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Raven

REMOTE · MCP.RAVENMCP.AI · 2 COMPONENTS · SCANNED AUG 3

Design intelligence for coding agents: audits, design systems, and a taste profile agents consult.

+5 this week 73 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →

Endpoint Security80
Transport & Reachability100
Schema Quality & AI Usability61
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (fair).Partial
  • Context-footprint check failed: tool/resource definitions use about 9256 tokens (~205/item across 45 items; 45 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management27
  • Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage98
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 94% of tool parameters carry a description.Partial
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · mcp.ravenmcp.ai

# add to Claude Code
claude mcp add --transport http ai-ravenmcp-raven-mcp https://mcp.ravenmcp.ai/api/mcp
# ~/.codex/config.toml
[mcp_servers.ai-ravenmcp-raven-mcp]
url = "https://mcp.ravenmcp.ai/api/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-ravenmcp-raven-mcp": {
      "type": "remote",
      "url": "https://mcp.ravenmcp.ai/api/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add ai-ravenmcp-raven-mcp --url https://mcp.ravenmcp.ai/api/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  ai-ravenmcp-raven-mcp:
    url: "https://mcp.ravenmcp.ai/api/mcp"
// mcp.json
{
  "mcpServers": {
    "ai-ravenmcp-raven-mcp": {
      "type": "http",
      "url": "https://mcp.ravenmcp.ai/api/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 3 Aug 26 −1
    • Tool “list_content_systems” rewrote its description, which is the text the model reads security
    • Schema quality: good → fair functional
    • “get_content_system” reworded the description of “id” cosmetic
  • 1 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

  • 31 Jul 26 +3
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 26 +2

    No change was recorded against any check on this day. Stability & Change Management went from 7 to 13. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 4 at this one. The score rises as the window fills, whether or not the server changes.

  • 28 Jul 26 0
    • Server version: 2.2.9 → 2.3.0 functional
  • 27 Jul 26 +15
    • Authorization: unverified → partial security
    • Stability: unverified → 0.03 functional
    • First check of Schema quality: 100 functional
    • Schema quality: poor → good functional
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
    • Server version: 2.2.8 → 2.2.9 functional
  • 26 Jul 26 53

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Probed https://mcp.ravenmcp.ai/api/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=mcp.ravenmcp.ai CN=YR2,O=Let's Encrypt,C=US 6 Jul 2026 4 Oct 2026 RSA 2048 SHA256-RSA 57634148d047b10fc9bd1110d66cab19625
SANs: mcp.ravenmcp.ai
CN=YR2,O=Let's Encrypt,C=US (CA) CN=Root YR,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 RSA 2048 SHA256-RSA 4ebd24947e24d394802d84a52fd5b319
CN=Root YR,O=ISRG,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 RSA 4096 SHA256-RSA f24b6d17f9d9ad7cb1c9fea78782699f
DNSSEC insecure

Validation of mcp.ravenmcp.ai. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
ai. present 3799 8 Verified
ravenmcp.ai. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=63072000
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://mcp.ravenmcp.ai/api/mcp Verified 200
http (plaintext) http://mcp.ravenmcp.ai/api/mcp HTTPS enforced 308 https://mcp.ravenmcp.ai/api/mcp
MCP tools — 45 exposed · ~7,836 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
audit_consistency ~261

Audit multiple pages for cross-page consistency of content-container width and hero heading tier. Pass ≥2 pages ({name, html}) collected from different routes on the same site. Infers the canonical (modal) value from the corpus when no token is supplied, so you need not know the project's design token in advance. Flags the issue #9 single-blob blind spot: pages that each pass audit_page but silently disagree with each other on container width or hero size class. Returns per-page extraction (container_px, container_classes, hero_classes, signatures), consistency dimensions with reference values, outlier page names, issues[], score (100/50/0 → A/C/D), and a plain-text summary. Pure offline — no browser, no network.

NameTypeReqDescription
container_tokennumberProject's canonical container width in px (e.g. 1152). When supplied, container divergence is measured against this token rather than the corpus modal.
hero_tokenstringCanonical hero heading class signature (e.g. "text-display-xl" or "64"). When supplied, hero divergence is measured against this token rather than the corpus modal.
pagesarrayyesAt least 2 pages to compare. Each entry is {name, html}.

No output schema declared.

