From 8b59bae84a065503aa903bbdcf4d8680c39d2bb1 Mon Sep 17 00:00:00 2001
From: Dhravya <63950637+Dhravya@users.noreply.github.com>
Date: Thu, 13 Aug 2026 00:17:18 +0000
Subject: [PATCH] feat(web): add MCP connector directory

---
 .../settings/company-brain-connections.tsx    |  143 +-
 .../settings/mcp-directory-browser.tsx        |  296 +
 apps/web/lib/mcp-directory.ts                 |   17 +
 apps/web/middleware.ts                        |    2 +-
 apps/web/public/mcp-directory.json            | 7313 +++++++++++++++++
 apps/web/scripts/generate-mcp-directory.py    |   44 +
 6 files changed, 7790 insertions(+), 25 deletions(-)
 create mode 100644 apps/web/components/settings/mcp-directory-browser.tsx
 create mode 100644 apps/web/lib/mcp-directory.ts
 create mode 100644 apps/web/public/mcp-directory.json
 create mode 100644 apps/web/scripts/generate-mcp-directory.py

diff --git a/apps/web/components/settings/company-brain-connections.tsx b/apps/web/components/settings/company-brain-connections.tsx
index 55a01228..24819c73 100644
--- a/apps/web/components/settings/company-brain-connections.tsx
+++ b/apps/web/components/settings/company-brain-connections.tsx
@@ -4,6 +4,7 @@ import { useOrgMemberRole } from "@/hooks/use-org-member-role"
 import { cn } from "@lib/utils"
 import * as DialogPrimitive from "@radix-ui/react-dialog"
 import { ChevronDown, Loader2, Plus, XIcon } from "lucide-react"
+import dynamic from "next/dynamic"
 import { useCallback, useEffect, useState } from "react"
 import {
 	Dialog,
@@ -20,9 +21,16 @@ import {
 import { toast } from "sonner"
 import { dmSans125ClassName } from "@/lib/fonts"
 import { useHasCompanyBrain } from "@/hooks/use-company-brain"
+import type { McpDirectoryEntry } from "@/lib/mcp-directory"
 import { brainConnectorIcon, SlackMark } from "../brain-connector-icons"
 import { PillButton } from "../integrations/install-steps"
 
+const McpDirectoryBrowser = dynamic(() =>
+	import("./mcp-directory-browser").then(
+		(module) => module.McpDirectoryBrowser,
+	),
+)
+
 const BACKEND =
 	process.env.NEXT_PUBLIC_BACKEND_URL ?? "https://api.supermemory.ai"
 
@@ -58,6 +66,19 @@ function slugifyMcpName(value: string) {
 		.slice(0, 63)
 }
 
+function customConnectionName(slug: string) {
+	return titleCase(slug.replace(/-dir-[a-z0-9]{6}$/, "").replace(/-/g, " "))
+}
+
+function stableDirectorySuffix(value: string) {
+	let hash = 0x811c9dc5
+	for (const character of value) {
+		hash ^= character.codePointAt(0) ?? 0
+		hash = Math.imul(hash, 0x01000193)
+	}
+	return (hash >>> 0).toString(36).slice(0, 6).padStart(6, "0")
+}
+
 const pillLinkClass = cn(
 	"relative flex h-8 min-w-[94px] shrink-0 items-center justify-center gap-1.5 rounded-full bg-[#0D121A] px-3 sm:h-9 sm:min-w-[116px] sm:px-5",
 	"text-[12px] font-medium text-[#FAFAFA] sm:text-[14px]",
@@ -369,6 +390,12 @@ export default function CompanyBrainConnections() {
 		{ name: string; value: string }[]
 	>([])
 	const [customAdvancedOpen, setCustomAdvancedOpen] = useState(false)
+	const [customAuthMethod, setCustomAuthMethod] = useState<"oauth" | "api-key">(
+		"oauth",
+	)
+	const [directoryOpen, setDirectoryOpen] = useState(false)
+	const [directoryEntry, setDirectoryEntry] =
+		useState<McpDirectoryEntry | null>(null)
 
 	const { isAdmin } = useOrgMemberRole(isCompanyBrain)
 
@@ -481,17 +508,32 @@ export default function CompanyBrainConnections() {
 
 	const resetCustomForm = () => {
 		setCustomOpen(false)
+		setDirectoryEntry(null)
 		setCustomName("")
 		setCustomServerUrl("")
 		setCustomToken("")
 		setCustomHeaderName("")
 		setCustomExtraHeaders([])
 		setCustomAdvancedOpen(false)
+		setCustomAuthMethod("oauth")
+	}
+
+	const setUpDirectoryEntry = (entry: McpDirectoryEntry) => {
+		setDirectoryEntry(entry)
+		setCustomName(entry.name)
+		setCustomServerUrl(entry.url ?? "")
+		setCustomAdvancedOpen(false)
+		setCustomAuthMethod("oauth")
+		setCustomOpen(true)
 	}
 
 	const connectCustom = async (event: React.FormEvent<HTMLFormElement>) => {
 		event.preventDefault()
-		const slug = slugifyMcpName(customName)
+		const slug = directoryEntry
+			? `${slugifyMcpName(directoryEntry.name).slice(0, 52)}-dir-${stableDirectorySuffix(
+					directoryEntry.url ?? directoryEntry.note ?? directoryEntry.id,
+				)}`
+			: slugifyMcpName(customName)
 		const serverUrl = customServerUrl.trim()
 		if (!slug) {
 			toast.error("Enter a custom MCP name.")
@@ -509,7 +551,11 @@ export default function CompanyBrainConnections() {
 		const key = `custom:${slug}`
 		setBusy(key)
 		try {
-			const token = customToken.trim()
+			const token = customAuthMethod === "api-key" ? customToken.trim() : ""
+			if (customAuthMethod === "api-key" && !token) {
+				toast.error("Enter an API key.")
+				return
+			}
 			if (token) {
 				const rows = customExtraHeaders
 					.map((h) => [h.name.trim(), h.value.trim()] as const)
@@ -543,7 +589,7 @@ export default function CompanyBrainConnections() {
 					toast.error(data.error ?? "Couldn't connect.")
 					return
 				}
-				toast.success(`${slug} connected.`)
+				toast.success(`${customName} connected.`)
 				resetCustomForm()
 				await load()
 				return
@@ -571,7 +617,7 @@ export default function CompanyBrainConnections() {
 				window.open(data.authUrl, "_blank", "noopener")
 				resetCustomForm()
 			} else if (data.ok) {
-				toast.success(`${slug} connected.`)
+				toast.success(`${customName} connected.`)
 				resetCustomForm()
 				await load()
 			} else {
@@ -696,7 +742,7 @@ export default function CompanyBrainConnections() {
 						{customRows.map((row) => (
 							<AppCard
 								key={`custom-${row.serverSlug}`}
-								name={titleCase(row.serverSlug.replace(/-/g, " "))}
+								name={customConnectionName(row.serverSlug)}
 								subtitle={row.serverUrl ?? "Custom OAuth MCP"}
 								icon={brainConnectorIcon(row.serverSlug, row.serverSlug)}
 								userConnected
@@ -709,7 +755,7 @@ export default function CompanyBrainConnections() {
 									disconnect(
 										{
 											slug: row.serverSlug,
-											name: titleCase(row.serverSlug.replace(/-/g, " ")),
+											name: customConnectionName(row.serverSlug),
 											category: "Custom OAuth MCP",
 											authType: "oauth",
 										},
@@ -734,10 +780,36 @@ export default function CompanyBrainConnections() {
 				)}
 			</div>
 
+			{directoryOpen ? (
+				<McpDirectoryBrowser
+					builtInSlugs={catalogSlugs}
+					onSetUp={setUpDirectoryEntry}
+				/>
+			) : (
+				<button
+					type="button"
+					onClick={() => setDirectoryOpen(true)}
+					className={cn(
+						dmSans125ClassName(),
+						"flex w-full cursor-pointer items-center justify-between rounded-xl border border-[#2A313C] border-dashed px-4 py-4 text-left transition-colors hover:border-[#3A4150]",
+					)}
+				>
+					<span>
+						<span className="block text-[14px] font-semibold text-[#FAFAFA]">
+							Browse MCP directory
+						</span>
+						<span className="mt-0.5 block text-[12px] font-medium text-[#737373]">
+							Search 654 remote and desktop MCP servers
+						</span>
+					</span>
+					<ChevronDown className="size-4 -rotate-90 text-[#737373]" />
+				</button>
+			)}
+
 			{/* Reset on every close path so the API key never lingers in state. */}
 			<Dialog
 				open={customOpen}
-				onOpenChange={(open) =>
+				onOpenChange={(open: boolean) =>
 					open ? setCustomOpen(true) : resetCustomForm()
 				}
 			>
@@ -755,11 +827,14 @@ export default function CompanyBrainConnections() {
 					<div className="flex items-start justify-between gap-4">
 						<DialogHeader className="flex-1 space-y-1 pl-1">
 							<DialogTitle className="font-semibold text-[#FAFAFA]">
-								Add custom connector
+								{directoryEntry
+									? `Set up ${directoryEntry.name}`
+									: "Add custom connector"}
 							</DialogTitle>
 							<p className="text-[13px] font-medium leading-[1.35] text-[#737373]">
-								Connect your Brain to any remote MCP server. Signs in with OAuth
-								unless you add an API key below.
+								{directoryEntry?.availability === "tenant"
+									? "Enter your workspace-specific MCP URL, then choose how this server authenticates."
