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  4. vs Saglitzdesign MCP
Side-by-Side Model Context Protocol Comparison

Opentakeoff vs Saglitzdesign MCP

In-depth architectural comparison of the Opentakeoff and Saglitzdesign MCP MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

Opentakeoff
Architecture & Design · Local stdio
Quality: 69/100 (Great) | Auth: No auth required
Saglitzdesign MCP
Architecture & Design · Local stdio
Quality: 65/100 (Great) | Auth: No auth required
Verdict Summary: Choose Opentakeoff if you need specialized Architecture & Design tools running via a local process. Choose Saglitzdesign MCP if your workspace requires Architecture & Design integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Opentakeoff logo

Choose Opentakeoff when:

  • You need dedicated capabilities in the Architecture & Design domain.
  • You prefer local stdio subprocess transport architecture.
  • Your security boundary fits: No auth required (Free / Open Source).
  • Primary tools included: load_plan, sheet_info, set_scale.
Explore Opentakeoff Details
Saglitzdesign MCP logo

Choose Saglitzdesign MCP when:

  • You need dedicated capabilities in the Architecture & Design domain.
  • You prefer local stdio subprocess transport architecture.
  • Your security boundary fits: No auth required (Free / Open Source).
  • Primary tools included: list_design_knowledge, search_design_knowledge, get_design_doc.
Explore Saglitzdesign MCP Details

Feature & Specification Comparison

Specification
Opentakeoff logo
Opentakeoff
Kentucky-ai
Architecture & Design
Saglitzdesign MCP logo
Saglitzdesign MCP
HalidSaglam
Architecture & Design
SummaryConstruction plan takeoff on stdio — load a plan PDF, read the title block, adopt the drawing scale (never applied silently), one-click trace rooms, and export real-world quantities (square footage, linear feet, counts) with provenance receipts. Install via NPM: npx -y opentakeoff-mcpExpert design & marketing knowledge for web / iOS / Android / macOS UI/UX: 83 sourced, prescriptive docs plus deterministic generators (design tokens, color systems, type scales, WCAG a11y) and a one-call createdesignsystem. Offline, no API key, reads only local files. Install via NPM: npx -y saglitzdesign-mcp.
Category & Scope

Tools & Capabilities Breakdown

Opentakeoff Tools (53)

load_plan
Open a plan PDF from disk. Default: replace the whole session (previous documents, scales, conditions, and shapes are cleared). merge: true ADDS the document to the working set instead (#152) — a bid set is plans + schedule + addenda, not one PDF — keeping every scale, condition, and shape; sheet keys carry file names so documents never collide, the sheet graph spans the whole set (resolve_tag can chain a plan tag on one file to a schedule row in another), and the marked set covers every worked sheet. Re-loading an already-merged file is refused — reload = replace, deliberately. Returns file, files, page_count, and one entry per sheet. The loaded sheets also become browsable resources (takeoff://sheets). Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt.
sheet_info
Sheet detail: dims (px and pt), vector segment count, whether the sheet has vector linework (measure_polygon runs on it; get_sheet_vectors returns the strokes), scale status, the detected scale suggestion, and this sheet's committed shape count. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt.
set_scale
Set a sheet's scale — exactly ONE of: label (a standard scale, e.g. '1/4" = 1'-0"'), upp (real feet per image px), calibrate (two points along a known dimension plus its real feet), or use_detected (adopt the drawn scale note read off the sheet). The detected scale is never applied automatically — setting it is always this explicit call. Changing an existing scale recomputes measurements and cutout restore quantities from geometry and records one undo_last step. Counts are unchanged. Human-reviewed dimensional work must be recalibrated in the canvas; scales must be finite and positive. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt.

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

Opentakeoff Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "kentucky-ai-opentakeoff": {
      "command": "npx",
      "args": [
        "-y",
        "opentakeoff-mcp"
      ]
    }
  }
}
Saglitzdesign MCP Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "halidsaglam-saglitzdesign-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "saglitzdesign-mcp"
      ]
    }
  }
}

Frequently Asked Questions

Opentakeoff is categorized under Architecture & Design and uses a local stdio subprocess. In contrast, Saglitzdesign MCP belongs to Architecture & Design using local stdio subprocess. Select Opentakeoff when you need capabilities focused on architecture & design and Saglitzdesign MCP when you require tools for architecture & design.