No examples provided.

audit_content ~220

Evaluate an array of content items (headings, prose, CTAs, labels, captions, metrics, outcomes) against UX-writing principles and deterministic heuristics. Returns a per-item verdict (pass/warn/fail) with matched principle ids, concrete issues grounded in principle text, a before→after rewrite suggestion, and an aggregate summary. Heuristics: metric items must carry a number+unit; cta/label must be action-led and ≤4 words; prose flags passive voice, jargon, and hedging; headings flag filler openers and buzzwords; captions flag duplication of any heading in the batch. Pure offline — no network or browser. Use this instead of evaluate_design when you need per-item content verdicts rather than the principle library.

NameTypeReqDescription
goalsarrayOptional content goals (e.g. ['clarity','conversion']); recorded for traceability.
itemsarrayyesArray of content items to audit.
systemstringOptional content-system id (e.g. 'ux-writing'); recorded for traceability.

No output schema declared.

No examples provided.

audit_contrast ~139

Compute WCAG contrast ratios for every text element on a rendered page (pass url) or from a supplied dom_snapshot. Reports AA (4.5:1 normal, 3:1 large) and AAA pass/fail per element and surfaces failing pairs with selector, ratio, and delta-to-pass — replacing manual eyedropper + ratio math.

NameTypeReqDescription
dom_snapshotarrayPre-collected text elements to score without rendering
screenshotstringOptional base64 PNG for caller reference; ratios are computed from the DOM, not pixels
urlstringURL to render and measure (http/https or file://)

No output schema declared.

No examples provided.

audit_ios_a11y ~117

Score an accessibility-enriched iOS element snapshot — missing accessibilityLabel/value/traits, sub-44pt tap targets, per-text WCAG contrast, Dynamic Type clipping, and VoiceOver reading order. Provide {elements:[{label,value,hint,traits,role,rect,fontPt,fgColor,bgColor,dynamicTypeClipped}],viewport}. Capture via the AccessibilitySnapshot XCUITest / ios-capture harness.

NameTypeReqDescription
elementsarrayyes
optionsobject
viewportobjectyes

No output schema declared.

No examples provided.

audit_ios_privacy ~299

Audit an iOS or React Native/Expo app's privacy posture for App Review and user trust. Reads a native Info.plist XML OR an Expo app.json (managed Expo apps have no Info.plist) — plus optional PRIVACY.md, entitlements, and source. Flags: NS*UsageDescription strings that are vague/missing or contradict the code (e.g. a HealthKit write claim the code never fulfills), entitlements/permissions and Android permissions the app doesn't use, ATS cleartext exceptions and non-HTTPS endpoints, secrets/keys shipped in the bundle or app.json, and default data-egress paths not disclosed at the point of choice (a pre-selected 'Recommended' option that silently sends personal data to a server). Same return shape as audit_page.

NameTypeReqDescription
app_jsonstringExpo app.json / app.config JSON (managed RN). Its expo.ios.infoPlist, expo.android.permissions, plugins, and extra are audited.
entitlementsstringOptional .entitlements XML
info_pliststringRaw Info.plist XML (native iOS / bare RN). Provide this OR app_json.
privacy_mdstringOptional PRIVACY.md / privacy policy text to cross-reference against declared permissions and default behavior
sourcestringOptional concatenated source (Swift or JS/TS) — enables code-vs-declaration contradiction checks and default-egress detection

No output schema declared.

No examples provided.

audit_ios_screen ~308

Audit a rendered iOS screen from a view-hierarchy/accessibility snapshot (and optional screenshot). Alias of audit_screen with platform:"ios". Call with no arguments for the expected snapshot shape. Call with {elements:[{label,rect:{x,y,w,h},role,fontPt,fgColor,bgColor}],viewport:{w,h}} to score 44×44pt touch targets, contrast (with iOS secondaryLabel/tertiaryLabel treated as platform-standard — warn not fail), and visual rhythm (alignment, gap consistency, optical balance) in points. Same return shape as audit_page.

NameTypeReqDescription
elementsarrayElements captured from the rendered screen via an accessibility/view-hierarchy snapshot
profilestringTaste profile owning the binding. Omit to search all stored profiles for one bound to the project.
projectstringProject identifier — resolves a saved taste surface binding (see bind_taste_surface). When the binding carries design_notes and a screenshot is passed, the screenshot's pixels verify the color-scheme…
screenshotstringOptional base64 PNG of the screen, for the caller's reference. Geometry is scored from the snapshot, not decoded pixels.
viewportobjectScreen size in pt (iOS) or dp (Android) at capture time, e.g. {w:393,h:852} iPhone 15, {w:412,h:915} Pixel

No output schema declared.