+									: "Confirm the remote MCP URL, then choose how this server authenticates."}
 							</p>
 						</DialogHeader>
 						<DialogPrimitive.Close
@@ -788,21 +863,41 @@ export default function CompanyBrainConnections() {
 							className={customInputClass}
 						/>
 
-						<button
-							type="button"
-							onClick={() => setCustomAdvancedOpen((open) => !open)}
-							className="mt-1 flex items-center gap-1.5 self-start text-[13px] font-medium text-[#FAFAFA]"
-						>
-							<ChevronDown
-								className={cn(
-									"size-4 text-[#737373] transition-transform",
-									customAdvancedOpen && "rotate-180",
-								)}
-							/>
-							Advanced settings
-						</button>
+						<div className="grid grid-cols-2 gap-1 rounded-full bg-[#0D121A] p-1">
+							{(["oauth", "api-key"] as const).map((method) => (
+								<button
+									key={method}
+									type="button"
+									onClick={() => setCustomAuthMethod(method)}
+									className={cn(
+										"h-8 rounded-full text-[12px] font-semibold transition-colors",
+										customAuthMethod === method
+											? "bg-[#252B34] text-[#FAFAFA]"
+											: "text-[#737373] hover:text-[#D4D4D8]",
+									)}
+								>
+									{method === "oauth" ? "OAuth" : "API key"}
+								</button>
+							))}
+						</div>
 
-						{customAdvancedOpen && (
+						{customAuthMethod === "api-key" && (
+							<button
+								type="button"
+								onClick={() => setCustomAdvancedOpen((open) => !open)}
+								className="mt-1 flex items-center gap-1.5 self-start text-[13px] font-medium text-[#FAFAFA]"
+							>
+								<ChevronDown
+									className={cn(
+										"size-4 text-[#737373] transition-transform",
+										customAdvancedOpen && "rotate-180",
+									)}
+								/>
+								API key settings
+							</button>
+						)}
+
+						{customAuthMethod === "api-key" && customAdvancedOpen && (
 							<div className="flex flex-col gap-2">
 								<input
 									value={customToken}
diff --git a/apps/web/components/settings/mcp-directory-browser.tsx b/apps/web/components/settings/mcp-directory-browser.tsx
new file mode 100644
index 00000000..39179627
--- /dev/null
+++ b/apps/web/components/settings/mcp-directory-browser.tsx
@@ -0,0 +1,296 @@
+"use client"
+
+import { cn } from "@lib/utils"
+import { ChevronDown, Laptop, Loader2, Search } from "lucide-react"
+import { useEffect, useMemo, useState } from "react"
+import { dmSans125ClassName } from "@/lib/fonts"
+import type { McpDirectoryEntry } from "@/lib/mcp-directory"
+import { brainConnectorIcon } from "../brain-connector-icons"
+
+const PAGE_SIZE = 48
+let directoryCache: McpDirectoryEntry[] | null = null
+
+const AVAILABILITY_LABEL = {
+	fixed: "Remote URL",
+	tenant: "Custom URL",
+	unavailable: "URL unavailable",
+	local: "Desktop only",
+} as const
+
+function isDirectoryEntry(value: unknown): value is McpDirectoryEntry {
+	if (!value || typeof value !== "object") return false
+	const entry = value as Partial<McpDirectoryEntry>
+	return (
+		typeof entry.id === "string" &&
+		typeof entry.name === "string" &&
+		(entry.type === "remote" || entry.type === "local") &&
+		(entry.url === null || typeof entry.url === "string") &&
+		typeof entry.auth === "string" &&
+		(entry.note === null || typeof entry.note === "string") &&
+		Array.isArray(entry.categories) &&
+		entry.categories.every((category) => typeof category === "string") &&
+		typeof entry.popularity === "number" &&
+		["fixed", "tenant", "unavailable", "local"].includes(
+			entry.availability ?? "",
+		)
+	)
+}
+
+function parseDirectory(value: unknown) {
+	if (!value || typeof value !== "object") throw new Error("invalid catalog")
+	const entries = (value as { entries?: unknown }).entries
+	if (!Array.isArray(entries) || !entries.every(isDirectoryEntry)) {
+		throw new Error("invalid catalog")
+	}
+	return entries
+}
+
+async function loadDirectory(signal: AbortSignal) {
+	if (directoryCache) return directoryCache
+	const response = await fetch("/mcp-directory.json", {
+		signal,
+		cache: "default",
+	})
+	if (!response.ok) throw new Error("catalog request failed")
+	directoryCache = parseDirectory(await response.json())
+	return directoryCache
+}
+
+function categoryLabel(value: string) {
+	return value
+		.split("-")
+		.map((word) => word.charAt(0).toUpperCase() + word.slice(1))
+		.join(" ")
+}
+
+function entrySlug(entry: McpDirectoryEntry) {
+	return entry.name
+		.trim()
+		.toLowerCase()
+		.replace(/[^a-z0-9]+/g, "-")
+		.replace(/^-+|-+$/g, "")
+		.slice(0, 63)
+}
+
+export function McpDirectoryBrowser({
+	builtInSlugs,
+	onSetUp,
+}: {
+	builtInSlugs: Set<string>
+	onSetUp: (entry: McpDirectoryEntry) => void
+}) {
+	const [query, setQuery] = useState("")
+	const [entries, setEntries] = useState<McpDirectoryEntry[]>([])
+	const [loadError, setLoadError] = useState(false)
+	const [category, setCategory] = useState("all")
+	const [availability, setAvailability] = useState("all")
+	const [visibleCount, setVisibleCount] = useState(PAGE_SIZE)
+
+	useEffect(() => {
+		const controller = new AbortController()
+		void loadDirectory(controller.signal)
+			.then((data) => {
+				setEntries(data)
+				setLoadError(false)
+			})
+			.catch((error: unknown) => {
+				if (error instanceof DOMException && error.name === "AbortError") return
+				setLoadError(true)
+			})
+		return () => controller.abort()
+	}, [])
+
+	const categories = useMemo(
+		() =>
+			[...new Set(entries.flatMap((entry) => entry.categories))].sort((a, b) =>
+				categoryLabel(a).localeCompare(categoryLabel(b)),
+			),
+		[entries],
+	)
+
+	const filtered = useMemo(() => {
+		const needle = query.trim().toLowerCase()
+		return entries.filter((entry) => {
+			if (category !== "all" && !entry.categories.includes(category))
+				return false
+			if (availability !== "all" && entry.availability !== availability)
+				return false
+			if (!needle) return true
+			return [entry.name, entry.url, entry.note, ...entry.categories]
+				.filter(Boolean)
+				.some((value) => value?.toLowerCase().includes(needle))
+		})
+	}, [availability, category, entries, query])
+
+	const visible = filtered.slice(0, visibleCount)
+
+	return (
+		<section className="space-y-4 pt-3">
+			<div className="flex flex-col gap-1">
+				<div className="flex items-baseline justify-between gap-4">
+					<h2
+						className={cn(
+							dmSans125ClassName(),
+							"font-semibold text-[17px] tracking-[-0.25px] text-[#FAFAFA]",
+						)}
+					>
+						MCP directory
+					</h2>
+					<span className="shrink-0 text-[12px] font-medium text-[#737373]">
+						{entries.length > 0
+							? `${filtered.length.toLocaleString()} of ${entries.length.toLocaleString()}`
+							: "654 servers"}
+					</span>
+				</div>
+				<p className="max-w-2xl text-[13px] font-medium leading-5 text-[#737373]">
+					Browse remote and desktop MCP servers. Remote entries open a setup
+					form so you can confirm OAuth or API-key authentication before
+					connecting.
+				</p>
+			</div>
+
+			<div className="grid gap-2 sm:grid-cols-[minmax(0,1fr)_180px_180px]">
+				<label className="relative">
+					<Search className="absolute top-1/2 left-3 size-4 -translate-y-1/2 text-[#737373]" />
+					<input
+						value={query}
+						onChange={(event) => {
+							setQuery(event.target.value)
+							setVisibleCount(PAGE_SIZE)
+						}}
+						placeholder="Search MCPs"
+						className="h-10 w-full rounded-xl border border-[#252B34] bg-[#111419] pr-3 pl-9 text-[13px] font-medium text-[#FAFAFA] outline-none placeholder:text-[#5F6673] focus:border-[#3A4150]"
+					/>
+				</label>
+				<label className="relative">
+					<select
+						aria-label="Filter by category"
+						value={category}
+						onChange={(event) => {
+							setCategory(event.target.value)
+							setVisibleCount(PAGE_SIZE)
+						}}
+						className="h-10 w-full appearance-none rounded-xl border border-[#252B34] bg-[#111419] px-3 pr-8 text-[13px] font-medium text-[#D4D4D8] outline-none focus:border-[#3A4150]"
+					>
+						<option value="all">All categories</option>
+						{categories.map((value) => (
+							<option key={value} value={value}>
+								{categoryLabel(value)}
+							</option>
+						))}
+					</select>
+					<ChevronDown className="pointer-events-none absolute top-1/2 right-3 size-4 -translate-y-1/2 text-[#737373]" />
+				</label>
+				<label className="relative">
+					<select
+						aria-label="Filter by availability"
+						value={availability}
+						onChange={(event) => {
+							setAvailability(event.target.value)
+							setVisibleCount(PAGE_SIZE)
+						}}
+						className="h-10 w-full appearance-none rounded-xl border border-[#252B34] bg-[#111419] px-3 pr-8 text-[13px] font-medium text-[#D4D4D8] outline-none focus:border-[#3A4150]"
+					>
+						<option value="all">All availability</option>
+						<option value="fixed">Remote URL</option>
+						<option value="tenant">Custom URL</option>
+						<option value="unavailable">URL unavailable</option>
+						<option value="local">Desktop only</option>
+					</select>
+					<ChevronDown className="pointer-events-none absolute top-1/2 right-3 size-4 -translate-y-1/2 text-[#737373]" />
+				</label>
+			</div>
+
+			{loadError ? (
+				<div className="rounded-xl border border-[#252B34] border-dashed px-4 py-10 text-center text-[13px] font-medium text-[#737373]">
+					The MCP directory couldn't be loaded. Refresh to try again.
+				</div>
+			) : entries.length === 0 ? (
+				<div className="flex items-center justify-center gap-2 rounded-xl border border-[#252B34] border-dashed px-4 py-10 text-[13px] font-medium text-[#737373]">
+					<Loader2 className="size-4 animate-spin" />
+					Loading MCP directory
+				</div>
+			) : visible.length > 0 ? (
+				<div className="grid gap-2 sm:grid-cols-2 lg:grid-cols-3">
+					{visible.map((entry) => {
+						const builtIn = builtInSlugs.has(entrySlug(entry))
+						const canSetUp =
+							!builtIn &&
+							entry.auth !== "no_auth" &&
+							!entry.note
+								?.toLowerCase()
+								.includes("register your own oauth client") &&
+							(entry.availability === "fixed" ||
+								entry.availability === "tenant")
+						const subtitle =
+							entry.categories.length > 0
+								? entry.categories.map(categoryLabel).join(" · ")
+								: entry.type === "local"
+									? "Local desktop extension"
+									: "Other"
+						return (
+							<div
+								key={entry.id}
+								className="flex min-w-0 flex-col justify-between gap-3 rounded-xl border border-[#20252D] bg-[#111419] p-3.5 transition-colors hover:border-[#2E3642]"
+							>
+								<div className="flex min-w-0 items-start gap-3">
+									<div className="flex size-9 shrink-0 items-center justify-center overflow-hidden rounded-[9px] bg-[#080B0F]">
+										{entry.type === "local" ? (
+											<Laptop className="size-4 text-[#A1A1AA]" />
+										) : (
+											brainConnectorIcon(entrySlug(entry), entry.name, "size-4")
+										)}
+									</div>
+									<div className="min-w-0">
+										<p className="truncate text-[13px] font-semibold text-[#FAFAFA]">
+											{entry.name}
+										</p>
+										<p className="mt-0.5 line-clamp-1 text-[11px] font-medium text-[#737373]">
+											{subtitle}
+										</p>
+									</div>
+								</div>
+								<div className="flex items-center justify-between gap-2 border-[#20252D] border-t pt-2.5">
+									<span className="truncate text-[11px] font-medium text-[#6B7280]">
+										{builtIn
+											? "Built in above"
+											: entry.auth === "no_auth"
+												? "No-auth servers aren't supported yet"
+												: entry.note
+															?.toLowerCase()
+															.includes("register your own oauth client")
+													? "Requires your own OAuth client"
+													: AVAILABILITY_LABEL[entry.availability]}
+									</span>
+									{canSetUp ? (
+										<button
+											type="button"
+											onClick={() => onSetUp(entry)}
+											className="shrink-0 cursor-pointer rounded-full bg-[#1B2028] px-3 py-1.5 text-[11px] font-semibold text-[#FAFAFA] transition-colors hover:bg-[#252C37]"
+										>
+											Set up
+										</button>
+									) : null}
+								</div>
+							</div>
+						)
+					})}
+				</div>
+			) : (
+				<div className="rounded-xl border border-[#252B34] border-dashed px-4 py-10 text-center text-[13px] font-medium text-[#737373]">
+					No MCPs match these filters.
