See what AI can actually do in your business.
Tell us what you want simpler in the firm. We will show how that work can look — a reply, an appointment in the company calendar, papers that wait for a person, a website change you can trust.
Knowledge → Agents → Automated processes → MCP → Control and governance
- Starting point
- Agent
- Knowledge
- Decision
- Tool
- Approval
- Result
A working sequence, not a demo chatbot.
Each step is a real part of the platform. Follow the links — do not paste credentials into prompts.
1. Give AI the right context
Connect documents and business knowledge for your organization. Files you keep as files stay separate from searchable knowledge.
2. Give work to a specialized agent
Create an agent with instructions, tools and a clear boundary around what it may do. The process, not the chat window, owns the action.
3. Build the process once
Place triggers, knowledge search, decisions, tools, approvals and a response on the canvas. The steps you draw are what actually runs.
4. Connect the clients you already use
Publish tools and automated processes over MCP. Cursor, Claude and other compatible clients call the same capability layer.
5. Keep every action under control
Before a tool or channel action runs, the platform can evaluate organization, identity, role, license, policy and capacity.
From request to action
From a simple request to a completed task.
“Find the overdue invoices, identify the responsible managers and notify them.” That sounds simple, but completing it requires several decisions: finding the right records, understanding them, choosing the next action, using the appropriate business system and, when necessary, asking a person for approval. MCP Fabric turns that work into clear steps, so the result is not just a written answer but a completed business task.
Start from a business problem
If you already know the outcome, pick a path: mail and the calendar, incoming papers, a guest who books, or work that needs a person.
Small and mid-size firms
Mail that becomes a reply, paperwork that waits for a person, invoices, and a company calendar where appointments are written — visits, meetings, bookings — without a double booking.
Create an appointment in the company calendar
Someone asks for a time — in chat or by mail. The company calendar shows what is already taken. A new appointment is written: a visit, a meeting, a booking. Confirmation goes out, and a person can still say yes before it is saved. Nothing is double-booked in silence.
Incoming papers
Invoices, delivery notes and cash receipts come in. A person checks them. Then they are written into your records — not a named accounting product.
Customer service
Turn an incoming request into finished work. A form, email, Teams or WhatsApp message can start the same process.
Guesthouse booking
A guest writes in chat at a guesthouse. If it is a booking, the chat collects the details, prepares an offer, and a person finishes the reservation with one click. Live at Penzion Pod Farou (podfarou.cz).
Automation
Automate repeatable decisions and operational processes with human control where needed.
Operations
Give teams a controlled automation layer — and the monitoring, logs and dashboards to run it. Connect internal systems, AI clients, automated processes and governed tools, then observe what actually happened.
Then look at production shape
Live examples, licensing, security and pricing stay aligned with verified release status.
Integrations
MCP Fabric fits into the environment you already use. Connect AI clients, company identity, communication channels and the systems where your work actually happens. The goal is not to replace your existing tools, but to give them a shared place where their use can be controlled, secured and incorporated into automated processes.
Interactive chat
A guest writes on the website. If it is a booking, the chat asks for the details, puts an offer together, and after they agree it goes to a person. One click finishes the reservation. Live for guesthouse lodging at Penzion Pod Farou (podfarou.cz).
Automated process steps
From starting points and agents to approvals, actions and notifications. The company calendar is one of those steps — an appointment in the calendar, not an engineering shortcut.
Capabilities
Each page describes one part of MCP Fabric: what it is for, how you use it, and whether it is core or turned on separately.
Ansible
Ansible connections bind inventory and playbooks into governed automated process steps. A run uses an approved playbook, sensitive credential-referenced credentials and organization policy. Chat does not get a free ansible-playbook shell.
Terraform
A Terraform connection points at modules you have approved. Automated processes can validate, plan, apply and show the result. Destroy stays off unless the connection allows it and a person has approved. Typical work: a Proxmox VM, deploying or upgrading a stack, preparing an environment. Provider credentials — including Proxmox API tokens — stay in the organization vault. The run can be local or over an existing SSH connection.
WinRM / PSRP
WinRM and PowerShell Remoting (PSRP) are one Windows connection family. You store the host and choose WinRM or PSRP, keep passwords and certificates in the vault, then test the path or run approved Windows Ansible books. Same idea as SSH: a governed connection, not a shell in the request.
References
These websites show concrete MCP Fabric use cases in practice — from customer conversations and business knowledge to approvals and operational processes. The capabilities shown on each site reflect what that organization actually has enabled.
Security
As AI moves closer to business systems and real decisions, control becomes more important. MCP Fabric separates organizations, protects credentials, checks permissions before actions run and lets you involve a person whenever a decision matters. Operational visibility and a history of important actions help you understand what happened.
Monitoring
MCP Fabric includes a production operations stack: metrics, centralized logs and Grafana dashboards. You can see how services, traffic and automated processes behave — and you keep product audit as a separate control, not a screenshot of a chart.
Pricing
Start with what your business actually needs and add more over time. Services can be turned on per organization. Knowledge search and automated processes reduce wasted AI usage, while defined limits help keep costs predictable.
Identity
Connect MCP Fabric to your organization's identity so access reflects real people, roles and membership. Users do not need a separate account simply to use the AI platform, and access rules can align with the way your organization already manages identities.