More alternatives to OpentakeoffMore alternatives to Saglitzdesign MCPArchitecture & Design category hubCanonical compare URL

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Popular comparisons with Saglitzdesign MCP

Architecture & Design
Architecture & Design
Quality signal69/100 (Great)65/100 (Great)
Transport ProtocolLocal Subprocess (stdio)Local Subprocess (stdio)
Auth RequirementNo auth requiredNo auth required
Pricing ModelFree / Open SourceFree / Open Source
Required Env VarsNone requiredNone required
Compatible Clients
Claude DesktopCursorWindsurfClineVS Code
Claude DesktopCursorWindsurfClineVS Code
Install path signalnpx · highnpx · high
Engagement & Health 3 views 0 copies 0 upvotes 134 stars 4 views 0 copies 0 upvotes 5 stars
Verified / OfficialCommunity ListingCommunity Listing
Open full listingView Opentakeoff ListingView Saglitzdesign MCP Listing
propose_takeoff
Open a PROPOSAL — a named batch of the shapes you are about to commit, with one identity (#365). Every shape you commit from here on (measure_polygon, measure_line, measure_surface, place_count, the sweeps, the derives, cut_out) attaches to it until you open another proposal or withdraw this one; the estimator then sees ONE Accept pill for the whole batch instead of one per shape — a forty-room pass becomes one decision, not forty. Use it BEFORE the work, the way an estimator titles a takeoff before tracing: "Level 2 rooms per finish schedule A-601", "Base derived from CPT-1 rooms". label is what the estimator reads on the pill; rationale is what decided the batch (the schedule row, the sheet, the rule) — both required, neither is a comment. Nothing here commits geometry or changes a total: an empty proposal is just a heading. The batch is what revise_proposal replaces and withdraw_proposal removes; shapes the estimator has already accepted leave the batch and no agent verb reaches them. takeoff_summary carries the ledger (pending / accepted / withdrawn per batch).
measure_polygon
Measure a closed polygon you supply (min 3 vertices, image px): area_sf and perimeter_lf at the sheet's scale. Requires the scale to be set. Pass condition to commit it; role "deduct" subtracts. A room ring belongs on the innermost wall-face strokes from get_sheet_vectors, crossing each door opening on the wall centerline and wrapping columns and stubs; never on a hatch edge, casework or a door leaf. Check it with view_sheet overlay:true on a tight crop and fix it with edit_shape. A CURVED wall is a circle: do not chord it and do not hand-tessellate it — give the bow one point on the wall and list its index in arc_through. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt.
cut_out
Cut a REAL hole in a committed floor_area shape (#206) — the way the canvas cuts one (#137): the same lib/cutout.js boolean subtract, so the two surfaces can never disagree about what a hole holds. The parent keeps its outer ring plus the reconciled hole(s) (verts_norm_holes), its computed nets for real — N cuts compose, overlap between cuts never double-deducts (set subtraction), a hole ADDS perimeter — and the deduct commits carrying cuts_shape_id so the report and legend read the reconciled number, never a second arithmetic pass. This is the verb for a column, a floor drain, an island of casework INSIDE a room; an independent measure_polygon role:"deduct" stays the tool for a deduction that isn't a hole in one parent. Refusal over guessing: the ring must sit FULLY inside the parent's outer ring (an edge-crossing cut is a boundary correction — edit_shape the parent instead), and a cut that would erase the parent or split it in two refuses whole (trace the pieces as rooms). One journal entry — undo_last restores parent and hole together; delete_shape on the deduct later reverts the cut too (a multi-cut parent rebuilds from the chain's pristine snapshot minus the survivors). AN OPEN RUN IS CLIPPED, NOT SUBTRACTED: wall tile (surface_area) and base/transitions (linear) are polylines traced in plan, so the ring removes the stretch it covers, the run keeps its id and takes what survives, and a cut through the MIDDLE leaves the far side as its own shape (same condition, same height) — quantities ride the surviving length, which is exact, since wall SF is LF × height and a border's SF is LF × thickness. No deduct is minted for a run: there is no area for one to sit on, and a deduct's SF counts against the FLOOR total a run never fills. A ring that misses the run, one that swallows it whole (delete_shape it), and a curved run (its verts are control points) all refuse. A derived base with numeric openings also refuses: those deductions have no stored location; use measure_line for installed runs so a geometric cut cannot erase the numeric allowance. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt.