+				</div>
+			)}
+
+			{visibleCount < filtered.length ? (
+				<button
+					type="button"
+					onClick={() => setVisibleCount((count) => count + PAGE_SIZE)}
+					className="mx-auto flex h-9 cursor-pointer items-center rounded-full border border-[#2A313C] px-5 text-[12px] font-semibold text-[#D4D4D8] transition-colors hover:border-[#3A4150] hover:text-[#FAFAFA]"
+				>
+					Show {Math.min(PAGE_SIZE, filtered.length - visibleCount)} more
+				</button>
+			) : null}
+		</section>
+	)
+}
diff --git a/apps/web/lib/mcp-directory.ts b/apps/web/lib/mcp-directory.ts
new file mode 100644
index 00000000..45a5bde8
--- /dev/null
+++ b/apps/web/lib/mcp-directory.ts
@@ -0,0 +1,17 @@
+export type McpDirectoryAvailability =
+	| "fixed"
+	| "tenant"
+	| "unavailable"
+	| "local"
+
+export type McpDirectoryEntry = {
+	id: string
+	name: string
+	type: "remote" | "local"
+	url: string | null
+	auth: string
+	note: string | null
+	categories: string[]
+	popularity: number
+	availability: McpDirectoryAvailability
+}
diff --git a/apps/web/middleware.ts b/apps/web/middleware.ts
index 8febfc81..e8a1cb22 100644
--- a/apps/web/middleware.ts
+++ b/apps/web/middleware.ts
@@ -107,6 +107,6 @@ export default async function proxy(request: Request) {
 
 export const config = {
 	matcher: [
-		"/((?!_next/static|_next/image|images|icon.png|favicon.ico|favicon-16x16.png|favicon-32x32.png|apple-touch-icon.png|android-chrome-192x192.png|android-chrome-512x512.png|manifest.webmanifest|site.webmanifest|monitoring|opengraph-image.png|bg-rectangle.png|onboarding|ingest|login|api/emails|mcp-supported-tools|mcp-icon.svg).*)",
+		"/((?!_next/static|_next/image|images|icon.png|favicon.ico|favicon-16x16.png|favicon-32x32.png|apple-touch-icon.png|android-chrome-192x192.png|android-chrome-512x512.png|manifest.webmanifest|site.webmanifest|monitoring|opengraph-image.png|bg-rectangle.png|onboarding|ingest|login|api/emails|mcp-supported-tools|mcp-icon.svg|mcp-directory.json).*)",
 	],
 }
diff --git a/apps/web/public/mcp-directory.json b/apps/web/public/mcp-directory.json
new file mode 100644
index 00000000..ececc8d5
--- /dev/null
+++ b/apps/web/public/mcp-directory.json
@@ -0,0 +1,7313 @@
+{
+	"version": 1,
+	"entries": [
+		{
+			"id": "mcp-1",
+			"name": "Google Drive",
+			"type": "remote",
+			"url": "https://drivemcp.googleapis.com/mcp/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "data"],
+			"popularity": 24947,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-2",
+			"name": "Gmail",
+			"type": "remote",
+			"url": "https://gmailmcp.googleapis.com/mcp/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["communication"],
+			"popularity": 24390,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-3",
+			"name": "Google Calendar",
+			"type": "remote",
+			"url": "https://calendarmcp.googleapis.com/mcp/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 24258,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-4",
+			"name": "Canva",
+			"type": "remote",
+			"url": "https://mcp.canva.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["design", "education"],
+			"popularity": 22776,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-5",
+			"name": "Figma",
+			"type": "remote",
+			"url": "https://mcp.figma.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["creative"],
+			"popularity": 22484,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-6",
+			"name": "Notion",
+			"type": "remote",
+			"url": "https://mcp.notion.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 22426,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-7",
+			"name": "Microsoft 365",
+			"type": "remote",
+			"url": "https://microsoft365.mcp.claude.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
+			"popularity": 22403,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-8",
+			"name": "Atlassian Rovo",
+			"type": "remote",
+			"url": "https://mcp.atlassian.com/v1/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 22237,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-9",
+			"name": "Slack",
+			"type": "remote",
+			"url": "https://mcp.slack.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
+			"popularity": 22007,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-10",
+			"name": "HubSpot",
+			"type": "remote",
+			"url": "https://mcp.hubspot.com/anthropic",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 21648,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-11",
+			"name": "Linear",
+			"type": "remote",
+			"url": "https://mcp.linear.app/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 21402,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-12",
+			"name": "monday.com",
+			"type": "remote",
+			"url": "https://mcp.monday.com/mcp",
+			"auth": "at",
+			"note": null,
+			"categories": [
+				"sales-and-marketing",
+				"productivity",
+				"creative",
+				"developer-tools",
+				"other"
+			],
+			"popularity": 21357,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-13",
+			"name": "Intercom",
+			"type": "remote",
+			"url": "https://mcp.intercom.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["communication"],
+			"popularity": 21092,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-14",
+			"name": "Box",
+			"type": "remote",
+			"url": "https://mcp.box.com",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data", "legal"],
+			"popularity": 21068,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-15",
+			"name": "Asana",
+			"type": "remote",
+			"url": "https://mcp.asana.com/v2/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
+			"popularity": 20739,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-16",
+			"name": "Miro",
+			"type": "remote",
+			"url": "https://mcp.miro.com/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code", "productivity", "design"],
+			"popularity": 20372,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-17",
+			"name": "Zoom for Claude",
+			"type": "remote",
+			"url": "https://mcp.zoom.us/mcp/zoom/streamable",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 20194,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-18",
+			"name": "Adobe for creativity",
+			"type": "remote",
+			"url": "https://adobe-creativity.adobe.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["design", "creative"],
+			"popularity": 20115,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-19",
+			"name": "Granola",
+			"type": "remote",
+			"url": "https://mcp.granola.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 19926,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-20",
+			"name": "Gamma",
+			"type": "remote",
+			"url": "https://mcp.gamma.app/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "sales-and-marketing"],
+			"popularity": 19849,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-21",
+			"name": "Microsoft Learn",
+			"type": "remote",
+			"url": "https://learn.microsoft.com/api/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 19799,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-22",
+			"name": "Vercel",
+			"type": "remote",
+			"url": "https://mcp.vercel.com/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 19616,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-23",
+			"name": "Lucid",
+			"type": "remote",
+			"url": "https://mcp.lucid.app/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 19599,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-24",
+			"name": "Supabase",
+			"type": "remote",
+			"url": "https://mcp.supabase.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code", "data"],
+			"popularity": 19591,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-25",
+			"name": "Indeed",
+			"type": "remote",
+			"url": "https://mcp.indeed.com/claude/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 19536,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-26",
+			"name": "Airtable",
+			"type": "remote",
+			"url": "https://mcp.airtable.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 19507,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-27",
+			"name": "Zapier",
+			"type": "remote",
+			"url": "https://mcp.zapier.com/api/v1/connect",
+			"auth": "auth_required",
+			"note": null,
+			"categories": [
+				"productivity",
+				"communication",
+				"sales-and-marketing",
+				"data-analytics",
+				"developer-tools"
+			],
+			"popularity": 19461,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-28",
+			"name": "Spotify",
+			"type": "remote",
+			"url": "https://mcp-gateway-external-pilot.spotify.net/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 19460,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-29",
+			"name": "Docusign",
+			"type": "remote",
+			"url": "https://mcp.docusign.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 19280,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-30",
+			"name": "Sentry",
+			"type": "remote",
+			"url": "https://mcp.sentry.dev/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 19267,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-31",
+			"name": "PubMed",
+			"type": "remote",
+			"url": "https://pubmed.mcp.claude.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["life-sciences", "health"],
+			"popularity": 19237,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-32",
+			"name": "Excalidraw",
+			"type": "remote",
+			"url": "https://mcp.excalidraw.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 19147,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-33",
+			"name": "ZoomInfo",
+			"type": "remote",
+			"url": "https://mcp.zoominfo.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": [
+				"sales-and-marketing",
+				"data-analytics",
+				"productivity",
+				"developer-tools",
+				"communication"
+			],
+			"popularity": 19117,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-34",
+			"name": "NetSuite",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(?:|[a-z0-9.-]+\\.)suitetalk\\.api\\.netsuite\\.com/services/mcp/v1/suiteapp/com\\.netsuite\\.mcpstandardtools",
+			"categories": ["data", "financial-services"],
+			"popularity": 19057,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-35",
+			"name": "ClickUp",
+			"type": "remote",
+			"url": "https://mcp.clickup.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
+			"popularity": 19038,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-36",
+			"name": "Shopify",
+			"type": "remote",
+			"url": "https://setup.shopify.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 18954,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-37",
+			"name": "Smartsheet",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://mcp\\.smartsheet\\.(com|eu|au)/?$",
+			"categories": ["productivity", "communication"],
+			"popularity": 18945,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-38",
+			"name": "Postman",
+			"type": "remote",
+			"url": "https://mcp.postman.com/minimal",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 18941,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-39",
+			"name": "Apollo.io",
+			"type": "remote",
+			"url": "https://mcp.apollo.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 18925,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-40",
+			"name": "Clay",
+			"type": "remote",
+			"url": "https://api.clay.com/v3/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing", "data"],
+			"popularity": 18767,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-41",
+			"name": "n8n",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://[a-z0-9._-]+(?:|:[0-9]+)/mcp-server/http/?$",
+			"categories": ["productivity"],
+			"popularity": 18736,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-42",
+			"name": "Ahrefs",
+			"type": "remote",
+			"url": "https://api.ahrefs.com/mcp/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing", "data", "communication"],
+			"popularity": 18730,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-43",
+			"name": "Stripe",
+			"type": "remote",
+			"url": "https://mcp.stripe.com",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 18689,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-44",
+			"name": "Windsor.ai",
+			"type": "remote",
+			"url": "https://mcp.windsor.ai",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing", "data"],
+			"popularity": 18666,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-45",
+			"name": "Context7",
+			"type": "remote",
+			"url": "https://mcp.context7.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 18625,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-46",
+			"name": "Semrush",
+			"type": "remote",
+			"url": "https://mcp.semrush.com/claude/v1/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing", "data-analytics"],
+			"popularity": 18580,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-47",
+			"name": "Snowflake",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(?:|[a-z0-9.-]+\\.)snowflakecomputing\\.com(/|$)",
+			"categories": ["data"],
+			"popularity": 18529,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-48",
+			"name": "Clinical Trials",
+			"type": "remote",
+			"url": "https://hcls.mcp.claude.com/clinical_trials/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 18509,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-49",
+			"name": "Todoist",
+			"type": "remote",
+			"url": "https://ai.todoist.net/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 18461,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-50",
+			"name": "Intuit QuickBooks",
+			"type": "remote",
+			"url": "https://ai-inc.quickbooks.intuit.com/v1/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 18457,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-51",
+			"name": "WordPress.com",
+			"type": "remote",
+			"url": "https://public-api.wordpress.com/wpcom/v2/mcp/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 18447,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-52",
+			"name": "Mermaid Chart",
+			"type": "remote",
+			"url": "https://chatgpt.mermaid.ai/anthropic/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["design", "productivity"],
+			"popularity": 18418,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-53",
+			"name": "Booking.com",
+			"type": "remote",
+			"url": "https://demandapi-mcp.booking.com/v1/mcp/8132308",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 18413,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-54",
+			"name": "PitchBook Premium",
+			"type": "remote",
+			"url": "https://premium.mcp.pitchbook.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 18410,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-55",
+			"name": "Google Cloud BigQuery",
+			"type": "remote",
+			"url": "https://bigquery.googleapis.com/mcp",
+			"auth": "auth_required",
+			"note": "requires you to register your own OAuth client first",
+			"categories": ["data"],
+			"popularity": 18397,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-56",
+			"name": "S&P - Deterministic Retrieval",
+			"type": "remote",
+			"url": "https://kfinance.kensho.com/integrations/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 18360,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-57",
+			"name": "bioRxiv",
+			"type": "remote",
+			"url": "https://hcls.mcp.claude.com/biorxiv/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 18351,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-58",
+			"name": "Fireflies",
+			"type": "remote",
+			"url": "https://api.fireflies.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["communication"],
+			"popularity": 18302,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-59",
+			"name": "Webflow",
+			"type": "remote",
+			"url": "https://mcp.webflow.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["developer-tools", "productivity"],
+			"popularity": 18246,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-60",
+			"name": "Cloudflare Developer Platform",
+			"type": "remote",
+			"url": "https://bindings.mcp.cloudflare.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 18242,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-61",
+			"name": "Supermetrics Marketing Analytics",
+			"type": "remote",
+			"url": "https://mcp.supermetrics.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data-analytics", "sales-and-marketing", "productivity"],
+			"popularity": 18216,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-62",
+			"name": "ChEMBL",
+			"type": "remote",
+			"url": "https://hcls.mcp.claude.com/chembl/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 18201,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-63",
+			"name": "Strava",
+			"type": "remote",
+			"url": "https://mcp.strava.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["health"],
+			"popularity": 18100,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-64",
+			"name": "Lovable",
+			"type": "remote",