No examples provided.

audit_layout ~115

Evaluate visual rhythm from a rendered page's geometry. Call with no arguments to get a DevTools snippet to paste into your page — it prints {elements, viewport} JSON. Call again with that JSON to get alignment, gap-rhythm, and optical-balance scores. This is the complement to audit_page for things only visible once rendered.

NameTypeReqDescription
elementsarrayArray of element rects captured from the rendered page via the DevTools snippet
viewportobjectViewport dimensions {w,h} at capture time

No output schema declared.

No examples provided.

audit_page ~479

Audit HTML/CSS against Raven's design quality standards. Checks typography (min 13px, weight 400+, modular-scale heading ratios, line-height consistency), accessibility (WCAG touch targets, alt text, contrast), responsive patterns (flexbox over grid, clamp sizing, max-width containers), style guide compliance (CSS custom properties, no bare hex), and visual rhythm (4/8px spacing grid, tight spacing scale, palette size). Pass containerMaxWidth (your design system's canonical container token, in px) to make the max-width check token-aware — it then flags containers that diverge from your system (too narrow OR too wide) instead of a generic 1200px heuristic. Returns pass/fail per check with specific fix instructions.

NameTypeReqDescription
adversarial_verifybooleanAfter generating findings, independently re-check each against the live DOM/network and tag it confirmed / likely-artifact / inconclusive. Surfaces a debunked_count.
compactbooleanReturn only the decision-grade signal — score, grade, summary, errors, warnings, fix_priority — and drop the embedded base64 screenshot and the passes list (replaced by passes_count). Default false.…
containerMaxWidthnumberYour design system's canonical content-container width in px (e.g. 1152). When set, the responsive/max-width check flags divergence from this token instead of using the generic 1200px heuristic.
htmlstringThe full HTML content of the page to audit
interactionsarrayBefore capturing, fire each interaction in order (hover/click/focus the selector, then wait delay_ms). Captures the resulting dynamic state — e.g. an on-hover theme-toggle wash invisible to a static…
scroll_settlebooleanBefore capturing, step through the page with short pauses so IntersectionObserver/whileInView reveals fire, then return to the top and settle. Also plays preload=none videos. Prevents blank-section f…
strictbooleanStrict mode — also flags warnings as failures. Default: false
urlstringIf set, Raven launches headless chromium, renders the page, and audits the RENDERED DOM.
viewportobject

No output schema declared.

No examples provided.

audit_parity ~111

Compare iOS vs Android element snapshots against a checklist of named spatial relationships (vertical centering, baseline/left alignment, equal gap/size, presence, truncation) and flag per-relation match/mismatch/uncertain — catches cross-platform layout drift like status text centered on one platform but top-aligned on the other. Provide ios+android {elements,viewport} snapshots and a checklist[].

NameTypeReqDescription
androidobjectyes
checklistarrayyes
iosobjectyes

No output schema declared.

No examples provided.

audit_responsive_visibility ~162

Render a URL at multiple breakpoints and flag content elements that are visible on desktop but hidden on mobile (display:none / opacity:0 / visibility:hidden / zero-size). Categorises each flag as 'likely-oversight' (content that vanishes on mobile — the hidden-on-mobile content bug) vs 'intentional' (decorative). Returns a table of selector / hiding-class / mobile-visible / desktop-visible / category. Requires headless chromium.

NameTypeReqDescription
breakpointsarrayViewport widths in px. Default [390, 768, 1440, 2160]
urlstringyesURL to render (http/https or file://)
viewportHeightnumberRender height in px. Default 900

No output schema declared.

No examples provided.

audit_rn ~340

Audit React Native / Expo source (JSX/TSX + StyleSheet) against the iOS HIG + Android Material conventions RN must satisfy. Flags touchables missing accessibilityLabel/accessibilityRole, touchables below 44pt without hitSlop, allowFontScaling={false}, fontSize below ~13, screens without SafeAreaView, and (for multi-mode apps) hardcoded colors with no useColorScheme/Appearance dark-mode handling. Rewards SafeAreaView, hitSlop, Platform-aware code, and a theme. RN-native checks only — no web/CSS or SwiftUI rules. Same return shape as audit_page. (RN renders to native widgets, so audit_ios_screen scores the rendered screen.)