measure_line
Measure an open polyline (min 2 points, image px): length_lf at the sheet's scale. Requires the scale to be set. Pass condition to commit it as a linear shape (base, transitions, feature strips, conduit and home runs). A curved run (base along a radius wall, a curved feature strip) takes arc_through: one point on the bow, marked. DROP AND RISE (#441): a plan trace is the flat X–Y path; the material also travels VERTICALLY — a home run drops from the ceiling to a panel, rises to a box. length_lf is the TOTAL: plan + rise + drop. The condition's rise_ft / drop_ft (edit_condition) are the defaults for every run under it; pass rise_ft / drop_ft here to give THIS run its own legs (0 included — "no drop on this one" is a statement), and the reply splits plan_lf / vertical_lf beside the total when a leg exists. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt.
measure_surface
Surface Area — wall SF (#146): trace an OPEN run along the wall in plan view (min 2 points, image px) and the quantity is traced LF × height. This is how wall tile, wainscot, and wall systems are taken off — the quantity family measure_polygon cannot produce. Height lives on the CONDITION (the canvas's H knob): pass height_ft to set it on this call (journals as its own undo step, like typing H before tracing), or set it once with edit_condition; with neither, this refuses and mints nothing. The shape snapshots the height it was quantified at. Requires the sheet's scale. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt.
place_count
Count markers — EA (#146): one point, one each. Thresholds, stair nosings, floor boxes, entrance mats — the scale-free quantity family. Commits one count shape per point (computed {count: 1}, exactly the canvas's Count tool), NO scale required, and the whole call is ONE undo step. takeoff_summary reports them as ea; the marked set draws each marker. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt.
symbol_sweep
Find EVERY instance of a repeated plan symbol from ONE example — drains, thresholds, fixtures, transition markers: marquee a tight seed_rect around a single instance and the vector linework is searched for every other placement of that same segment cluster. Deterministic geometry, not vision: each placement scores as the length-weighted fraction of the seed's segments reproduced within tolerance_px, under translation plus 0/90/180/270 rotation and mirroring (symbols rotate on plans — both ON by default; turn them off to pin orientation). Score ≥ 0.92 is a match; the 0.75–0.92 band comes back in `withheld` with a reason — a near-match is a question you answer by LOOKING (view_sheet at its `at`), never a silent commit and never a silent drop. RICHER VARIANTS are named, never silent: a placement that reproduces the whole seed but carries >30% extra linework fully inside its footprint (a register against a grille seed — the same outline plus louvers) comes back with its measured `extra` fraction on the row — LOOK at those first, they are the classic mislabel; background lines CROSSING the symbol and coincident duplicate ink never trip this. By default such placements still COUNT, because the contained-seed workflow below depends on supersets matching (seed a bare sub-shape, count the richer symbols that contain it, exclude what you don't mean). Pass `variant_guard: true` when your seed is the WHOLE symbol — grilles, drains, fixtures marqueed complete — and extra-ink placements demote to `withheld` as questions instead of counting; the guard stands down automatically when `exclude` counter-examples are in play, since supplying negatives is manual variant discrimination. The seed's own location is reported in `seed` and never double-committed. Every proposed placement is scored up to a hard work ceiling sized for pathological sheets, and the reply says which it was: complete true means the count is a total; complete false (with candidates.dropped > 0) means the count is a FLOOR — some placements were never scored — so tighten the seed rect around more distinctive geometry rather than trusting it as a total. Marquee discipline: the rect must hug ONE instance — only segments FULLY inside it define the symbol, so a loose rect that swallows wall linework fingerprints the wall, not the symbol. scope "set" sweeps the WHOLE working set, counting on PLAN-role sheets only (the sheet graph decides): a symbol drawn in a detail, legend, or schedule is a reference drawing and never counts itself — which is also how you seed from one: marquee the assembly on the detail sheet and its plan-sheet occurrences are counted while the detail stays excluded (the exclusion disclosed in `skipped`, per-sheet results with per-sheet caps and wall-clock in `sheets`). Scale across sheets: the fingerprint is size-true