+			"url": "https://mcp.lovable.dev",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code", "productivity"],
+			"popularity": 18072,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-65",
+			"name": "Ramp",
+			"type": "remote",
+			"url": "https://ramp-mcp-remote.ramp.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 18006,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-66",
+			"name": "Mixpanel",
+			"type": "remote",
+			"url": "https://mcp.mixpanel.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 18004,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-67",
+			"name": "Superhuman Mail",
+			"type": "remote",
+			"url": "https://mcp.mail.superhuman.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
+			"popularity": 17994,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-68",
+			"name": "Make",
+			"type": "remote",
+			"url": "https://mcp.make.com",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17978,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-69",
+			"name": "Hugging Face",
+			"type": "remote",
+			"url": "https://huggingface.co/mcp?login&gradio=none",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 17953,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-70",
+			"name": "Fathom – Your Meeting Intelligence Layer",
+			"type": "remote",
+			"url": "https://api.fathom.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17910,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-71",
+			"name": "Consensus",
+			"type": "remote",
+			"url": "https://mcp.consensus.app/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data", "life-sciences"],
+			"popularity": 17909,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-72",
+			"name": "Netlify",
+			"type": "remote",
+			"url": "https://netlify-mcp.netlify.app/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["developer-tools"],
+			"popularity": 17869,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-73",
+			"name": "Glean",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://[^/]+\\.glean\\.com/mcp/[A-Za-z0-9_-]+",
+			"categories": ["productivity"],
+			"popularity": 17855,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-74",
+			"name": "Wispr Flow",
+			"type": "remote",
+			"url": "https://api.wisprflow.ai/connect/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
+			"popularity": 17821,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-75",
+			"name": "PostHog",
+			"type": "remote",
+			"url": "https://mcp.posthog.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 17808,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-76",
+			"name": "Calendly",
+			"type": "remote",
+			"url": "https://mcp.calendly.com/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17775,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-77",
+			"name": "Expedia",
+			"type": "remote",
+			"url": "https://www.expedia.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17749,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-78",
+			"name": "FactSet AI-Ready Data",
+			"type": "remote",
+			"url": "https://mcp.factset.com/content/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 17636,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-79",
+			"name": "Pendo",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(app|app\\.eu|app\\.jpn|app\\.au|us1\\.app)\\.pendo\\.io(/|$)",
+			"categories": ["productivity", "data"],
+			"popularity": 17601,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-80",
+			"name": "Adobe Experience Manager",
+			"type": "remote",
+			"url": "https://mcp.adobeaemcloud.com/adobe/mcp/aem",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17600,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-81",
+			"name": "Xero",
+			"type": "remote",
+			"url": "https://mcp.xero.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 17479,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-82",
+			"name": "Klaviyo",
+			"type": "remote",
+			"url": "https://mcp.klaviyo.com/mcp?include-mcp-app=true",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing", "data", "communication"],
+			"popularity": 17472,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-83",
+			"name": "Harvey",
+			"type": "remote",
+			"url": "https://api.harvey.ai/hosted_mcp/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 17427,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-84",
+			"name": "Interactive Brokers (IBKR)",
+			"type": "remote",
+			"url": "https://api.ibkr.com/v1/api/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 17402,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-85",
+			"name": "Dropbox",
+			"type": "remote",
+			"url": "https://mcp.dropbox.com/claude_app_mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17345,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-86",
+			"name": "Jotform",
+			"type": "remote",
+			"url": "https://mcp.jotform.com/mcp-app",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "data-analytics"],
+			"popularity": 17289,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-87",
+			"name": "Outreach",
+			"type": "remote",
+			"url": "https://api.outreach.io/mcp/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 17241,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-88",
+			"name": "Wix",
+			"type": "remote",
+			"url": "https://mcp.wix.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17240,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-89",
+			"name": "Lusha",
+			"type": "remote",
+			"url": "https://mcp.lusha.com/mcp/claude",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17228,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-90",
+			"name": "Kiwi.com",
+			"type": "remote",
+			"url": "https://mcp.kiwi.com/",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17225,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-91",
+			"name": "Adobe Marketing Agent",
+			"type": "remote",
+			"url": "https://aep-ai-ama.adobe.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 17203,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-92",
+			"name": "Similarweb",
+			"type": "remote",
+			"url": "https://mcp.similarweb.com",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 17145,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-93",
+			"name": "HyperFrames by HeyGen",
+			"type": "remote",
+			"url": "https://mcp.heygen.com/mcp/hyperframes",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "design"],
+			"popularity": 17141,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-94",
+			"name": "Vibe Prospecting",
+			"type": "remote",
+			"url": "https://vibeprospecting.explorium.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": [
+				"sales-and-marketing",
+				"data-analytics",
+				"financial-services",
+				"other",
+				"productivity"
+			],
+			"popularity": 17117,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-95",
+			"name": "Scholar Gateway",
+			"type": "remote",
+			"url": "https://connector.scholargateway.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 17048,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-96",
+			"name": "CoCounsel Legal",
+			"type": "remote",
+			"url": "https://legal-mcp.thomsonreuters.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 17017,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-97",
+			"name": "Exa",
+			"type": "remote",
+			"url": "https://mcp.exa.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 16997,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-98",
+			"name": "incident.io",
+			"type": "remote",
+			"url": "https://mcp.incident.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 16997,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-99",
+			"name": "Uber",
+			"type": "remote",
+			"url": "https://mcp.uber.com/claude/rides-3p/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16993,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-100",
+			"name": "GoDaddy",
+			"type": "remote",
+			"url": "https://api.godaddy.com/v1/domains/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16989,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-101",
+			"name": "PagerDuty",
+			"type": "remote",
+			"url": "https://mcp.pagerduty.com/mcp",
+			"auth": "auth_required",
+			"note": "requires you to register your own OAuth client first",
+			"categories": ["code"],
+			"popularity": 16988,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-102",
+			"name": "PDF Viewer",
+			"type": "remote",
+			"url": "https://example-server.modelcontextprotocol.io/pdf/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16967,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-103",
+			"name": "Intuit Mailchimp",
+			"type": "remote",
+			"url": "https://ai-inc.mailchimp.com/claude/mcp/v2",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16947,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-104",
+			"name": "Descript",
+			"type": "remote",
+			"url": "https://api.descript.com/v2/mcp/claude",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["design", "productivity"],
+			"popularity": 16924,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-105",
+			"name": "Tripadvisor",
+			"type": "remote",
+			"url": "https://production.ai-mcp-extensibility-prd.tamg.cloud/ogMvjY4De1G7CiHanMOAgddl/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16917,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-106",
+			"name": "CourtListener",
+			"type": "remote",
+			"url": "https://mcp.courtlistener.com/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 16863,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-107",
+			"name": "Datasite",
+			"type": "remote",
+			"url": "https://mcp.global.datasite.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services", "legal"],
+			"popularity": 16836,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-108",
+			"name": "ICD-10 Codes",
+			"type": "remote",
+			"url": "https://hcls.mcp.claude.com/icd10_codes/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["health"],
+			"popularity": 16830,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-109",
+			"name": "Open Targets",
+			"type": "remote",
+			"url": "https://mcp.platform.opentargets.org/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["data", "life-sciences"],
+			"popularity": 16792,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-110",
+			"name": "Hex",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(?:|[a-z0-9.-]+\\.)hex\\.tech(/|$)",
+			"categories": ["productivity"],
+			"popularity": 16780,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-111",
+			"name": "Anthropic Economic Index",
+			"type": "remote",
+			"url": "https://econ-index.mcp.claude.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["data-analytics"],
+			"popularity": 16772,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-112",
+			"name": "Adobe Journey Optimizer",
+			"type": "remote",
+			"url": "https://ajo-mcp.adobe.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 16767,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-113",
+			"name": "lastminute.com",
+			"type": "remote",
+			"url": "https://mcp.lastminute.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16764,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-114",
+			"name": "G2",
+			"type": "remote",
+			"url": "https://mcp.g2.com/mcp",
+			"auth": "auth_required",
+			"note": null,
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+		{
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+			"popularity": 16701,
+			"availability": "fixed"
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+		{
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+			"popularity": 16665,
+			"availability": "fixed"
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+		{
+			"id": "mcp-117",
+			"name": "Motion Creative Analytics",
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+			"url": "https://projects.motionapp.com/mcp",
+			"auth": "auth_required",
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+			"popularity": 16664,
+			"availability": "fixed"
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+		{
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+			"name": "Morningstar",
+			"type": "remote",
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+			"categories": ["financial-services"],
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+			"availability": "fixed"
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+		{
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+			"name": "NPI Registry",
+			"type": "remote",
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+			"categories": ["health"],
+			"popularity": 16652,
+			"availability": "fixed"
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+		{
+			"id": "mcp-120",
+			"name": "SurveyMonkey",
+			"type": "remote",
+			"url": "https://mcp.surveymonkey.com/mcp",
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+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16617,
+			"availability": "fixed"
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+		{
+			"id": "mcp-121",
+			"name": "ZipRecruiter",
+			"type": "remote",
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+			"popularity": 16610,
+			"availability": "fixed"
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+		{
+			"id": "mcp-122",
+			"name": "AWS Marketplace",
+			"type": "remote",
+			"url": "https://marketplace-mcp.us-east-1.api.aws/mcp",
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+			"popularity": 16588,
+			"availability": "fixed"
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+		{
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+			"note": null,
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+			"availability": "fixed"
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+		{
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+			"name": "PayPal",
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+			"url": "https://mcp.paypal.com/mcp",
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+			"note": null,
+			"categories": ["financial-services"],
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+			"availability": "fixed"
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+		{
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+			"auth": "auth_required",
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+			"popularity": 16537,
+			"availability": "fixed"
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+			"auth": "auth_required",
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+			"categories": ["productivity", "financial-services", "data"],
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+			"availability": "tenant"
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+		{
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+			"name": "ServiceNow",
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+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://[a-zA-Z0-9-]+\\.service-now\\.com/sncapps/mcp-server/mcp/[a-zA-Z0-9_-]+$",
+			"categories": [
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+				"developer-tools",
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+			"availability": "tenant"
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+		{
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+			"note": null,
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+			"popularity": 16491,
+			"availability": "fixed"
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+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16477,
+			"availability": "fixed"
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+		{
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+			"type": "remote",
+			"url": "https://mcp.app.carta.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 16476,
+			"availability": "fixed"
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+		{
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+			"name": "Brex",
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+			"url": "https://api.brex.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 16474,
+			"availability": "fixed"
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+		{
+			"id": "mcp-132",
+			"name": "LSEG",
+			"type": "remote",
+			"url": "https://api.analytics.lseg.com/lfa/mcp/server-cl",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 16466,
+			"availability": "fixed"
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+		{
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+			"name": "Daloopa",
+			"type": "remote",
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+			"note": null,
+			"categories": ["financial-services"],
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+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-134",
+			"name": "Ramp Data",
+			"type": "remote",
+			"url": "https://mcp.ramp.com/ramp-data/anthropic/mcp",
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+			"categories": ["financial-services"],
