# MCP servers: which products AI agents can call 130 of 151 products we drove have an MCP server. What MCP is, which products have one, and how to add a server agents can sign in to. Source: https://agentdrives.com/standards/mcp · Updated 2026-10-24 · as data: https://agentdrives.com/standards/mcp.json · licence CC BY 4.0 The Model Context Protocol lets an AI agent call a product's actions as tools. A product runs an MCP server, and the agent connects to it. ## The numbers From our drives of 151 products, 1–24 Oct 2026 (https://agentdrives.com/data/facts?via=md): - Have an MCP server: 130 of 151 (https://agentdrives.com/data/facts?via=md#mcp.any) - Run an official one: 125 of 151 (https://agentdrives.com/data/facts?via=md#mcp.official) - Of those, our agent got in on its own: 46 of 130 (https://agentdrives.com/data/facts?via=md#mcp.own) ## What it is An MCP server lists a product's actions as tools: create a contact, send an invoice, search the docs. An agent connects, reads the list and calls the tools it needs. The current revision of the protocol is 2026-07-28 [1]. A server runs on the user's machine and talks over stdio, or runs on the web and talks over Streamable HTTP. [2] ## How many products have one 130 of 151 products we drove have an MCP server, and 125 of them run an official one. For 5, only someone else's server exists. A server doesn't let an agent in by itself. Of the 130 with a server, our agent got into 46 on its own. At 84, sign-up or the key stopped it before it could call a tool. ## How to add it 1. **Serve it over Streamable HTTP.** Each message is an HTTP POST to one endpoint. [2] Put it next to your API, for example at `/mcp`, so an agent on a server can reach it. 2. **Let an agent sign in on its own.** A remote server must publish OAuth protected resource metadata, as RFC 9728 describes. [3] Accept Client ID Metadata Documents so an agent needs no person to register it. [3] [The MCP sign-in guide](https://agentdrives.com/fixes/mcp-sign-in-agents-can-finish) has the steps. 3. **Make it easy to find.** Link the server from your docs and your llms.txt. The official MCP Registry lists public servers; it is in preview [4]. ## Check it yourself 1. **Connect from a client that runs on a server.** Add your server's URL to an MCP client and list its tools. If it asks a person to click through a sign-in, an agent can't finish it alone. 2. **Run a free check.** It shows how far an agent gets with your product, MCP server included. [Check yours free](https://agentdrives.com/scan?via=md). ## Products with an MCP server - [ActiveCampaign](https://agentdrives.com/tools/activecampaign.md?via=md): L1 Needs a person - [AgentMail](https://agentdrives.com/tools/agentmail.md?via=md): L4 Runs on its own - [Airtable](https://agentdrives.com/tools/airtable.md?via=md): L4 Runs on its own - [Akiflow](https://agentdrives.com/tools/akiflow.md?via=md): L1 Needs a person - [Amplitude](https://agentdrives.com/tools/amplitude.md?via=md): L1 Needs a person - [Anchor Browser](https://agentdrives.com/tools/anchorbrowser.md?via=md): L4 Runs on its own - [Apify](https://agentdrives.com/tools/apify.md?via=md): L1 Needs a person - [Asana](https://agentdrives.com/tools/asana.md?via=md): L1 Needs a person - [Attio](https://agentdrives.com/tools/attio.md?via=md): L4 Runs on its own - [Backblaze B2](https://agentdrives.com/tools/backblaze.md?via=md): L1 Needs a person - [Basecamp](https://agentdrives.com/tools/basecamp.md?via=md): L1 Needs a person - [Baserow](https://agentdrives.com/tools/baserow.md?via=md): L1 Needs a person - [beehiiv](https://agentdrives.com/tools/beehiiv.md?via=md): L1 Needs a person - [BigCommerce](https://agentdrives.com/tools/bigcommerce.md?via=md): L1 Needs a person - [Box](https://agentdrives.com/tools/box.md?via=md): L1 Needs a person - [Brave Search API](https://agentdrives.com/tools/brave.md?via=md): L1 Needs a person - [Brevo](https://agentdrives.com/tools/brevo.md?via=md): L1 Needs a person - [Browserbase](https://agentdrives.com/tools/browserbase.md?via=md): L2 Gets in - [Browserless](https://agentdrives.com/tools/browserless.md?via=md): L4 Runs on its own - [Buffer](https://agentdrives.com/tools/buffer.md?via=md): L1 Needs a person - [Cal.com](https://agentdrives.com/tools/cal.md?via=md): L1 Needs a person - [Calendly](https://agentdrives.com/tools/calendly.md?via=md): L1 Needs a person - [Canva](https://agentdrives.com/tools/canva.md?via=md): L1 Needs a person - [ClickHouse Cloud](https://agentdrives.com/tools/clickhouse.md?via=md): L4 Runs on its own - [ClickUp](https://agentdrives.com/tools/clickup.md?via=md): L1 Needs a person - [Close](https://agentdrives.com/tools/close.md?via=md): L1 Needs a person - [Cloudinary](https://agentdrives.com/tools/cloudinary.md?via=md): L4 Runs on its own - [Coda](https://agentdrives.com/tools/coda.md?via=md): L3 Does the work - [Convex](https://agentdrives.com/tools/convex.md?via=md): L4 Runs on its own - [Craft](https://agentdrives.com/tools/craft.md?via=md): L4 Runs on its own - [Crisp](https://agentdrives.com/tools/crisp.md?via=md): L1 Needs a person - [DocuSign](https://agentdrives.com/tools/docusign.md?via=md): L1 Needs a person - [Dropbox](https://agentdrives.com/tools/dropbox.md?via=md): L1 Needs a person - [Exa](https://agentdrives.com/tools/exa.md?via=md): L2 Gets in - [Fathom Analytics](https://agentdrives.com/tools/usefathom.md?via=md): L1 Needs a person - [Figma](https://agentdrives.com/tools/figma.md?via=md): L1 Needs a person - [Fillout](https://agentdrives.com/tools/fillout.md?via=md): L4 Runs on its own - [Firebase](https://agentdrives.com/tools/firebase-google.md?via=md): L3 Does the work - [Firecrawl](https://agentdrives.com/tools/firecrawl.md?via=md): L4 Runs on its own - [Fly.io](https://agentdrives.com/tools/fly.md?via=md): L2 Gets in - [folk](https://agentdrives.com/tools/folk.md?via=md): L1 Needs a person - [Formbricks](https://agentdrives.com/tools/formbricks.md?via=md): L4 Runs on its own - [Framer](https://agentdrives.com/tools/framer.md?via=md): L1 Needs a person - [FreshBooks](https://agentdrives.com/tools/freshbooks.md?via=md): L1 Needs a person - [Freshdesk](https://agentdrives.com/tools/freshdesk.md?via=md): L1 Needs a person - [Front](https://agentdrives.com/tools/front.md?via=md): L1 Needs a person - [GitHub](https://agentdrives.com/tools/github.md?via=md): L1 Needs a person - [GitLab](https://agentdrives.com/tools/gitlab.md?via=md): L1 Needs a person - [GoCardless](https://agentdrives.com/tools/gocardless.md?via=md): L4 Runs on its own - [Gorgias](https://agentdrives.com/tools/gorgias.md?via=md): L1 Needs a person - [Gumroad](https://agentdrives.com/tools/gumroad.md?via=md): L2 Gets in - [HubSpot](https://agentdrives.com/tools/hubspot.md?via=md): L1 Needs a person - [Intercom](https://agentdrives.com/tools/intercom.md?via=md): L3 Does the work - [Jira](https://agentdrives.com/tools/atlassian.md?via=md): L1 Needs a person - [Jotform](https://agentdrives.com/tools/jotform.md?via=md): L1 Needs a person - [Kit](https://agentdrives.com/tools/kit.md?via=md): L1 Needs a person - [Klaviyo](https://agentdrives.com/tools/klaviyo.md?via=md): L1 Needs a person - [Lemon Squeezy](https://agentdrives.com/tools/lemonsqueezy.md?via=md): L1 Needs a person - [Linear](https://agentdrives.com/tools/linear.md?via=md): L1 