NameTypeReqDescription
color_schemestringThe app's declared appearance (Expo app.json userInterfaceStyle). 'light' or 'dark' means single-mode by design — the dark-mode adaptation check is then suppressed. Default: automatic.
profilestringTaste profile owning the binding. Omit to search all stored profiles for one bound to the project.
projectstringProject identifier — resolves a saved taste surface binding (see bind_taste_surface). When the binding carries design_notes, each note is verified against the source (Animated/Reanimated, BlurView, h…
sourceyesReact Native source — a single screen/component as a string, or an array of file contents. Concatenated before analysis.
strictbooleanStrict mode — also count warnings as failures for grading. Default: false

No output schema declared.

No examples provided.

audit_screen ~346

Audit a rendered mobile screen (iOS or Android) from a view-hierarchy/accessibility snapshot. Call with no arguments for the expected snapshot shape and how to capture it. Pass platform:"android" to score against the 48dp Material touch minimum and Material muted roles (onSurfaceVariant/outline = warn not fail); default platform:"ios" scores 44pt and treats secondaryLabel/tertiaryLabel as platform-standard. Both score touch targets, contrast, and visual rhythm (alignment, gap consistency, optical balance). Same return shape as audit_page.

NameTypeReqDescription
elementsarrayElements captured from the rendered screen via an accessibility/view-hierarchy snapshot
platformstringTarget platform — 'ios' (default, 44pt minimum, iOS semantic colors) or 'android' (48dp minimum, Material semantic roles)
profilestringTaste profile owning the binding. Omit to search all stored profiles for one bound to the project.
projectstringProject identifier — resolves a saved taste surface binding (see bind_taste_surface). When the binding carries design_notes and a screenshot is passed, the screenshot's pixels verify the color-scheme…
screenshotstringOptional base64 PNG of the screen, for the caller's reference. Geometry is scored from the snapshot, not decoded pixels.
scroll_settleboolean
viewportobjectScreen size in pt (iOS) or dp (Android) at capture time, e.g. {w:393,h:852} iPhone 15, {w:412,h:915} Pixel

No output schema declared.

No examples provided.

audit_swiftui ~312

Audit SwiftUI source against Apple's Human Interface Guidelines. Flags hardcoded .font(.system(size:)) below ~13pt and tiny semantic fonts (.caption/.caption2), hardcoded Color(red:green:blue:)/hex instead of asset-catalog or semantic system colors, an empty/undefined AccentColor, interactive frames below 44×44pt, and ad-hoc spacing off the 4/8-pt grid. Rewards semantic Dynamic Type fonts, semantic system colors, SF Symbols, and flexible frames. iOS-native checks only — no web/CSS rules. Returns pass/fail per check with fix instructions.

NameTypeReqDescription
accent_color_contentsstringOptional raw Contents.json of AccentColor.colorset. When provided, the tool verifies AccentColor actually defines color components (flags an empty/undefined accent color as an error).
profilestringTaste profile owning the binding. Omit to search all stored profiles for one bound to the project.
projectstringProject identifier — resolves a saved taste surface binding (see bind_taste_surface). When the binding carries design_notes, each note is verified against the source (animation/material/haptic/font A…
sourceyesSwiftUI source — a single file/view as a string, or an array of file contents. Concatenated before analysis.
strictbooleanStrict mode — also count warnings as failures for grading. Default: false

No output schema declared.

No examples provided.

audit_tap_targets ~207

WCAG 2.5.5 / Apple 44pt tap-target audit for the web. Collects every interactive element (a, button, [role=button], input[type=submit/button/checkbox/radio], select, summary, label[for], [onclick], [tabindex>=0]) and emits a PER-ELEMENT fix table for any whose rendered width or height is below the minimum (default 44px): selector, role, visible text, measured w/h, pixel deficit per axis, and a concrete CSS fix. Sorted worst-first. Two modes: pass url (renders in headless chromium, measures real getBoundingClientRect) or pass elements[] snapshot (pure, no browser).

NameTypeReqDescription
elementsarrayPre-collected interactive elements to score without rendering.
minSizenumberMinimum tap-target size in px on each axis. Default 44.
urlstringURL to render and measure. Requires headless chromium.

No output schema declared.

No examples provided.

audit_typography ~209

Audit the typographic SCALE of a rendered page (pass url) or a pre-collected snapshot of text nodes. Emits a focused report: (a) MODULAR SCALE — detects the dominant ratio (~1.2/1.25/1.333/1.5) across distinct font sizes and flags off-scale outliers; (b) LINE-HEIGHT CONSISTENCY — unitless lh/fs ratio per node, identifies the body rhythm and flags outliers; (c) WEIGHT LADDER — distinct weights, flags >4 weights or non-standard CSS values. Returns scale, line_height, weight_ladder, nodes_analyzed, and findings[{rule,severity,selector,message,fix}]. Goes beyond audit_page's pass/fail typography checks. url mode requires headless chromium.