and is never scale-SEARCHED, so a detail drawn at 1-1/2" = 1'-0" is 12× the size of the same mark on a 1/8" plan — when BOTH sheets have a scale set, the exact ratio is computed from them and the seed is resized before matching (reported per sheet as `scaled`); when a scale is missing, the sweep runs at 1:1 and SAYS so (`scale_assumed`), because an unknown ratio plus a zero count is not evidence of absence. Seeding from a detail/legend/schedule sheet REFUSES outright until both scales are set — that is the case where an unstated ratio silently finds nothing. commit: true (requires condition) commits every match center as an EA count marker through the same path as place_count — the whole sweep (set-wide included) is ONE undo step, each marker carries origin.method "symbol_sweep" with its score, transform, and seed source, and withheld placements are NEVER committed. The SEED instance is not in that count (#296) — in sheet scope it is almost always installed work, so pass commit_seed: true to mint it into the same batch (the reply reminds you whenever a sheet-scope commit leaves it out; ea_total one short of the hand tally is exactly this). The COUNT is scale-free (EA), but matching across sheets of different scales is not — set_scale on the sheets involved is what turns the ratio from an assumption into arithmetic. Counter-examples (#259): drafting reuses one generic shape for different devices — a wall-mounted data outlet drawn as a plain triangle, the flush-floor variant the SAME triangle inside a square, keynote callouts a triangle with a letter in it — so the seed legitimately matches things you do not mean, and seeding more geometry only works where the drawing offers more to capture. `exclude` takes rects around instances you do NOT mean, marqueed exactly like the seed. You never choose a mechanism; the rect's contents decide, because both are the same gesture: a rect holding EXTRA linework beyond the seed rejects placements where that extra linework is present too (the box, the letter), and a rect holding no extra linework of its own is read as the line running THROUGH it — a bare ceiling-grid tile whose grid line a real fixture, drawn over it, would BREAK. That second mechanic is not expressible as a seed: only segments fully INSIDE a rect define a symbol, and background structure is long by nature. Every rejection is disclosed in rejected[] — which negative, what fraction of its evidence was found, and the placement — and NEVER counted in found: an exclusion is a judgement, so look at it and reinstate any you disagree with using place_count at its `at`. A counter-example that holds no instance of the seed, or holds the seed with nothing extra, is REFUSED rather than silently doing nothing. Stroke luminance (#260): a flattened export strips the layer tree and flattens every pen, but the file still STATES stroke color — a black fixture outline over a grey ceiling grid is unambiguous there even when the geometry is identical (two empty 2 ft grid tiles reproduce a 2×4 fixture's outline exactly). luminance_tolerance (0–254) gates on it: a sheet segment only answers for a seed segment when their stroke luminances are within the stated tolerance (Rec. 709, 0 = black, 255 = white; 32–64 separates black from grey without touching anti-aliasing wobble). OPT-IN and disclosed, in the spirit of tolerance_px — omitted, sweeps score exactly as before; stated, the reply's lum_gate says the seed's own luminance band and names every placement the geometry would have committed and the pen did not, so you can LOOK at what a stated gate cost. Prefer geometry (a counter-example, a tighter seed) where the drawing offers it — color is the fallback for exports where nothing else survived. Labels (#308): for a LABELED family — fixtures, tagged equipment, keyed devices — the drawing already names every instance, and the sweep reads those names: a fixture token written beside a placement, or connected to it by a drawn leader line (leader-following arms only on multi-pen sheets, where the annotation pen separates from the work), comes back as `label` + `label_via` on the row, and the seed's own tag rides `seed.label`. Disclosure in both directions, never a recount: a committed match with NO label while the family is labeled was counted on shape alone (measured case: two 0.97 matches that were valve internals, not drains — LOOK at those first), a withheld row carrying the seed's own tag is the drawing vouching for a near-miss (look, then place_count), and a withheld row named a DIFFERENT tag is a sibling fixture answered, not a missed count. After any batch commit, LOOK at what landed — view_sheet {overlay: true} over the swept area — and audit the markers against the drawing before trusting the EA total. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt.
