1 warning ✓ Sprite → .reactscope/renders/UserCard-contexts.png

UserCard — 5 composition contexts

centered
Jane Smith
Engineer
pass
flex-row ×3
Jane Smith
Tom
Al...
min-width collapse
sidebar 280px
Jane Smith — Senior
overflow
grid 3-col
Jane
Tom
Alex
pass
scroll 200px
Jane Smith
Tom K.
pass
The sidebar failure would have shipped. Storybook never renders components in 5 containers at once. ReactScope does it in one command.

Review agent changes
like a PR, not a prayer.

Every time an agent modifies components, ReactScope generates a structured change report: before/after sprite sheets, pixel diff, and a machine-readable delta. One document. No guessing what changed.

Change Report
$ reactscope report diff --sprite --out ./reports/latest/   ✓ Components changed: 2 ✓ Components added: 1 ✓ Components removed: 0 ✓ Compliance: 87% → 93% (+6%) ✓ A11y violations: 1 resolved, 0 added   Button.tsx REVIEW background-color/primary: #3B82F6 → #2563EB padding/all: 8px 16px → 10px 20px token compliance: 87% → 100%   ✓ Report → ./reports/latest/index.html

Button.tsx — before / after · all variants

Before
After

Structured delta — machine-readable, human-scannable

Button.changes
{
 "styles": [
  { "prop": "background-color",
    "variant": "primary",
    "before": "#3B82F6",
    "after": "#2563EB" },
  { "prop": "padding",
    "variant": "all",
    "before": "8px 16px",
    "after": "10px 20px" }
 ],
 "tokenCompliance": {
  "before": 0.87,
  "after": 1.0
 }
}
🟡
Button — REVIEW
2 style changes. Compliance improved 87% → 100%. Human should verify visual intent.
🟢
UserCard — PASS
No style changes. Token compliance 100%. A11y: 0 violations.
🔵
StatusBadge — NEW
New component. 4 variants. Compliance 96%. 0 a11y violations.

One command
to understand everything.

Fast, composable, CI-native. The same command that an agent runs 200 times per session is the same command that blocks your PR if a component regresses.

CI Mode
$ reactscope ci --baseline .reactscope/baseline   ✓ Manifest 47 components ✓ Renders all variants in 4.2s ✓ Compliance 93.2% (threshold 90%) ✓ A11y 0 violations ✓ Console 0 errors ⚠ Visual regression: Button changed   Report → .reactscope/report/index.html exit code 0
Quick Reference
reactscope init # setup + token file reactscope manifest # build component index reactscope render Button # single render + JSON reactscope render Button --all-variants --sprite reactscope render Nav --viewports 375,768,1440 reactscope render Card --stress name reactscope instrument wasted UserList reactscope tokens compliance # full audit reactscope tokens preview color.primary.500 reactscope site serve # browse gallery reactscope report diff # change report reactscope ci # full CI run

Same data.
Every format.

JSON is canonical — everything else is derived from it. Agents get structured data. Humans get a gallery, a report, and CI checks. No divergence between what the agent sees and what you see.

⚡

Structured JSON

Every render returns DOM tree, computed styles, console output, a11y violations, token compliance, and timing. Machine-queryable, agent-native.

🖼

Sprite Sheets

Batch render output as a single annotated image. Labeled axes, flagged cells, side-by-side theme comparisons. Visual proof at a glance.

🌐

Static Gallery

Generated HTML site: component index, variant grids, token explorer, compliance reports. Built from the same data, browsable by designers.

📋

Change Reports

Before/after sprite sheets, pixel diffs, structured deltas per component. Review agent changes in one document, not a PR diff wall.

🔁

CI Integration

Non-interactive mode with exit codes. Compliance threshold failures, a11y violations, and regressions block PRs automatically.

📦

Token Exports

CSS custom properties, TypeScript constants, SCSS variables, Tailwind config, Figma variables — all generated from one token file.

Storybook shows you
components.
ReactScope understands them.

The difference between a gallery and an MRI machine.
Built for the agent doing the work. Usable by the human reviewing it.