NameTypeReqDescription
nodesarrayPre-collected text nodes to analyze without rendering.
urlstringURL to render and measure (http/https or file://). Requires headless chromium.

No output schema declared.

No examples provided.

audit_url ~437

Layer 0 render-and-capture audit: renders a LIVE URL at each viewport×theme, scroll-settles (fires whileInView/IntersectionObserver reveals; plays preload=none videos), fires hover/click/focus interactions, and captures real pixels + the rendered DOM. Then runs the existing audit_page rule engine, per-element WCAG contrast, responsive-visibility (desktop-shown/mobile-hidden), blank-media detection, sliced-image edge symmetry, and hover-state white-wash detection over the captures. Every finding is tagged confirmed | likely-artifact | inconclusive with its evidence, ranked by severity. This is the tool that catches real-world visual nits invisible to HTML-string/geometry audits: cropped images, blank videos, hover white-wash, sliced exports, and hidden-on-mobile content. Requires headless chromium.

NameTypeReqDescription
compactbooleanDrop per-capture base64 screenshots; keep findings, counts, and summary. Default false. Use when screenshots would blow the tool-result budget.
containerMaxWidthnumberYour design system's canonical container width in px — makes the max-width check token-aware.
includeScreenshotsbooleanInclude the base64 full-page PNG per capture in the result. Default: false (screenshots are large).
interactionsarrayFire each interaction before capture; the resulting state is diffed against baseline to catch hover/click white-wash and obscured content.
scroll_settlebooleanStep through the page with short pauses to fire reveal-on-scroll/IntersectionObserver content, play videos, then return to the top before capture. Default: true
themesarrayThemes to toggle (prefers-color-scheme + data-theme/class). Default: ['light','dark']
timeoutMsnumberPer-navigation timeout in ms. Default: 30000
urlstringyesURL to render and audit (http/https or file://)
viewportsarrayViewports to render. Default: iphone 393×852, desktop 1440×900, wide 2160×1200

No output schema declared.

No examples provided.

audit_video_playback ~172

Render a page in headless Chromium and observe whether each <video> actually advances (samples currentTime before/after a play attempt), classifying every clip into playing|paused|stalled|empty|error with a reason. Catches black/non-playing videos that static audits miss — the most common real-world defect on marketing sites with video backgrounds. Pass url to render + observe, or dom_snapshot to classify pre-collected observations without a browser.

NameTypeReqDescription
dom_snapshotarrayPre-collected video observations to classify without rendering (deterministic path)
observeMsnumberMilliseconds to wait between currentTime samples after play() attempt. Default: 1000
urlstringURL to render and observe (http/https or file://). Requires headless chromium.

No output schema declared.

No examples provided.

compose_system ~58

Mix tokens from different design systems to create a custom composite. Example: Linear's colors + Stripe's typography.

NameTypeReqDescription
compositionsarrayyesArray of system-group pairs to compose
formatstringOutput format. Default: dtcg

No output schema declared.

No examples provided.

evaluate_design ~187

Evaluate a design description against UX principles. Returns relevant principles, potential violations, and improvement suggestions.

NameTypeReqDescription
after_screenshotstringBase64 PNG of the AFTER state. When both before+after are provided, returns a structured pixel diff with fix_confirmed.
before_screenshotstringBase64 PNG of the BEFORE state
compactbooleanReturn only ids+names for matched principles/patterns (drop their full bodies) plus counts and any before/after diff. Default false. Use when the full principle library payload would blow the tool-re…
contextstringWhat the design is (e.g. 'pricing page for SaaS product')
descriptionstringDescription of the design to evaluate
goalsarrayWhat to evaluate for (e.g. ['conversion', 'accessibility', 'mobile-usability'])

No output schema declared.

No examples provided.

generate_design_system ~265

Generate a complete, custom design system with full token set. Provide a brand color to auto-generate a harmonious palette, pick a style preset, and export as visual HTML documentation, CSS variables, W3C DTCG JSON, Figma Variables, or SVG palette card. The HTML export is a beautiful, self-contained page suitable for sharing with stakeholders.