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+			"availability": "fixed"
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+		{
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+			"name": "Trimble SketchUp",
+			"type": "remote",
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+			"auth": "auth_required",
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+			"categories": ["design", "creative"],
+			"popularity": 16458,
+			"availability": "fixed"
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+			"name": "Sigma",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(?:|[a-z0-9.-]+\\.)sigmacomputing\\.com(/|$)",
+			"categories": ["data"],
+			"popularity": 16456,
+			"availability": "tenant"
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+		{
+			"id": "mcp-137",
+			"name": "CMS Coverage",
+			"type": "remote",
+			"url": "https://hcls.mcp.claude.com/cms_coverage/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["health"],
+			"popularity": 16449,
+			"availability": "fixed"
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+		{
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+			"name": "Otter.ai",
+			"type": "remote",
+			"url": "https://mcp.otter.ai/mcp",
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+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16421,
+			"availability": "fixed"
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+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16402,
+			"availability": "fixed"
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+		{
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+			"note": null,
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+			"availability": "fixed"
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+		{
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+			"note": null,
+			"categories": ["communication"],
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+			"availability": "fixed"
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+			"type": "remote",
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+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(?:|[a-z0-9.-]+\\.)customer\\.io(/|$)",
+			"categories": ["sales-and-marketing"],
+			"popularity": 16315,
+			"availability": "tenant"
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+		{
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+			"type": "remote",
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+			"availability": "fixed"
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+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
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+			"categories": ["code"],
+			"popularity": 16303,
+			"availability": "tenant"
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+			"auth": "auth_required",
+			"note": null,
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+			"availability": "fixed"
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+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16269,
+			"availability": "fixed"
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+		{
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+			"categories": ["productivity"],
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+			"availability": "fixed"
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+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
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+			"availability": "fixed"
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+		{
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+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16216,
+			"availability": "fixed"
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+		{
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+			"note": null,
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+			"availability": "fixed"
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+		{
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+			"url": "https://api.scite.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
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+			"availability": "fixed"
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+			"note": null,
+			"categories": ["code"],
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+			"availability": "fixed"
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+		{
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+			"note": null,
+			"categories": ["financial-services"],
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+			"availability": "fixed"
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+			"note": null,
+			"categories": ["productivity", "communication"],
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+			"availability": "fixed"
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+		{
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+			"categories": ["productivity", "legal"],
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+			"availability": "fixed"
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+		{
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+			"note": null,
+			"categories": ["data"],
+			"popularity": 16163,
+			"availability": "fixed"
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+		{
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+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16161,
+			"availability": "fixed"
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+		{
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+			"auth": "auth_required",
+			"note": null,
+			"categories": ["developer-tools", "productivity"],
+			"popularity": 16105,
+			"availability": "fixed"
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+		{
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+			"name": "Trivago",
+			"type": "remote",
+			"url": "https://mcp.trivago.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16045,
+			"availability": "fixed"
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+		{
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+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 16043,
+			"availability": "fixed"
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+		{
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+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 16042,
+			"availability": "fixed"
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+		{
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+			"url": "https://playmcp.kakao.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15969,
+			"availability": "fixed"
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+		{
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+			"url": "https://mcp.tavily.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15964,
+			"availability": "fixed"
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+		{
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+			"url": "https://fellow.app/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["communication"],
+			"popularity": 15959,
+			"availability": "fixed"
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+		{
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+			"url": "https://elicit.com/api/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 15938,
+			"availability": "fixed"
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+		{
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+			"name": "Adobe Customer Journey Analytics",
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+			"url": "https://cja-mcp.adobe.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15876,
+			"availability": "fixed"
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+		{
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+			"name": "BrightHire",
+			"type": "remote",
+			"url": "https://app.brighthire.ai/mcp/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15874,
+			"availability": "fixed"
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+		{
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+			"name": "Whimsical",
+			"type": "remote",
+			"url": "https://mcp.whimsical.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["design", "productivity"],
+			"popularity": 15863,
+			"availability": "fixed"
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+		{
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+			"name": "Lattice",
+			"type": "remote",
+			"url": "https://api.latticehq.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15853,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-170",
+			"name": "Monte Carlo",
+			"type": "remote",
+			"url": "https://mcp.getmontecarlo.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15845,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-171",
+			"name": "Gainsight (Staircase AI)",
+			"type": "remote",
+			"url": "https://mcp.staircase.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15843,
+			"availability": "fixed"
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+		{
+			"id": "mcp-172",
+			"name": "Dice",
+			"type": "remote",
+			"url": "https://mcp.dice.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15828,
+			"availability": "fixed"
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+		{
+			"id": "mcp-173",
+			"name": "Metabase",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(?:[a-z0-9.-]+\\.(?:metabaseapp|metabase)\\.com/api/mcp|[a-z0-9.-]+\\.[a-z]{2,}/api/metabase-mcp)/?$",
+			"categories": ["data"],
+			"popularity": 15803,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-174",
+			"name": "Three.js 3D Viewer",
+			"type": "remote",
+			"url": "https://example-server.modelcontextprotocol.io/threejs/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 15791,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-175",
+			"name": "Crypto.com",
+			"type": "remote",
+			"url": "https://mcp.crypto.com/market-data/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 15790,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-176",
+			"name": "Salesloft",
+			"type": "remote",
+			"url": "https://mcp.salesloft.com/sse",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 15761,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-177",
+			"name": "Profound",
+			"type": "remote",
+			"url": "https://mcp.tryprofound.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 15751,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-178",
+			"name": "Resy",
+			"type": "remote",
+			"url": "https://apigw.americanexpress.com/dining/v1/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15749,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-179",
+			"name": "AirOps",
+			"type": "remote",
+			"url": "https://app.airops.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "data"],
+			"popularity": 15730,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-180",
+			"name": "Bitly",
+			"type": "remote",
+			"url": "https://api-ssl.bitly.com/v4/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15726,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-181",
+			"name": "Bigdata.com",
+			"type": "remote",
+			"url": "https://mcp.bigdata.com/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": [
+				"financial-services",
+				"data-analytics",
+				"productivity",
+				"sales-and-marketing"
+			],
+			"popularity": 15717,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-182",
+			"name": "Common Room",
+			"type": "remote",
+			"url": "https://mcp.commonroom.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 15716,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-183",
+			"name": "Affinity",
+			"type": "remote",
+			"url": "https://mcp.affinity.co/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 15709,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-184",
+			"name": "ElevenLabs",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": [
+				"developer-tools",
+				"productivity",
+				"creative",
+				"media-entertainment",
+				"sales-and-marketing"
+			],
+			"popularity": 15677,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-185",
+			"name": "Peec AI",
+			"type": "remote",
+			"url": "https://api.peec.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15676,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-186",
+			"name": "Audible",
+			"type": "remote",
+			"url": "https://mcp.audible.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15667,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-187",
+			"name": "Synapse.org",
+			"type": "remote",
+			"url": "https://mcp.synapse.org/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 15664,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-188",
+			"name": "Enterpret",
+			"type": "remote",
+			"url": "https://wisdom-api.enterpret.com/server/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15629,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-189",
+			"name": "Google Compute Engine",
+			"type": "remote",
+			"url": "https://compute.googleapis.com/mcp",
+			"auth": "auth_required",
+			"note": "requires you to register your own OAuth client first",
+			"categories": ["code"],
+			"popularity": 15551,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-190",
+			"name": "CData Connect AI",
+			"type": "remote",
+			"url": "https://mcp.cloud.cdata.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15546,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-191",
+			"name": "Superhuman Docs",
+			"type": "remote",
+			"url": "https://docs.superhuman.com/apis/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15542,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-192",
+			"name": "Egnyte",
+			"type": "remote",
+			"url": "https://mcp-server.egnyte.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 15542,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-193",
+			"name": "PandaDoc",
+			"type": "remote",
+			"url": "https://mcp.pandadoc.com/v1/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15534,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-194",
+			"name": "MSCI",
+			"type": "remote",
+			"url": "https://mcp.msci.com/mcp/v1.0/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 15518,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-195",
+			"name": "Freshservice",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://[a-z0-9-]+\\.freshservice\\.com/mcp$",
+			"categories": ["productivity"],
+			"popularity": 15504,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-196",
+			"name": "Autodesk Product Help",
+			"type": "remote",
+			"url": "https://developer.api.autodesk.com/knowledge/public/v1/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity", "creative"],
+			"popularity": 15494,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-197",
+			"name": "Pylon",
+			"type": "remote",
+			"url": "https://mcp.usepylon.com/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["communication"],
+			"popularity": 15468,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-198",
+			"name": "Gainsight (CS)",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://[a-z0-9.-]+\\.gainsightcloud\\.com/v1/ds-mcp/mcp$",
+			"categories": ["productivity"],
+			"popularity": 15446,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-199",
+			"name": "Alpha Vantage MCP Server",
+			"type": "remote",
+			"url": "https://mcp.alphavantage.co/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services", "data-analytics"],
+			"popularity": 15424,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-200",
+			"name": "Craft",
+			"type": "remote",
+			"url": "https://mcp.craft.do/my/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15411,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-201",
+			"name": "Jam",
+			"type": "remote",
+			"url": "https://mcp.jam.dev/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 15373,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-202",
+			"name": "AllTrails",
+			"type": "remote",
+			"url": "https://www.alltrails.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["health"],
+			"popularity": 15357,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-203",
+			"name": "Legal Data Hunter",
+			"type": "remote",
+			"url": "https://legaldatahunter.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 15338,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-204",
+			"name": "Workable",
+			"type": "remote",
+			"url": "https://mcp.workable.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15338,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-205",
+			"name": "EULER",
+			"type": "remote",
+			"url": "https://mcp.eulerapp.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing", "productivity"],
+			"popularity": 15333,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-206",
+			"name": "Gusto",
+			"type": "remote",