sweep_schedule_row
Take off a schedule row's mark from the row itself — the estimator's own gesture: a transition type sometimes exists only as a schedule row plus tag markers scattered across the plan sheets, and this tool mints the condition FROM the row and finds every occurrence. Pass the row's key (e.g. 'T1') and the tool (1) reads the row from the set's schedule tables (the sheet_graph/find_schedule machinery — the row is the condition's cited source), (2) anchors a geometric fingerprint on the marker the tag is DRAWN as on a plan sheet (a deterministic pad ladder around the tag text; where the tag occurs more than once the fingerprint must recur at a second occurrence before it is trusted — `anchor.corroborated`), and (3) sweeps every PLAN-role sheet for it. The count is geometry AND text agreeing: drafting reuses one bubble shape across many marks, so a match counts ONLY when the row's own tag sits within the marker footprint (its bbox rides the match as `tag_at` evidence); a match labeled with a SIBLING row's tag is excluded and says whose it is, an unlabeled match is withheld as a question, and a tag drawn with no matching marker is disclosed as text_only. REFUSAL over guessing, with the reason and the fix: no such row; the same key in two tables (ambiguous); a tag drawn on no plan sheet; no repeatable marker linework around the tag — a fingerprint is never guessed from text alone (the fallback is always: marquee one instance with symbol_sweep). commit: true commits the counted matches as EA markers under the row's own key — one undo step for the whole set-wide sweep, every marker carrying origin.assignment {source: "schedule"} plus the anchor and row citation on origin.symbol.seed. The COUNT is scale-free (EA), but matching is not: where the anchor sheet and a target sheet both carry a scale, the marker is resized by their exact ratio before matching (`scaled` per sheet), and where one does not, the sweep runs at 1:1 and discloses it (`scale_assumed`) rather than reporting a confident zero. After committing, LOOK: view_sheet {overlay: true} over each swept sheet. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt. LABEL-FIRST for devices (any trade): when the marker cannot be fingerprinted or does not reach a drawn tag amid linework — a heater bar or fan drawn to its own size, tagged by a leader — every such tag on a plan sheet counts as ONE instance BY LABEL, disclosed in found_by_label / label_only / counted_by; a bare mention in a note (no linework near it) is text_only, never a count. Rows come from every schedule family the sheet graph reads: room-finish, finish/material, and equipment (mechanical, electrical, plumbing, fire).
count_marks
The COUNT TAKEOFF in one deterministic call — no seeds, no model, seconds: census every VALUE-ANNOTATED mark tag on the plan-role sheets, counted per schedule mark, committed as EA markers when asked. The identity rule is the annotated-device drafting pattern: a device is drawn as its mark tag with a value under it ("S1" over "200" — CFM on air devices, GPM on fixtures, a rating on equipment), so a tag WITH a paired value counts, a tag inside a schedule table's own region is a row label (excluded, tallied), and every other occurrence is WITHHELD with a reason and coordinates — a tag amid linework but unvalued may be a real device (view_sheet it), a bare tag is probably a note mention. Marks default to the set's schedule row keys (a compound row "R1 / E1" answers for R1 AND E1; each mark cites its row), or state them: {marks: ["S1","R1"]}. The complement to sweep_schedule_row: THAT tool is for marks drawn ON their marker with no value (finish tags in bubbles) and matches geometry; this one is for annotated devices and needs no fingerprint at all. Refusal-honest: scans refuse (no text layer), a set with no mark-shaped rows refuses unless marks are stated, non-plan sheets are skipped with the role that excused them. commit: true commits every counted occurrence under its mark's own tag — ONE undo step for the whole census, schedule citation on origin. Counts are scale-free (EA) — no set_scale needed. Then AUDIT: view_sheet {overlay: true} where the markers landed, and read every withheld entry — a withheld item you ignore is a hole in the bid. Coordinates are image px at render scale 2.0: PDF pt × 2, origin top-left, y down (the browser canvas's native space). Sheet payloads carry dims in both px and pt. EQUIPMENT marks (a row in an equipment/device schedule — fans, pumps, heaters, fixtures, panels) follow the leader-tag convention instead: a scheduled mark drawn amid linework with no value under it is counted BY LABEL (occurrence by: "label", counted_by_label on the mark); a bare mention in a note still withholds.
+41 more tools listed on main page