NameTypeReqDescription
base_systemstringStart from an existing system as foundation (e.g. 'stripe', 'linear'). Colors will be replaced by brand_color if provided.
brand_colorstringPrimary brand hex color (e.g. '#FF6B35'). Auto-generates a full harmonious palette using color theory.
dark_modebooleanGenerate dark mode tokens alongside light. Default: true
formatstringExport format: html (visual doc page), css (custom properties), dtcg (W3C JSON), figma (Figma Variables JSON), svg (color palette card), all. Default: html
namestringyesName for the design system (e.g. 'Acme Corp', 'NightOwl')
stylestringAesthetic direction — influences spacing, radii, shadows, motion, and typography. Default: minimal

No output schema declared.

No examples provided.

generate_service_blueprint ~255

Render a service blueprint as a self-contained HTML page. Supports two modes: (1) classic Shostack single-actor blueprint — user action, frontstage, backstage, support, evidence, pain/delight; (2) two-actor HI-loop blueprint — when `actors` is supplied, renders two swim lanes with a line of interaction between them (e.g. customer ↔ lawyer, patient ↔ doctor, buyer ↔ agent). Each actor gets their own actions, frontstage (what they see), and evidence. Optionally accepts an ideal-state to render side-by-side with the current state.

NameTypeReqDescription
actorsobjectOmit for classic single-actor Shostack blueprint. Provide to render a two-swim-lane HI-loop blueprint with a line of interaction between the two sides.
currentarrayyesThe current-state blueprint as an array of steps
idealarrayOptional ideal-state blueprint — if provided, output shows current AND ideal side-by-side
service_namestringyesName of the service (e.g. 'Free trial signup', 'Client intake', 'Restaurant reservation')
subtitlestringShort description or context line under the title

No output schema declared.

No examples provided.

get_brand_principles ~146

Get brand and visual-design principles — logo usage (clear space, min sizes, variants, placement, restraint), gradient usage (hierarchy, palette, contrast, trend vs signature), imagery (consistency, representation, purpose), visual hierarchy, and brand-as-system thinking. Use when the user asks about branding, logos, gradients, imagery, visual consistency, or how to treat a brand across surfaces.

NameTypeReqDescription
formatstringOutput format. Default: full.
topicstringFilter by topic: 'logo', 'gradient', 'imagery', 'hierarchy', 'system', or a freeform search term. Omit to return all brand principles.

No output schema declared.

No examples provided.

get_brand_system ~157

Get a complete design system for building an app with branding like a specific company. Say 'Make me an app with branding like Spotify' and get the full token set, style guide, and implementation instructions. Matches against 12 known design systems and provides closest match with ready-to-use CSS.

NameTypeReqDescription
companystringyesThe company whose branding to use (e.g. 'Spotify', 'Stripe', 'Apple', 'Linear', 'Airbnb')
formatstringOutput format: 'css' for CSS variables, 'dtcg' for W3C tokens, 'guide' for full implementation guide. Default: guide
modestringColor mode preference. Default: based on the system's primary mode

No output schema declared.

No examples provided.

get_brand_trends ~81

Get current brand and visual-design trends — what's working in 2026 and where each trend fits or fails. Includes bento grids, monospace type, neon-on-dark-glass, generative patterns, brutalism rebound, AI-generated imagery, lowercase/mixed case. Each trend is time-stamped — treat as a calibration signal, not a prescription.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

get_business_strategy ~70

Get business and monetization strategies for digital products. Covers monetization models, retention strategies, onboarding optimization, growth mechanics, and product metrics frameworks.

NameTypeReqDescription
stagestringCompany stage for contextual filtering
typestringyesStrategy type: monetization, retention, onboarding, growth, metrics

No output schema declared.

No examples provided.

get_checklist ~144

Get a pre-publish checklist for a specific UI type. Returns actionable yes/no items to verify before shipping.

NameTypeReqDescription
platformstringPlatform context for platform-specific checks. 'ios' = native SwiftUI/iOS (Apple HIG); 'react-native' = RN/Expo (iOS HIG + Android Material: 44/48pt+hitSlop, accessibilityLabel/Role, font scaling, Sa…
typestringyesWhat you're shipping (e.g. 'signup form', 'pricing page', 'dashboard', 'landing page', 'modal')

No output schema declared.

No examples provided.

get_content_pattern ~58

Get content design patterns — copy recipes for error messages, empty-state copy, notifications, and form validation. Returns do's, don'ts, good/bad examples, evidence, and a checklist.

NameTypeReqDescription
typestringyesContent pattern type

No output schema declared.

No examples provided.

get_content_principles ~127

Get UX-writing principles — clarity over cleverness, active voice, error-message anatomy, inclusive language, voice vs tone, and more. Filter by the writing context (e.g. 'error messages', 'notifications', 'form labels').

