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From Query to Action with MCP Servers

September 27, 2025
in Business
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From Query to Action with MCP Servers
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Mannequin Context Protocol (MCP) servers present a brand new strategy to unify automation and observability throughout hybrid Cisco environments. They permit an AI shopper to routinely uncover and use instruments throughout a number of Catalyst Middle clusters and Meraki organizations.

Should you’re inquisitive about how this works, now’s the time to see it in motion.

On this new demo, Cisco Principal Technical Advertising and marketing Engineer Gabi Zapodeanu reveals how a single AI shopper routes natural-language queries to the correct device, retrieves responses from a number of domains, and helps you troubleshoot or report in your community extra effectively.

See MCP in Motion: Catalyst Middle and Meraki Integration

Within the video beneath, Gabi demonstrates how MCP servers allow an AI shopper to work together with instruments throughout a number of platforms. You’ll study:

How the shopper connects to a number of MCP servers and discovers out there instruments.
How these instruments are chosen and executed in actual time based mostly on person intent.
How a single question can span clusters and organizations utilizing patterns like cluster = all.

The video contains sensible walkthroughs of multi-cluster stock lookups, situation correlation throughout, and a BGP troubleshooting workflow constructed from fundamental instruments.

Understanding MCP Structure and Workflow

MCP makes use of a client-server protocol that allows an AI assistant to hook up with a number of MCP servers and dynamically uncover out there device definitions. Here’s what the total workflow seems to be like:

An AI shopper, powered by a big language mannequin, connects to a number of MCP servers.
Every server supplies an inventory of instruments—both prebuilt runbooks or auto-generated APIs.
A person asks a query; the AI shopper selects the suitable device, fills within the parameters, and sends the request.
The instruments execute, return knowledge, and the AI responds to the person.

This permits asking a single query—similar to “The place is that this shopper related?”—and receiving solutions from a number of clusters and organizations.

Crucial Instruments vs. Declarative Instruments in MCP Servers

The demo explains two sorts of instruments supported by MCP servers:

Crucial instruments are predefined sequences written in Ansible, Terraform, or Python. They’re greatest suited to write duties the place guardrails and strict execution order are essential.
Declarative instruments are auto-generated from YAML information and are perfect for read-heavy duties similar to stock, occasion lookup, or compliance checks. In addition they help pagination with offset and restrict parameters.

Gabi shares examples of each sorts, demonstrating their use in actual eventualities like firmware checks and cross-domain shopper discovery.

Troubleshooting and Compliance Utilizing Generative AI Flows

Past single-tool calls, MCP helps multi-step workflows. These generative AI flows allow you to:

Correlate occasions
Determine root causes of points similar to BGP flaps
Run compliance checks or accumulate telemetry throughout websites
Apply guardrails for adjustments, guaranteeing solely trusted runbooks are used for configuration actions

The MCP shopper learns from device utilization patterns and might recommend new instruments based mostly on frequent API calls.

Learn how to Get Began and What’s Subsequent

This demo supplies a transparent, sensible introduction to MCP for anybody working in NetOps or DevOps. You’ll acquire a greater understanding of:

Why MCP issues right this moment
Learn how to join MCP to your Cisco platforms
The sorts of instruments and workflows it helps
Learn how to construction your personal instruments utilizing YAML or SDKs

Watch the total replay:

Subscribe to Cisco DevNet on YouTube to get notified when new demos go stay.



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Tags: ActionCisco CatalystCisco MerakiMCPmcp servernetwork automationQueryServers
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