A company MCP server is a service that lets AI clients — Claude most visibly, but any MCP client — answer questions and take actions using your company's actual knowledge and tools, with citations. What that looks like in practice varies more than the definition suggests, so here are ten concrete patterns, grouped by who they serve: your own team, the public, or paying subscribers. All ten are built the same way on SuperCognit — import a website or upload documents, attach tools, publish — and each build produces a chat agent and an MCP server from the same knowledge.
The companies below are illustrative types, not client names, with one exception flagged where it appears.
Private: the internal company brain
1. The 40-person accounting firm's SOP server
Engagement checklists, filing calendars, review procedures, who signs off on what. It answers the questions seniors are tired of answering: what's the onboarding sequence for a new client, which template applies, what's the deadline for this filing type. New hires stop interrupting and start citing the manual.
2. The people-ops handbook
Leave policy, expense rules, benefits, onboarding steps. Answers "how many days can I carry over" with the actual clause, cited, instead of a colleague's recollection of it. Private by design — handbooks contain things you would never publish, which is the point of a private server.
3. The IT runbook
VPN setup, device policy, password procedures, which system takes which ticket. Pair the knowledge with an HTTP tool that opens a ticket and the server crosses from answering to acting — agent HTTP tools are callable as MCP tools, so "report this" becomes something the client can do, not just describe.
4. The agency's account brain
Brand guidelines, tone rules, process documents, per-client conventions. The questions it kills are the expensive ones: the details that live in a senior account manager's head and leave with them.
Public: so AI answers correctly on your behalf
5. The boutique hotel's guest server
Rooms, spa hours, cancellation terms, directions, what's open in November. Guests increasingly ask their AI assistant before they email the front desk; a public MCP server means the assistant answers from your pages instead of guessing from the open web. Four Seasons Fairways — the one customer we can name here — is a resort working in exactly this pattern, from the same build that serves its own chat.
6. The SaaS documentation server
Product docs and plan facts, crawled and re-synced on a schedule — as often as hourly, so a shipped change reaches answers the same hour. Customers connect it in their own MCP client and get cited answers instead of filing tickets.
7. The manufacturer's spec server
Spec sheets, compatibility tables, installation guides. Distributors and installers ask "does part A fit housing B" all day; a server built from the actual PDFs answers with the page it read.
8. The property manager's building server
House rules, maintenance procedures, tenant FAQs, per building. Add a maintenance-request tool and a tenant's assistant can both look up the rule and file the issue.
Paid: knowledge with a price on it
9. The consultancy's research server
A firm that sells sector analysis publishes its research corpus as an MCP server and charges per seat — Stripe subscriptions, invoices and payouts are built in, with SuperCognit as merchant of record. Clients query the corpus from inside their own AI tools, and a cancelled seat is revoked access.
10. The training body's curriculum server
Course catalogues, prerequisites, exam policies, certification requirements — sold per seat to member firms whose staff ask compliance questions all year. The content already existed; the server is a new distribution channel for it.
What the ten have in common
Strip the industries away and it's one shape, three scopes. A knowledge base built from a website crawl — about two minutes — or from uploaded documents. A decision: private, public, or per-seat paid. Optionally, tools. The security posture, OAuth 2.1 and per-workspace isolation, comes standard rather than per project.
The honest test for whether your company has an MCP server in it: is there a set of questions your organisation answers over and over, from documents that already exist? If yes, one of the ten above is approximately you.