NameTypeReqDescription
contextstringWhat you're writing for (e.g. 'error messages', 'onboarding copy', 'empty state', 'notification'). Omit to get all UX-writing principles.
formatstringOutput format: full (all details), checklist (implications + violations), brief (just summary). Default: full

No output schema declared.

No examples provided.

get_content_system ~105

Get a brand's content design system — voice attributes, tone shifts by context, vocabulary (use/avoid/never), grammar rules, content patterns for errors/empty-states/buttons/etc., and inclusive language guidance.

NameTypeReqDescription
idstringyesContent system ID (e.g. 'conversational-product-voice', 'gov-uk', 'shopify-polaris', 'atlassian')
sectionstringReturn just one section. Default: all.

No output schema declared.

No examples provided.

get_d4d_framework ~69

Get the Design for Delight (D4D) framework templates. Returns customer problem statement, ideal state, hypothesis, LOFA, and experiment templates for structured product thinking.

NameTypeReqDescription
stagestringWhich stage of the D4D loop to return. Default: full (all stages)

No output schema declared.

No examples provided.

get_design_system ~130

Get design tokens for a specific design system. Returns colors, typography, spacing, radii, elevation, and motion tokens in W3C DTCG, CSS custom properties, or flat format.

NameTypeReqDescription
formatstringOutput format: dtcg (W3C standard), css (custom properties), flat (key-value). Default: dtcg
groupstringFilter to a token group: color, color-dark, color-light, typography, spacing, radius, elevation, motion
idstringyesDesign system ID (e.g. 'stripe', 'linear')

No output schema declared.

No examples provided.

get_metrics_framework ~132

Get a product-metrics framework — HEART (Google), AARRR/Pirate (Dave McClure), North Star Metric, Conversion Funnel, RICE Scoring, or OKRs. Returns structure, when-to-use, pitfalls, and examples. Use when the user asks 'how should we measure success?' or 'what metrics should we track?'

NameTypeReqDescription
idstringFramework id (heart, aarrr, north-star-metric, conversion-funnel, rice-scoring, okrs). Omit to list all.
searchstringSearch for a framework by name or summary.

No output schema declared.

No examples provided.

get_pattern ~159

Get proven UI/UX patterns for a specific design type. Returns do's, don'ts, evidence, and checklists for signup flows, pricing pages, navigation, forms, landing pages, dashboards, modals, empty states, error states, loading states, CTAs, social proof, and mobile conversion.

NameTypeReqDescription
goalstringFilter by primary goal
platformstringFilter patterns by platform context
typestringyesPattern type (e.g. 'signup-flow', 'pricing-page', 'navigation', 'forms', 'landing-page', 'dashboard', 'modals-dialogs', 'empty-states', 'error-states', 'loading-states', 'cta', 'social-proof', 'mobil…

No output schema declared.

No examples provided.

get_principles ~250

Get design principles relevant to a UI context. Returns usability heuristics, laws of UX, Gestalt principles, accessibility requirements, typography rules, and color theory — matched to what you're designing.

NameTypeReqDescription
categorystringFilter to category: nielsen-heuristics, laws-of-ux, gestalt, accessibility, typography, color-theory, mobile-ux, d4d, color-systems, spacing-systems
contextstringyesWhat you're designing (e.g. 'signup form', 'pricing page', 'mobile nav', 'dark dashboard')
formatstringOutput format: full (all details), checklist (implications + violations), brief (just summary). Default: full
platformstringPlatform context. 'ios' returns Apple HIG principles (Dynamic Type, 44pt targets, SF Symbols, safe areas, dark-mode, haptics, App Review privacy); 'react-native' returns RN principles (44/48pt+hitSlo…

No output schema declared.

No examples provided.

get_research_method ~128

Get research method details — qualitative (interviews, contextual inquiry, diary, field, intercept), quantitative (surveys, analytics, A/B tests, benchmarking, clickstream), or usability (moderated, unmoderated, 5-second, card sort, tree test, heuristic eval). Returns specific protocols, do/don't guidance, evidence, and a checklist. Use when the user is designing a study or asking how to measure something.

NameTypeReqDescription
categorystringWhich family of methods. Default: all.
searchstringSearch within methods by name or description.

No output schema declared.

No examples provided.

get_service_pattern ~85

Get a service design pattern — service blueprinting, human handoff, signup-as-service, omnichannel continuity, or moments of truth / recovery. Returns patterns, do/don't guidance, evidence, and a checklist. Use when the user is designing a service flow, escalation, cross-channel experience, or moment of truth.