+			"url": "https://mcp.api.gusto.com/anthropic",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 15307,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-207",
+			"name": "TickTick",
+			"type": "remote",
+			"url": "https://mcp.ticktick.com",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["business-productivity"],
+			"popularity": 15296,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-208",
+			"name": "Instacart",
+			"type": "remote",
+			"url": "https://fig-mcp.instacart.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15293,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-209",
+			"name": "Medidata",
+			"type": "remote",
+			"url": "https://mcp.imedidata.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "data", "life-sciences"],
+			"popularity": 15281,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-210",
+			"name": "O’Reilly",
+			"type": "remote",
+			"url": "https://api.oreilly.com/api/content-discovery/v1/mcp/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15279,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-211",
+			"name": "Highspot",
+			"type": "remote",
+			"url": "https://mcp.highspot.com/mcp",
+			"auth": "auth_required",
+			"note": "requires you to register your own OAuth client first",
+			"categories": ["sales-and-marketing"],
+			"popularity": 15274,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-212",
+			"name": "Intuit TurboTax",
+			"type": "remote",
+			"url": "https://ai-inc.turbotax.intuit.com/358A1C1B-F73B-46A7-B130-4B14916E6843/v1/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 15253,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-213",
+			"name": "Learning Commons",
+			"type": "remote",
+			"url": "https://kg.mcp.learningcommons.org/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["education"],
+			"popularity": 15249,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-214",
+			"name": "tldv",
+			"type": "remote",
+			"url": "https://mcp.tldv.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
+			"popularity": 15224,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-215",
+			"name": "Honeycomb",
+			"type": "remote",
+			"url": "https://mcp.honeycomb.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15205,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-216",
+			"name": "Owkin",
+			"type": "remote",
+			"url": "https://mcp.k.owkin.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 15185,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-217",
+			"name": "Krisp",
+			"type": "remote",
+			"url": "https://mcp.krisp.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15185,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-218",
+			"name": "Brevo",
+			"type": "remote",
+			"url": "https://mcp.brevo.com/v1/anthropic/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 15161,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-219",
+			"name": "Contentsquare",
+			"type": "remote",
+			"url": "https://api.contentsquare.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15144,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-220",
+			"name": "Coursera",
+			"type": "remote",
+			"url": "https://api.coursera.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15139,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-221",
+			"name": "Mem",
+			"type": "remote",
+			"url": "https://mcp.mem.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15133,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-222",
+			"name": "Resend",
+			"type": "remote",
+			"url": "https://mcp.resend.com/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": [
+				"communication",
+				"developer-tools",
+				"sales-and-marketing",
+				"data-analytics",
+				"productivity"
+			],
+			"popularity": 15114,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-223",
+			"name": "Quartr",
+			"type": "remote",
+			"url": "https://mcp.quartr.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 15090,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-224",
+			"name": "Cloudinary",
+			"type": "remote",
+			"url": "https://asset-management.mcp.cloudinary.com/sse",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data", "code"],
+			"popularity": 15089,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-225",
+			"name": "Boltz API",
+			"type": "remote",
+			"url": "https://mcp.boltz.bio/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 15073,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-226",
+			"name": "Seismic",
+			"type": "remote",
+			"url": "https://mcp.seismic.com/claude",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["business-productivity"],
+			"popularity": 15072,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-227",
+			"name": "Nimble",
+			"type": "remote",
+			"url": "https://mcp.nimbleway.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 15067,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-228",
+			"name": "MailerLite",
+			"type": "remote",
+			"url": "https://mcp.mailerlite.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["communication"],
+			"popularity": 15060,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-229",
+			"name": "Coupler.io",
+			"type": "remote",
+			"url": "https://mcp.coupler.io/mcp/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 15051,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-230",
+			"name": "Mercury",
+			"type": "remote",
+			"url": "https://mcp.mercury.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 15034,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-231",
+			"name": "Synthesize Bio",
+			"type": "remote",
+			"url": "https://app.synthesize.bio/api/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 15030,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-232",
+			"name": "Malwarebytes",
+			"type": "remote",
+			"url": "https://scamguard.malwarebytes.com/claude/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15025,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-233",
+			"name": "Era Context",
+			"type": "remote",
+			"url": "https://context.era.app",
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+			"categories": ["financial-services"],
+			"popularity": 15018,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-234",
+			"name": "Play Sheet Music",
+			"type": "remote",
+			"url": "https://example-server.modelcontextprotocol.io/sheet-music/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15016,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-235",
+			"name": "Magic Patterns",
+			"type": "remote",
+			"url": "https://mcp.magicpatterns.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 15014,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-236",
+			"name": "Third Bridge",
+			"type": "remote",
+			"url": "https://ai.thirdbridge.com/mcp/sse",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14988,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-237",
+			"name": "Fiscal.ai",
+			"type": "remote",
+			"url": "https://api.fiscal.ai/mcp/sse",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14980,
+			"availability": "fixed"
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+		{
+			"id": "mcp-238",
+			"name": "Tropic",
+			"type": "remote",
+			"url": "https://app.tropicapp.io/mcp",
+			"auth": "auth_required",
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+			"categories": ["productivity"],
+			"popularity": 14967,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-239",
+			"name": "Databricks Genie",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(?:[a-z0-9.-]+\\.)?(?:databricks\\.com|azuredatabricks\\.net|gcp\\.databricks\\.com)/api/2\\.0/mcp/genie/?$",
+			"categories": ["data-analytics", "productivity"],
+			"popularity": 14964,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-240",
+			"name": "Square",
+			"type": "remote",
+			"url": "https://mcp.squareup.com/mcp",
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+			"categories": ["financial-services"],
+			"popularity": 14950,
+			"availability": "fixed"
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+		{
+			"id": "mcp-241",
+			"name": "CB Insights",
+			"type": "remote",
+			"url": "https://mcp.cbinsights.com",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14941,
+			"availability": "fixed"
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+		{
+			"id": "mcp-242",
+			"name": "DevRev",
+			"type": "remote",
+			"url": "https://api.devrev.ai/mcp/v1",
+			"auth": "auth_required",
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+			"categories": ["productivity", "data"],
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+			"availability": "fixed"
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+		{
+			"id": "mcp-243",
+			"name": "Wolfram",
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+			"url": "https://agenttools.wolfram.com/mcp",
+			"auth": "no_auth",
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+			"popularity": 14919,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-244",
+			"name": "Grain",
+			"type": "remote",
+			"url": "https://api.grain.com/_/mcp",
+			"auth": "auth_required",
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+			"categories": ["productivity"],
+			"popularity": 14911,
+			"availability": "fixed"
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+		{
+			"id": "mcp-245",
+			"name": "LunarCrush",
+			"type": "remote",
+			"url": "https://lunarcrush.ai/mcp",
+			"auth": "auth_required",
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+			"categories": ["financial-services", "data"],
+			"popularity": 14907,
+			"availability": "fixed"
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+		{
+			"id": "mcp-246",
+			"name": "Harmonic",
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+			"url": "https://mcp.api.harmonic.ai",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 14862,
+			"availability": "fixed"
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+		{
+			"id": "mcp-247",
+			"name": "Midpage Legal Research",
+			"type": "remote",
+			"url": "https://app.midpage.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 14858,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-248",
+			"name": "Swagger",
+			"type": "remote",
+			"url": "https://swagger.mcp.smartbear.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 14830,
+			"availability": "fixed"
+		},
+		{
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+			"name": "IFTTT",
+			"type": "remote",
+			"url": "https://ifttt.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 14807,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-250",
+			"name": "CoinDesk",
+			"type": "remote",
+			"url": "https://mcp.coindesk.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14783,
+			"availability": "fixed"
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+		{
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+			"name": "Mintlify",
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+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code", "productivity"],
+			"popularity": 14783,
+			"availability": "fixed"
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+		{
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+			"name": "Sumble",
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+			"url": "https://mcp.sumble.com",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 14770,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-253",
+			"name": "LegalZoom",
+			"type": "remote",
+			"url": "https://www.legalzoom.com/mcp/claude/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 14746,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-254",
+			"name": "DirectBooker",
+			"type": "remote",
+			"url": "https://www.directbooker.ai/claude",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity", "other"],
+			"popularity": 14744,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-255",
+			"name": "LatchBio",
+			"type": "remote",
+			"url": "https://mcp.latch.bio/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 14711,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-256",
+			"name": "Helix GenoSphere",
+			"type": "remote",
+			"url": "https://mcp.hrn-production.helix.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 14709,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-257",
+			"name": "EDEN by Basecamp Research",
+			"type": "remote",
+			"url": "https://mcp-public.basecamp-research.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["health-life-sciences"],
+			"popularity": 14701,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-258",
+			"name": "Yardi Virtuoso",
+			"type": "remote",
+			"url": "https://mcp.virtuoso.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14674,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-259",
+			"name": "Lawve AI",
+			"type": "remote",
+			"url": "https://mcp.lawve.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 14670,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-260",
+			"name": "Inductive Bio",
+			"type": "remote",
+			"url": "https://api.inductive.bio/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["life-sciences"],
+			"popularity": 14667,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-261",
+			"name": "Quo",
+			"type": "remote",
+			"url": "https://mcp.quo.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["communication"],
+			"popularity": 14631,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-262",
+			"name": "Files.com",
+			"type": "remote",
+			"url": "https://app.files.com/api/ai/mcp/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "data-analytics"],
+			"popularity": 14596,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-263",
+			"name": "ActiveCampaign",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(?:|[a-z0-9.-]+\\.)activehosted\\.com(/|$)",
+			"categories": ["sales-and-marketing", "communication"],
+			"popularity": 14596,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-264",
+			"name": "Turkish Airlines",
+			"type": "remote",
+			"url": "https://mcp-app.turkishtechlab.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 14585,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-265",
+			"name": "Viator",
+			"type": "remote",
+			"url": "https://exp-app-mcp.prod.ep.viator.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 14575,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-266",
+			"name": "ClickHouse",
+			"type": "remote",
+			"url": "https://mcp.clickhouse.cloud/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data-analytics"],
+			"popularity": 14559,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-267",
+			"name": "alphaXiv",
+			"type": "remote",
+			"url": "https://api.alphaxiv.org/mcp/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 14546,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-268",
+			"name": "dbt",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://[a-z0-9-]+\\.[a-z0-9-]+\\.dbt\\.com/api/ai/v1/mcp/?$",
+			"categories": ["data"],
+			"popularity": 14488,
+			"availability": "tenant"
+		},
+		{
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+			"name": "Unwrap",
+			"type": "remote",
+			"url": "https://nlp.api.production.unwrap.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data-analytics"],
+			"popularity": 14455,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-270",
+			"name": "Otto Travel",
+			"type": "remote",
+			"url": "https://api.ottotheagent.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 14429,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-271",
+			"name": "Close",
+			"type": "remote",
+			"url": "https://mcp.close.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 14394,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-272",
+			"name": "MotherDuck",
+			"type": "remote",
+			"url": "https://api.motherduck.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 14373,
+			"availability": "fixed"
+		},
+		{
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+			"name": "Chronograph",
+			"type": "remote",
+			"url": "https://ai.chronograph.pe/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14371,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-274",
+			"name": "Subtext",
+			"type": "remote",
+			"url": "https://api.fullstory.com/mcp/subtext",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["developer-tools", "data-analytics"],
+			"popularity": 14368,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-275",
+			"name": "Mercado Libre Inmuebles",
+			"type": "remote",
+			"url": "https://mcp.mercadolibre.com/real-estate/v1/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["commerce-shopping"],
+			"popularity": 14300,
+			"availability": "fixed"
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+		{
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+			"name": "Splice",
+			"type": "remote",