Saglitzdesign MCP Tools (34)

list_design_knowledge
List the knowledge-base index (design languages, UI components, UX, craft, books, process, marketing, SEO, GEO, patterns). Returns every document grouped by category — each with its id, title, platform, and tags. Use this first to discover what's available and get exact ids; then read one with get_design_doc, or search by need with search_design_knowledge.
search_design_knowledge
Search the whole knowledge base with a natural-language query — UI components, UX, accessibility, typography, color, motion, conversion, copywriting, SEO/GEO, platform design languages, craft standards, distilled design & marketing books, roadmaps, and real-world app/site patterns. Returns the top-matching documents, each with its single most relevant section excerpted and its id. Use for open-ended 'how should I…' questions; if you already know the id use get_design_doc, to browse everything use list_design_knowledge.
get_design_doc
Fetch one knowledge-base document in full by its id. Returns the whole document — title, metadata, prescriptive body, and cited sources. Ids come from list_design_knowledge or search_design_knowledge; if the id is unknown it suggests near matches.
get_component_guidance
Get expert guidance for designing one UI component or screen pattern (button, form, navigation, card, modal, hero, pricing page, onboarding, paywall, checkout, empty state, dashboard…). Returns the most relevant docs in full — specs, states, sizing, anti-patterns, and real-world patterns from top apps/sites. Use when designing a specific element; for copy-paste code use get_component_recipe, for annotated screenshots use get_design_examples.
get_design_language
Fetch the full reference document for one modern design language or platform design system (Material 3, Apple HIG/Liquid Glass, iOS/Android/macOS, Apple Intelligence, visionOS, Fluent 2, 2026 web trends, design tokens). Returns the complete spec — rules, do/don't lists, numbers, and examples — for the chosen system. Use when you need the authoritative platform baseline before designing; for a specific component use get_component_guidance, and to plan a whole project use get_design_roadmap.
design_review_checklist
Generate a structured design-review checklist for a project type (mobile app, website, landing page, dashboard), assembled from the knowledge base: key rules and anti-patterns per area. Use it to audit an existing design or as acceptance criteria for a new one.
get_design_roadmap
The SaglitzDesign roadmap: a phased, expert design process for a given project type (website, landing page, iOS app, Android app, macOS app, SaaS web app). Each phase has a goal and the exact knowledge-base docs to consult. Use this FIRST when starting any design project, then fetch phase docs as you reach them.
seo_geo_guide
SEO and GEO expertise for websites — classic SEO (technical, on-page, design-impact) and GEO, Generative Engine Optimization for AI answer engines (ChatGPT, Perplexity, Google AI Overviews, llms.txt, citations). Returns the full relevant guide docs, optionally narrowed to a topic. Use when planning or auditing a site's discoverability; pair with get_design_roadmap('website') for the full process.
get_design_examples
Fetch curated real-world examples of a design pattern from top apps and websites (paywalls, onboarding, auth, navigation, checkout, settings, empty states, heroes, pricing, features, social proof, signup, dashboards, footers). Returns, for each example, the app/site, what it does well, and a source link to view the screenshot. NOTE: this installation does not bundle the screenshot images (they are third-party assets, excluded from the published package), so the notes and links are returned WITHOUT inline images — open the links, or use your own browser tool, if you need to see them.
knowledge_freshness
Report how fresh each knowledge document is (age since last verification vs its category's staleness threshold). Use this to decide which docs need re-research; refresh workflow is documented in the repo's /refresh-knowledge command.
generate_design_tokens
Turn a design-token spec (semantic colors + optional spacing/radius/type scales) into REAL, ready-to-use artifact files: CSS custom properties, Tailwind v4 @theme, SwiftUI, Jetpack Compose, and W3C DTCG JSON. Deterministic — outputs code, not advice. Use it to give a project one source of truth across web, iOS and Android. Pair with audit_accessibility to verify the palette's contrast.
audit_accessibility
Deterministic design-time accessibility checks: WCAG 2.2 color-contrast ratios for text/UI color pairs, and minimum tap/target sizes per platform (iOS 44pt, Android 48dp, web 24px min / 44 recommended). Returns exact ratios, pass/fail, and fixes — the machine-verifiable slice of a11y you can run before code. For keyboard/screen-reader/Dynamic Type checks, see get_design_doc('accessibility').
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