NameTypeReqDescription
typestringyesService design pattern type

No output schema declared.

No examples provided.

get_service_standard ~59

Get the GOV.UK Service Standard — 14 points the UK government uses to assess whether a public service is ready to launch. Widely applicable as a rigorous service-quality checklist beyond government. Use when the user asks how to evaluate a whole service.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

list_content_systems ~87

Browse available content design systems — brand voice and tone guides (Conversational Product Voice, GOV.UK, Shopify Polaris, Atlassian). Filter by category or search by name.

NameTypeReqDescription
categorystringFilter by category: marketing-saas, government, commerce-saas, productivity-saas, fintech
searchstringSearch by name, description, or tag

No output schema declared.

No examples provided.

list_creative_models ~105

Browse Raven's provider-agnostic creative model catalog. These are capability slots for image, video, 3D, audio, character consistency, and creative analysis. Use a configured RAVEN_CREATIVE_RUNNER to route jobs to any local CLI or API wrapper.

NameTypeReqDescription
capabilitystringFilter by capability, e.g. product-photoshoot, text-to-video, brand-kit, ugc-ad.
media_typestringFilter by media type.

No output schema declared.

No examples provided.

list_creative_presets ~70

Browse Raven creative presets for product photoshoots, marketplace cards, UGC ads, TV spots, cinematic reveals, social launch packs, storyboards, and infographics.

NameTypeReqDescription
media_typestringFilter presets by media type.
searchstringSearch preset name or description.

No output schema declared.

No examples provided.

list_design_systems ~73

Browse available design systems for tokens. Filter by category (fintech, productivity, developer, component-library, design-system) or search by name.

NameTypeReqDescription
categorystringFilter by category: fintech, productivity, developer, component-library, design-system
searchstringSearch by name or description

No output schema declared.

No examples provided.

score_creative ~113

Score a creative prompt, script, or ad concept for hook strength, benefit clarity, product signal, call-to-action, channel fit, audience fit, and brand fit. This is a transparent heuristic, not a proprietary prediction model.

NameTypeReqDescription
audiencestringTarget audience if not in a brand profile.
brand_profile_idstringLocal Raven brand profile ID.
channelstringTarget channel.
creative_textstringyesPrompt, script, ad copy, or creative concept to score.

No output schema declared.

No examples provided.

score_page ~241

Score an HTML/CSS page across 7 design categories (Structure, Typography, Color & palette, Spacing & rhythm, Accessibility, Responsive layout, Design tokens), each rated 0–10. Scores are derived deterministically from the same checks as audit_page — no browser required. Pass html directly, or pass url to have Raven launch headless chromium, render the page, and score the RENDERED DOM. Also returns the same overall 0–100 score and A–D grade audit_page produces, the weakest category, and the three categories Raven does not mechanically assess (brand, conversion, motion) with guidance on which tools to use for those.

NameTypeReqDescription
containerMaxWidthnumberYour design system's canonical content-container width in px (e.g. 1152). Forwarded to the responsive/max-width check.
htmlstringThe full HTML content of the page to score.
strictbooleanStrict mode — count warnings as failures in the overall score. Default: false.
urlstringIf set, Raven launches headless chromium, renders the page, and scores the RENDERED DOM.

No output schema declared.

No examples provided.

search_knowledge ~85

Search across all design principles, UI patterns, and business strategies. Use when you need to find specific guidance or don't know which category to look in.

NameTypeReqDescription
layerstringWhich layer to search: principles, patterns, business, or all (default)
querystringyesSearch term (e.g. 'touch targets', 'pricing psychology', 'color contrast')

No output schema declared.

No examples provided.

suggest_contrast_fix ~163

Given failing WCAG color pairs, return the MINIMAL color change that clears the target ratio. For each {fg,bg} pair, computes the smallest foreground adjustment (and an alternative background adjustment) that reaches AA/AAA — with the achieved ratio and direction. Feeds directly from audit_contrast's failing pairs: pass them here to get concrete passing values instead of brute-forcing colors by hand. Pure offline math.

NameTypeReqDescription
levelstringWCAG level when targetRatio is not given per-pair. Default AA.
pairsarrayColor pairs to remediate. Each: { selector?, fg, bg, fontPx?, bold?, targetRatio? }. fontPx/bold pick the large-text threshold; targetRatio overrides the level.

No output schema declared.

No examples provided.