+			"url": "https://mcp.splice.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["design", "creative"],
+			"popularity": 14294,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-277",
+			"name": "Attention",
+			"type": "remote",
+			"url": "https://api.attention.tech/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 14273,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-278",
+			"name": "TomTom Maps",
+			"type": "remote",
+			"url": "https://mcp.tomtom.com/maps",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 14238,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-279",
+			"name": "Candid",
+			"type": "remote",
+			"url": "https://mcp.candid.org/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["nonprofit"],
+			"popularity": 14232,
+			"availability": "fixed"
+		},
+		{
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+			"name": "Deel",
+			"type": "remote",
+			"url": "https://api.letsdeel.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14218,
+			"availability": "fixed"
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+		{
+			"id": "mcp-281",
+			"name": "Intuit Credit Karma",
+			"type": "remote",
+			"url": "https://anthropic.mcp.creditkarma.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14208,
+			"availability": "fixed"
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+		{
+			"id": "mcp-282",
+			"name": "Sourcegraph",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://[a-z0-9-]+\\.sourcegraphcloud\\.com(/|$)",
+			"categories": ["code"],
+			"popularity": 14196,
+			"availability": "tenant"
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+		{
+			"id": "mcp-283",
+			"name": "Plaid Developer Tools",
+			"type": "remote",
+			"url": "https://api.dashboard.plaid.com/mcp/sse",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14192,
+			"availability": "fixed"
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+		{
+			"id": "mcp-284",
+			"name": "Webex Meetings",
+			"type": "remote",
+			"url": "https://mcp.webexapis.com/mcp/webex-meeting",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
+			"popularity": 14182,
+			"availability": "fixed"
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+		{
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+			"name": "Readwise",
+			"type": "remote",
+			"url": "https://mcp2.readwise.io/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["business-productivity"],
+			"popularity": 14181,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-286",
+			"name": "Cognito Forms",
+			"type": "remote",
+			"url": "https://mcp.cognitoforms.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 14168,
+			"availability": "fixed"
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+		{
+			"id": "mcp-287",
+			"name": "Eraser",
+			"type": "remote",
+			"url": "https://app.eraser.io/api/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 14132,
+			"availability": "fixed"
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+		{
+			"id": "mcp-288",
+			"name": "TopCounsel by The L Suite",
+			"type": "remote",
+			"url": "https://api.techgc.co/api/mcp/topcounsel",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 14124,
+			"availability": "fixed"
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+		{
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+			"name": "ThoughtSpot Spotter",
+			"type": "remote",
+			"url": "https://agent.thoughtspot.app/mcp?api-version=latest",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 14115,
+			"availability": "fixed"
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+		{
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+			"name": "Oxford Economics",
+			"type": "remote",
+			"url": "https://services.oxfordeconomics.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data-analytics", "financial-services"],
+			"popularity": 14109,
+			"availability": "fixed"
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+		{
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+			"name": "Tray.ai",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
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+			"categories": ["productivity"],
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+			"availability": "tenant"
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+		{
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+			"name": "Aiera",
+			"type": "remote",
+			"url": "https://mcp-pub.aiera.com/",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
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+			"availability": "fixed"
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+		{
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+			"name": "Rillet",
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+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14079,
+			"availability": "fixed"
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+		{
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+			"availability": "fixed"
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+		{
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+			"name": "IBISWorld",
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+			"url": "https://mcp.ibisworld.com",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14056,
+			"availability": "fixed"
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+		{
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+			"name": "Nooks",
+			"type": "remote",
+			"url": "https://mcp.nooks.in/mcp",
+			"auth": "auth_required",
+			"note": null,
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+			"popularity": 14034,
+			"availability": "fixed"
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+		{
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+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing"],
+			"popularity": 14026,
+			"availability": "fixed"
+		},
+		{
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+			"name": "Ticket Tailor",
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+			"url": "https://mcp.tickettailor.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 14016,
+			"availability": "fixed"
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+		{
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+			"url": "https://www.send.co/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": [
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+				"communication",
+				"data-analytics",
+				"creative",
+				"productivity"
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+			"popularity": 14001,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-300",
+			"name": "Qonto",
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+			"url": "https://mcp.qonto.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 13965,
+			"availability": "fixed"
+		},
+		{
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+			"note": null,
+			"categories": ["developer-tools"],
+			"popularity": 13936,
+			"availability": "fixed"
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+		{
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+			"name": "Solve Intelligence",
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+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 13936,
+			"availability": "fixed"
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+		{
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+			"name": "Retool",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
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+			"categories": ["code"],
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+			"availability": "tenant"
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+		{
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+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 13916,
+			"availability": "fixed"
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+		{
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+			"url": "https://mcp.clerk.com/mcp",
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+			"categories": ["code"],
+			"popularity": 13914,
+			"availability": "fixed"
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+		{
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+			"name": "Chargebee",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["financial-services"],
+			"popularity": 13910,
+			"availability": "unavailable"
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+		{
+			"id": "mcp-307",
+			"name": "DataHub",
+			"type": "remote",
+			"url": "https://mcp.datahub.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 13862,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-308",
+			"name": "Guidepoint",
+			"type": "remote",
+			"url": "https://clapi.guidepoint.io/mcp-server/v1/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 13835,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-309",
+			"name": "ICE Data Services",
+			"type": "remote",
+			"url": "https://fids-mcp.ice.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 13835,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-310",
+			"name": "Blockscout",
+			"type": "remote",
+			"url": "https://mcp.blockscout.com/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 13828,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-311",
+			"name": "AgentMail",
+			"type": "remote",
+			"url": "https://mcp.agentmail.to/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["communication", "productivity", "developer-tools"],
+			"popularity": 13812,
+			"availability": "fixed"
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+		{
+			"id": "mcp-312",
+			"name": "v0",
+			"type": "remote",
+			"url": "https://v0.app/api/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["developer-tools"],
+			"popularity": 13795,
+			"availability": "fixed"
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+		{
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+			"name": "Have I Been Pwned",
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+			"url": "https://haveibeenpwned.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data-analytics"],
+			"popularity": 13765,
+			"availability": "fixed"
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+		{
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+			"name": "Port IO",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://mcp(\\.eu|\\.us)?\\.port\\.io/v1",
+			"categories": ["code"],
+			"popularity": 13762,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-315",
+			"name": "Fyxer",
+			"type": "remote",
+			"url": "https://app.fyxer.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 13751,
+			"availability": "fixed"
+		},
+		{
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+			"name": "Courtroom5",
+			"type": "remote",
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+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 13733,
+			"availability": "fixed"
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+		{
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+			"type": "remote",
+			"url": "https://api.meetcampfire.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 13695,
+			"availability": "fixed"
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+			"name": "Microsoft Dataverse",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://[a-z0-9.-]+\\.crm[0-9]*\\.dynamics\\.com/api/mcp/?$",
+			"categories": ["data"],
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+			"availability": "tenant"
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+		{
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+			"url": "https://api.meltwater.com/v2/mcp",
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+			"note": null,
+			"categories": [
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+				"data-analytics",
+				"sales-and-marketing",
+				"other",
+				"productivity"
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+			"popularity": 13662,
+			"availability": "fixed"
+		},
+		{
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+			"type": "remote",
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+			"auth": "auth_required",
+			"note": null,
+			"categories": ["education"],
+			"popularity": 13659,
+			"availability": "fixed"
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+		{
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+			"name": "Tines",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
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+			"categories": ["productivity"],
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+			"availability": "tenant"
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+		{
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+			"name": "WorkOS",
+			"type": "remote",
+			"url": "https://mcp.workos.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "developer-tools", "data-analytics"],
+			"popularity": 13599,
+			"availability": "fixed"
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+		{
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+			"name": "SignNow",
+			"type": "remote",
+			"url": "https://mcp-server.signnow.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "legal"],
+			"popularity": 13548,
+			"availability": "fixed"
+		},
+		{
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+			"name": "Rally MCP",
+			"type": "remote",
+			"url": "https://mcp.rallyuxr.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 13537,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-325",
+			"name": "Super.com",
+			"type": "remote",
+			"url": "https://www.super.com/travel/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["travel"],
+			"popularity": 13474,
+			"availability": "fixed"
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+		{
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+			"name": "GovTribe",
+			"type": "remote",
+			"url": "https://govtribe.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 13472,
+			"availability": "fixed"
+		},
+		{
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+			"name": "Trellis",
+			"type": "remote",
+			"url": "https://mcp.trellis.law/anthropic",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "data", "legal"],
+			"popularity": 13466,
+			"availability": "fixed"
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+		{
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+			"name": "Helium 10",
+			"type": "remote",
+			"url": "https://mcp.helium10.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": [
+				"commerce-shopping",
+				"data-analytics",
+				"sales-and-marketing"
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+			"popularity": 13457,
+			"availability": "fixed"
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+		{
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+			"name": "Alma",
+			"type": "remote",
+			"url": "https://mcp.alma.food",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["health"],
+			"popularity": 13438,
+			"availability": "fixed"
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+		{
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+			"name": "Airwallex Developer",
+			"type": "remote",
+			"url": "https://mcp-demo.airwallex.com/developer",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 13410,
+			"availability": "fixed"
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+		{
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+			"name": "Yardi Matrix",
+			"type": "remote",
+			"url": "https://matrixmcp.virtuoso.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 13405,
+			"availability": "fixed"
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+		{
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+			"name": "Granted",
+			"type": "remote",
+			"url": "https://grantedai.com/api/mcp/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["nonprofit"],
+			"popularity": 13402,
+			"availability": "fixed"
+		},
+		{
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+			"name": "PlanetScale",
+			"type": "remote",
+			"url": "https://mcp.pscale.dev/mcp/planetscale",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["code"],
+			"popularity": 13385,
+			"availability": "fixed"
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+		{
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+			"name": "Canary Data",
+			"type": "remote",
+			"url": "https://api.canary-data.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 13379,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-335",
+			"name": "D&B Risk Analytics",
+			"type": "remote",
+			"url": "https://agents.riskanalytics.dnb.com/mcp",
+			"auth": "auth_required",
+			"note": "requires you to register your own OAuth client first",
+			"categories": ["financial-services"],
+			"popularity": 13372,
+			"availability": "fixed"
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+		{
+			"id": "mcp-336",
+			"name": "Circleback",
+			"type": "remote",