Needs a person - [Mailchimp](https://agentdrives.com/tools/mailchimp.md?via=md): L1 Needs a person - [MailerLite](https://agentdrives.com/tools/mailerlite.md?via=md): L1 Needs a person - [Mailgun](https://agentdrives.com/tools/mailgun.md?via=md): L1 Needs a person - [Mailtrap](https://agentdrives.com/tools/mailtrap.md?via=md): L1 Needs a person - [Make](https://agentdrives.com/tools/make.md?via=md): L1 Needs a person - [Mattermost](https://agentdrives.com/tools/mattermost.md?via=md): L3 Does the work - [Memos](https://agentdrives.com/tools/usememos.md?via=md): L1 Needs a person - [Mixpanel](https://agentdrives.com/tools/mixpanel.md?via=md): L3 Does the work - [Mollie](https://agentdrives.com/tools/mollie.md?via=md): L1 Needs a person - [monday.com](https://agentdrives.com/tools/monday.md?via=md): L4 Runs on its own - [Moneybird](https://agentdrives.com/tools/moneybird.md?via=md): L1 Needs a person - [MongoDB Atlas](https://agentdrives.com/tools/mongodb.md?via=md): L1 Needs a person - [n8n](https://agentdrives.com/tools/n8n.md?via=md): L1 Needs a person - [Neon](https://agentdrives.com/tools/neon.md?via=md): L3 Does the work - [Netlify](https://agentdrives.com/tools/netlify.md?via=md): L2 Gets in - [Nifty](https://agentdrives.com/tools/niftypm.md?via=md): L4 Runs on its own - [NocoDB](https://agentdrives.com/tools/nocodb.md?via=md): L4 Runs on its own - [Notion](https://agentdrives.com/tools/notion.md?via=md): L1 Needs a person - [PandaDoc](https://agentdrives.com/tools/pandadoc.md?via=md): L1 Needs a person - [Parallel](https://agentdrives.com/tools/parallel.md?via=md): L4 Runs on its own - [Penpot](https://agentdrives.com/tools/penpot.md?via=md): L4 Runs on its own - [Perplexity API](https://agentdrives.com/tools/perplexity.md?via=md): L1 Needs a person - [Pinata](https://agentdrives.com/tools/pinata.md?via=md): L1 Needs a person - [Pipedream](https://agentdrives.com/tools/pipedream.md?via=md): L4 Runs on its own - [Pipedrive](https://agentdrives.com/tools/pipedrive.md?via=md): L4 Runs on its own - [Pirsch](https://agentdrives.com/tools/pirsch.md?via=md): L1 Needs a person - [Plain](https://agentdrives.com/tools/plain.md?via=md): L1 Needs a person - [Plane](https://agentdrives.com/tools/plane.md?via=md): L4 Runs on its own - [PlanetScale](https://agentdrives.com/tools/planetscale.md?via=md): L2 Gets in - [Polar](https://agentdrives.com/tools/polar.md?via=md): L1 Needs a person - [PostHog](https://agentdrives.com/tools/posthog.md?via=md): L1 Needs a person - [Postiz](https://agentdrives.com/tools/postiz.md?via=md): L2 Gets in - [Postmark](https://agentdrives.com/tools/postmarkapp.md?via=md): L1 Needs a person - [Publer](https://agentdrives.com/tools/publer.md?via=md): L1 Needs a person - [Render](https://agentdrives.com/tools/render.md?via=md): L1 Needs a person - [Resend](https://agentdrives.com/tools/resend.md?via=md): L1 Needs a person - [Salesforce](https://agentdrives.com/tools/salesforce.md?via=md): L1 Needs a person - [ScrapingBee](https://agentdrives.com/tools/scrapingbee.md?via=md): L1 Needs a person - [SerpApi](https://agentdrives.com/tools/serpapi.md?via=md): L1 Needs a person - [Shopify](https://agentdrives.com/tools/shopify.md?via=md): L3 Does the work - [Shortcut](https://agentdrives.com/tools/shortcut.md?via=md): L4 Runs on its own - [SignWell](https://agentdrives.com/tools/signwell.md?via=md): L4 Runs on its own - [Slack](https://agentdrives.com/tools/slack.md?via=md): L1 Needs a person - [Smartsheet](https://agentdrives.com/tools/smartsheet.md?via=md): L1 Needs a person - [Squarespace](https://agentdrives.com/tools/squarespace.md?via=md): L1 Needs a person - [Steel](https://agentdrives.com/tools/steel.md?via=md): L2 Gets in - [Stripe](https://agentdrives.com/tools/stripe.md?via=md): L3 Does the work - [Supabase](https://agentdrives.com/tools/supabase.md?via=md): L1 Needs a person - [Tally](https://agentdrives.com/tools/tally.md?via=md): L4 Runs on its own - [Taskade](https://agentdrives.com/tools/taskade.md?via=md): L1 Needs a person - [Tavily](https://agentdrives.com/tools/tavily.md?via=md): L3 Does the work - [tawk.to](https://agentdrives.com/tools/tawk.md?via=md): L1 Needs a person - [Teamwork.com](https://agentdrives.com/tools/teamwork.md?via=md): L1 Needs a person - [TickTick](https://agentdrives.com/tools/ticktick.md?via=md): L3 Does the work - [TidyCal](https://agentdrives.com/tools/tidycal.md?via=md): L3 Does the work - [Tinybird](https://agentdrives.com/tools/tinybird.md?via=md): L1 Needs a person - [Todoist](https://agentdrives.com/tools/todoist.md?via=md): L1 Needs a person - [Trello](https://agentdrives.com/tools/trello.md?via=md): L1 Needs a person - [Turso](https://agentdrives.com/tools/turso.md?via=md): L1 Needs a person - [Twenty](https://agentdrives.com/tools/twenty.md?via=md): L4 Runs on its own - [Typeform](https://agentdrives.com/tools/typeform.md?via=md): L1 Needs a person - [Typefully](https://agentdrives.com/tools/typefully.md?via=md): L1 Needs a person - [Umami](https://agentdrives.com/tools/umami.md?via=md): L1 Needs a person - [UploadThing](https://agentdrives.com/tools/uploadthing.md?via=md): L1 Needs a person - [Vercel](https://agentdrives.com/tools/vercel.md?via=md): L2 Gets in - [Webflow](https://agentdrives.com/tools/webflow.md?via=md): L2 Gets in - [Wix](https://agentdrives.com/tools/wix.md?via=md): L1 Needs a person - [Wrike](https://agentdrives.com/tools/wrike.md?via=md): L1 Needs a person - [Xero](https://agentdrives.com/tools/xero.md?via=md): L1 Needs a person - [Zapier](https://agentdrives.com/tools/zapier.md?via=md): L1 Needs a person - [Zendesk](https://agentdrives.com/tools/zendesk.md?via=md): L1 Needs a person ## Questions **Is an MCP server enough for an agent to use my product?** No. The agent still needs an account and a key or token. A sign-in that needs a person stops it before the first tool call. **Do I need an MCP server if I have an API?** An agent can use an API with its docs. An MCP server saves it reading them: the tools say what they do. ## Sources 1. [MCP specification](https://modelcontextprotocol.io/specification/versioning) 2. [MCP specification](https://modelcontextprotocol.io/specification/2026-07-28/basic/transports) 3. [MCP authorization](https://modelcontextprotocol.io/specification/2026-07-28/basic/authorization) 4. [modelcontextprotocol.io](https://modelcontextprotocol.io/registry/about) ## More standards - [llms.txt](https://agentdrives.com/standards/llms-txt.md): A Markdown map of a product's docs, written for language models. - [OpenAPI](https://agentdrives.com/standards/openapi.md): A machine-readable description of every route of an API. - [Web Bot Auth](https://agentdrives.com/standards/web-bot-auth.md): An agent signs each request; a site's bot check can verify who sent it. - [Signed agents](https://agentdrives.com/standards/signed-agents.md): Agents a bot-check vendor has verified, which a site can let through. - [robots.txt for AI agents](https://agentdrives.com/standards/robots-txt-ai.md): The file that tells crawlers and agents which pages to leave alone. - [x402](https://agentdrives.com/standards/x402.md): A 402 answer an agent pays in a stablecoin, request by request. - [MPP](https://agentdrives.com/standards/mpp.md): A 402 payment challenge an agent pays by card or stablecoin.