Enterprise MCP implementation
Roll MCP out across teams with a policy, not a hundred personal configs
Left alone, every developer connects their own MCP servers with their own tokens. An implementation replaces that with an approved catalog, access tied to company identity, secrets kept out of config files and a log of what agents did.
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Quick answer
AY Automate implements Model Context Protocol across organisations: approved server catalog, identity-based access control, audit logging, secrets management, security review and phased team rollout. Typical timeline: six to ten weeks to a piloted, governed rollout, scoped after the discovery call.
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What it is
What enterprise MCP implementation covers
The risk is not the protocol. It is uncontrolled sprawl: unreviewed servers, long-lived tokens in dotfiles, and no record of what an agent touched. Implementation is the policy and plumbing that prevents that.
We define which servers are approved, who may use each, how credentials are issued and rotated, and where logs go. We then build or adapt the servers to that standard and roll them out team by team.
This suits organisations rolling MCP out to a few teams at a time. We do not claim capacity for programmes that need a dedicated vendor management office.
Fit check
Is this the right fit?
Where this wins
Engineering organisations adopting Claude Code widely
Consistent, approved MCP setup across every developer instead of ad-hoc installs.
Security teams asking who approved these servers
A catalog, an owner per server and an audit trail they can review.
Platform teams offering agents to internal users
One governed access layer to internal data instead of separate integrations per agent.
When NOT to use this
- You have a handful of developers. A shared config and a short guide are enough.
- You want us to certify your compliance posture. We implement controls, we do not issue attestations.
- No one owns the catalog after rollout. Governance needs an owner.
How it works
How an enterprise rollout runs
Policy first, then one team, then widen. Each stage produces something the next relies on.
- 01
Inventory and risk review
Week 1Find which MCP servers, tokens and permissions are already in use and rate each by risk.
DeliverableInventory and risk register
- 02
Policy and catalog
Week 1 to 2Define approved servers, owners, scopes and the approval path for new ones.
DeliverableMCP policy and catalog
- 03
Access and logging
Week 2 to 5Tie access to company identity, move secrets out of config files and route logs to your systems.
DeliverableWorking access and audit layer
- 04
Pilot team
Week 5 to 7Roll out to one team, train them and collect what breaks.
DeliverablePilot report
- 05
Phased expansion
Extend to further teams, with a named owner for the catalog.
DeliverableRollout plan and owner handover
Typical timeline
Six to ten weeks to a piloted, governed rollout, scoped after the discovery call
Stack we build with
MCP · Claude Code · OAuth and SSO · TypeScript · Python · PostgreSQL · Docker
Use cases
What an implementation replaces
Personal tokens in dotfiles
Credentials issued centrally and kept out of config files.
Unreviewed community servers
A catalog where each server has an owner and a review record.
Agents with no audit trail
Logs of tool calls that security and engineering can query.
First 30 days
What you have after 30 days
You know what is in use, and the policy exists.
Week 1
MCP inventory
Servers, tokens and permissions currently in use, each with a risk rating.
Week 2
Policy and catalog
Approved servers, owners, scopes and how new servers get approved.
Week 3 to 4
Access layer in test
Identity-based access and log routing running for one server.
Day 30
Pilot plan
The pilot team, training plan and success measures agreed.
Scope
Scope and exclusions
In scope
- Approved server catalog with an owner per server
- Identity-based access and role scopes
- Secrets handling and credential rotation approach
- Audit logging and review process
- Phased rollout and team training
Not in scope
- Company-wide compliance certification
- Replacing your identity provider or secrets manager
- Managing developer devices
- Reviewing third-party servers we have not been given access to
Results
Results from comparable access work
These are outcomes where scoped access and data separation were built in. They show the pattern, not a claim that each used MCP.
The whole database became an agent anyone can talk to. Each person gets their own scope and only sees and generates reports and charts for what they are allowed to touch.
A fully branded client-facing platform with automatic candidate to opportunity matching, and security and access control built in from day one rather than added afterwards.
Three portals plus the matching engine delivered, with strict data separation kept between universities.
Pricing
How this is priced
Priced per project and scoped after a short discovery call, not sold as a fixed package. Cost follows the number of systems, the access model and the security requirements.
Scoped build
Scoped after a discovery call
Most engagements start with one narrow, high-value piece so you see it running in production before anything expands.
Embedded engineer
From $3K/month
A dedicated engineer building and maintaining the work inside your team, instead of a scoped project.
Free 30-min call. No pitch, no slides.
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Tell us how MCP is used today
A 30 minute call. We look at your current setup and tell you what a governed rollout would involve.
Book a 30min Free Strategy Call
In this call, we'll walk through your project scope, timeline, and goals - so we can both check if we're a fit. No obligation, no slide deck, just a working session.
Don't want a call? Email walid@ayautomate.com
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Recommended services
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Enterprise AI Agents
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Forward Deployed Engineers
A senior engineer embedded in your team to ship and own the build.
FAQ
Enterprise MCP questions
How is this different from building one MCP server?+
Building a server solves one integration. Implementation is the policy, access, logging and rollout across many servers and teams. Most organisations need both, and the MCP development page covers the build side.
Can access follow our identity provider?+
That is the aim. Access is tied to company identity and roles, so leaving the company or changing roles changes what an agent can do on that person's behalf.
Do you review servers we did not build?+
Yes when we are given the code or configuration. We rate each by what it can reach and how it handles credentials, and recommend approve, restrict or replace.
What does it cost?+
Scoped after a discovery call. Cost follows the number of teams, servers and identity systems involved.
Do you provide compliance certification?+
No. We implement the controls and evidence your auditors ask about. Certification stays with your compliance function and auditors.
Can you add audit logging for MCP tool calls?+
Yes. Audit logging is part of every enterprise MCP implementation we run. Each tool call an agent makes through an approved server is logged with the user identity behind it, and the logs are routed to the systems your security and engineering teams already query.