+			"url": "https://circleback.ai/api/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["communication", "productivity"],
+			"popularity": 13338,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-337",
+			"name": "GoCardless",
+			"type": "remote",
+			"url": "https://mcp.gocardless.com",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 13322,
+			"availability": "fixed"
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+		{
+			"id": "mcp-338",
+			"name": "Polar Analytics",
+			"type": "remote",
+			"url": "https://api.polaranalytics.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data"],
+			"popularity": 13313,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-339",
+			"name": "Day AI",
+			"type": "remote",
+			"url": "https://day.ai/api/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "sales-and-marketing", "communication"],
+			"popularity": 13289,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-340",
+			"name": "Morningstar Credit Analytics",
+			"type": "remote",
+			"url": "https://mcp.analytics.credit.morningstar.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services", "data"],
+			"popularity": 13279,
+			"availability": "fixed"
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+		{
+			"id": "mcp-341",
+			"name": "Spinach AI",
+			"type": "remote",
+			"url": "https://mcp.spinach.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 13279,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-342",
+			"name": "Sybill",
+			"type": "remote",
+			"url": "https://mcp.sybill.ai/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 13270,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-343",
+			"name": "Order by Cash App",
+			"type": "remote",
+			"url": "https://connect.squareup.com/v2/mcp/cash-app",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 13260,
+			"availability": "fixed"
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+		{
+			"id": "mcp-344",
+			"name": "DeepL",
+			"type": "remote",
+			"url": "https://mcp.deepl.com/v1/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity", "communication"],
+			"popularity": 13259,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-345",
+			"name": "DataGrail",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "per-tenant URL, pattern: ^https://(?:|[a-z0-9.-]+\\.)datagrail\\.io/api/v2/mcp(/|$)",
+			"categories": ["data-analytics"],
+			"popularity": 13252,
+			"availability": "tenant"
+		},
+		{
+			"id": "mcp-346",
+			"name": "Demographic and Health Surveys",
+			"type": "remote",
+			"url": "https://api.dhsprogram.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["health"],
+			"popularity": 13242,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-347",
+			"name": "Shutterstock",
+			"type": "remote",
+			"url": "https://www.shutterstock.com/cciq/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["creative", "sales-and-marketing"],
+			"popularity": 13213,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-348",
+			"name": "Wyndham Hotels and Resorts",
+			"type": "remote",
+			"url": "https://mcp.wyndhamhotels.com/claude/mcp",
+			"auth": "no_auth",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 13213,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-349",
+			"name": "Verisk Underwriting Intelligence",
+			"type": "remote",
+			"url": "https://gatewaymcp.verisk.com/underwriting/intelligencemcp/v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services"],
+			"popularity": 13209,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-350",
+			"name": "Frontify",
+			"type": "remote",
+			"url": "https://mcp.frontify-integrations.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": [
+				"sales-and-marketing",
+				"creative",
+				"communication",
+				"productivity"
+			],
+			"popularity": 13209,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-351",
+			"name": "Process Street",
+			"type": "remote",
+			"url": "https://mcp.process.st",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 13201,
+			"availability": "fixed"
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+			"categories": [
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+			"availability": "fixed"
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+		{
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+			"availability": "fixed"
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+		{
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+			"categories": ["developer-tools", "productivity", "other"],
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+			"availability": "fixed"
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+		{
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+			"note": null,
+			"categories": ["business-productivity"],
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+			"availability": "fixed"
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+		{
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+		},
+		{
+			"id": "mcp-599",
+			"name": "Rapid7 Bulk Export",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 5320,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-600",
+			"name": "Tomba MCP Server",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 5315,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-601",
+			"name": "GoPlus AgentGuard",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 5304,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-602",
+			"name": "Resolume Wire MCP Server",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 5262,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-603",
+			"name": "OilPriceAPI — Oil, Gas & Commodity Prices",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 5254,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-604",
+			"name": "Avanquest PDF API Extension",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 5225,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-605",
+			"name": "Saga — Project Tracker for AI Agents",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 5111,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-606",
+			"name": "RT (Request Tracker)",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 5086,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-607",
+			"name": "Replicant MCP",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4798,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-608",
+			"name": "Ultipa",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4682,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-609",
+			"name": "OpenReplay MCP",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4655,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-610",
+			"name": "Redacta",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4647,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-611",
+			"name": "Black Duck Security Scanner",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4489,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-612",
+			"name": "Kiteworks MCP Server",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4441,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-613",
+			"name": "La Growth Machine",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4367,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-614",
+			"name": "Baremetrics",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4361,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-615",
+			"name": "Reddit MCP Buddy",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4287,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-616",
+			"name": "Celayix",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4224,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-617",
+			"name": "Quinbook",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4200,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-618",
+			"name": "BlueConic",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 4168,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-619",
+			"name": "Azure MCP Server",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 3815,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-620",
+			"name": "Litmus MCP",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 3124,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-621",
+			"name": "Commerce Layer Metrics",
+			"type": "local",
+			"url": null,
+			"auth": "n/a (local)",
+			"note": "local desktop extension, no remote URL",
+			"categories": [],
+			"popularity": 1904,
+			"availability": "local"
+		},
+		{
+			"id": "mcp-622",
+			"name": "Unblocked",
+			"type": "remote",
+			"url": "https://getunblocked.com/api/mcpsse",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["developer-tools"],
+			"popularity": 0,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-623",
+			"name": "Livestorm",
+			"type": "remote",
+			"url": "https://mcp.livestorm.co/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["sales-and-marketing", "data-analytics", "productivity"],
+			"popularity": 0,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-624",
+			"name": "AWS MCP",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": [
+				"developer-tools",
+				"data-analytics",
+				"productivity",
+				"communication"
+			],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-625",
+			"name": "Wingify",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["data-analytics"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-626",
+			"name": "Bronto",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["developer-tools"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-627",
+			"name": "Meridian Connector for QuickBooks",
+			"type": "remote",
+			"url": "https://qbo-connector.meridian.pilot.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["financial-services", "data-analytics", "productivity"],
+			"popularity": 0,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-628",
+			"name": "Funnel",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["data-analytics", "productivity", "sales-and-marketing"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-629",
+			"name": "Sprinto MCP",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["other"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-630",
+			"name": "Mary",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["legal", "productivity"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-631",
+			"name": "Unsplash",
+			"type": "remote",
+			"url": "https://mcp.unsplash.com/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["creative", "developer-tools", "productivity"],
+			"popularity": 0,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-632",
+			"name": "Pushwoosh ManyMoney",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["sales-and-marketing"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-633",
+			"name": "Celigo",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["productivity"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-634",
+			"name": "Craft.io",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["productivity", "data-analytics", "developer-tools"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-635",
+			"name": "AutoRFP.ai",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["sales-and-marketing", "productivity"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-636",
+			"name": "Articulate",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": [
+				"sales-and-marketing",
+				"education",
+				"creative",
+				"productivity"
+			],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-637",
+			"name": "Fullstory",
+			"type": "remote",
+			"url": "https://api.fullstory.com/mcp/fullstory",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["data-analytics", "productivity"],
+			"popularity": 0,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-638",
+			"name": "Jotform Apps",
+			"type": "remote",
+			"url": "https://mcp.jotform.com/mcp-jotform-apps-v1",
+			"auth": "auth_required",
+			"note": null,
+			"categories": [
+				"productivity",
+				"developer-tools",
+				"education",
+				"nonprofit",
+				"health-life-sciences"
+			],
+			"popularity": 0,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-639",
+			"name": "Catalyst by Zoho",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["developer-tools"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-640",
+			"name": "Smarter Drafter",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["legal", "productivity"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-641",
+			"name": "Amplitude",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["sales-and-marketing"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-642",
+			"name": "Coralogix",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["data"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-643",
+			"name": "Datadog",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["code"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-644",
+			"name": "Expo",
+			"type": "remote",
+			"url": "https://mcp.expo.dev/mcp",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["developer-tools"],
+			"popularity": 0,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-645",
+			"name": "Ironclad Contracts",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["productivity", "legal"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-646",
+			"name": "JupiterOne",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["other", "data-analytics", "developer-tools"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-647",
+			"name": "NetDocuments",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["productivity", "legal"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-648",
+			"name": "Signeasy",
+			"type": "remote",
+			"url": "https://mcp.signeasy.com/mcp/sse",
+			"auth": "auth_required",
+			"note": null,
+			"categories": ["productivity"],
+			"popularity": 0,
+			"availability": "fixed"
+		},
+		{
+			"id": "mcp-649",
+			"name": "Synthflow",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["communication", "data-analytics", "productivity"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-650",
+			"name": "Zoho Books",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["financial-services"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-651",
+			"name": "Zoho CRM",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["productivity"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-652",
+			"name": "Zoho Desk",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["productivity", "communication"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-653",
+			"name": "Zoho Projects",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": ["productivity"],
+			"popularity": 0,
+			"availability": "unavailable"
+		},
+		{
+			"id": "mcp-654",
+			"name": "Zoho Show",
+			"type": "remote",
+			"url": null,
+			"auth": "auth_required",
+			"note": "no URL available",
+			"categories": [
+				"productivity",
+				"communication",
+				"data-analytics",
+				"sales-and-marketing",
+				"education"
+			],
+			"popularity": 0,
+			"availability": "unavailable"
+		}
+	]
+}
diff --git a/apps/web/scripts/generate-mcp-directory.py b/apps/web/scripts/generate-mcp-directory.py
new file mode 100644
index 00000000..fadd72a9
--- /dev/null
+++ b/apps/web/scripts/generate-mcp-directory.py
@@ -0,0 +1,44 @@
+import argparse
+import csv
+import json
+import subprocess
+
+parser = argparse.ArgumentParser()
+parser.add_argument("input")
+parser.add_argument("--output", default="public/mcp-directory.json")
+args = parser.parse_args()
+
+entries = []
+with open(args.input, newline="", encoding="utf-8-sig") as source:
+    for index, record in enumerate(csv.DictReader(source), 1):
+        note = record["note"].strip()
+        url = record["url"].strip()
+        entry_type = record["type"].strip()
+        availability = (
+            "local"
+            if entry_type == "local"
+            else "fixed"
+            if url
+            else "tenant"
+            if note.lower().startswith("per-tenant url")
+            else "unavailable"
+        )
+        entries.append(
+            {
+                "id": f"mcp-{index}",
+                "name": record["name"].strip(),
+                "type": entry_type,
+                "url": url or None,
+                "auth": record["auth"].strip(),
+                "note": note or None,
+                "categories": [value for value in record["category"].split(";") if value],
+                "popularity": int(record["popularity"] or 0),
+                "availability": availability,
+            }
+        )
+
+with open(args.output, "w", encoding="utf-8") as target:
+    json.dump({"version": 1, "entries": entries}, target, ensure_ascii=False, separators=(",", ":"))
+
+subprocess.run(["bunx", "biome", "format", "--write", args.output], check=True)
+print(f"Wrote {len(entries)} entries to {args.output}")