Find and understand
Let people ask natural questions across approved business data without learning another reporting interface.
- Orders and customers
- Inventory and catalogues
- Documents and knowledge
We design, build and operate secure MCP servers that connect AI assistants to your website, application, APIs, data and approved workflows.
AI assistant
Connected to MCPLink
Orders
Support
Reports
From conversation to controlled action
Every tool is designed around a real user goal, with clear inputs, useful results and permissions that match the person asking.
Let people ask natural questions across approved business data without learning another reporting interface.
Turn approved conversations into structured work inside the systems your team already uses.
Coordinate multi-step operations with validation, confirmations and a clear record of what happened.
Where a chat response is not enough, add focused cards, tables, forms or review screens inside compatible AI clients.
Expose authorized search and retrieval so teams can find grounded answers with links back to source material.
Shape a standards-based MCP layer that can serve ChatGPT, Claude and other compatible clients without rebuilding every integration.
A clean integration boundary
MCPLink does not hand an AI assistant unrestricted access. It exposes small, intentional tools and checks every request before your application performs an action.
AI clients
People ask in natural language and review the result or requested action.
MCPLink control layer
Schemas, authorization, confirmations, rate limits and audit context are enforced here.
Your business systems
Only approved operations reach your existing services, databases and workflows.
Designed for production
We begin with the work your users need to complete—not a long list of generic tools.
Map users, systems, valuable conversations, prohibited actions and success criteria.
Define focused tools, schemas, results, approval rules, identity and authorization boundaries.
Implement the MCP server and adapters for your application, APIs, databases or internal services.
Exercise direct, indirect, invalid and out-of-scope requests; verify permissions, errors and confirmations.
Deploy the HTTPS endpoint, connect target clients, add monitoring, documentation and a safe update process.
Security is part of the tool design
The server remains the authority. The model can request a tool call, but your policies decide what is allowed.
Connect requests to a verified user and scope every operation to that user, workspace or tenant.
Expose only the data and actions needed for each goal; keep secrets and unnecessary personal data out of results.
Mark read-only, external and destructive actions accurately, then require confirmation where consequences matter.
Add validation, rate limits, redacted logs, health checks, metrics, error handling, versioning and rollback guidance.
Typical engagement
Start with one valuable workflow
Tell us about the system and the outcome. We will help identify a safe first MCP implementation and the quickest path to production.
Practical answers
Yes. We normally integrate through your existing API or a small protected adapter. Where no suitable API exists, we can design the required integration layer as part of the engagement.
Usually no. The MCP server exposes purpose-built tools and applies authorization before calling your application or data layer. This is safer and easier to maintain than unrestricted database access.
Often yes. MCP is an open standard, but each client has its own connection, authentication and product requirements. We test and document every client included in your scope.
Yes. We can design review and confirmation steps for write, financial, publishing, deletion or other sensitive actions, while keeping safe read-only lookups efficient.
Yes. We can deploy and monitor the remote MCP endpoint, manage releases and help evolve tools without breaking existing clients. We can also hand over a documented deployment to your team.
You receive a secure enquiry link by email. From there you can create or connect a Mohuls customer account, follow the status and continue the conversation with our integration team.