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Other integrations · MCP server

Cisco Modeling Labs CML: MCP server, setup and security

Cisco Modeling Labs CML is an open-source MCP server that lets an AI agent access common Cisco Modeling Labs operations through an MCP server. Its repository has 76 stars and its last commit is from October 23, 2026 and it is licensed under BSD-2-Clause.

Score
64/100
Adoption (stars) 19/40
Maintenance 30/30
Framework (licence, registry, official) 15/30
Actively maintainedNeeds secrets

What Cisco Modeling Labs CML does

According to its repository: “An MCP server that provides access to common Cisco Modeling Labs (CML) operations.”

An MCP server gives an AI agent extra tools it calls during the conversation: the agent reads their description, decides to use them and gets the result back. Cisco Modeling Labs CML is listed under Other integrations, a category of 194 servers in the directory, where it ranks #93 by stars.

Topics declared by the repository: cml, cisco-modeling-labs.

Installing and connecting Cisco Modeling Labs CML

Distribution modes declared in the official MCP registry:

  • PyPI package (Python, started with uvx or pip)

Like any MCP server, you declare it in your client's configuration (Claude Desktop, Claude Code, Cursor, VS Code, Codex…): a name, the command that starts it or its URL, and any environment variables. The client then starts it and lists its tools. Project language: Python.

The registry lists 3 secret variables to provide (API key, access token). Keep them in the client's environment variables, never in a shared file or a repository.

Security: what to check

An MCP server runs code with the rights you give it, and the model reads its tool descriptions: a malicious or compromised server can hijack the agent. Read the code, or pick a maintained and widely used server, before connecting it.

Points found for Cisco Modeling Labs CML:

  • Secrets: the server acts with your credentials. Create a dedicated key with minimum rights and an expiry date.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on August 9, 2025, the xorrkaz/cml-mcp repository has 76 stars and 44 forks, with 1 open issues. It has more stars than 61% of the servers in the directory. It received changes this month. Version published in the registry: 0.32.2 (October 8, 2026).

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

Server everythingServer everything : 91.5K91.5KCompiler ExplorerCompiler Explorer : 19.1K19.1KMobilerunMobilerun : 9.8K9.8KLicensed House PaintersLicensed House Painters : 7.4K7.4KYouTubeYouTube : 5.8K5.8KDraw.ioDraw.io : 5.7K5.7KFluxDownFluxDown : 5K5KMCP obsidianMCP obsidian : 4.5K4.5KCisco Modeling Labs CMLCisco Modeling Labs CML : 7676
GitHub stars of the most followed servers in the category (log scale); Cisco Modeling Labs CML in orange. Checked October 25, 2026.

Verdict

Cisco Modeling Labs CML is a reasonable choice; check the points below before connecting it.

Strengths

  • Active project: recent commit
  • Listed in the official MCP registry
  • Permissive licence (BSD-2-Clause)

Limitations

  • Requires an API key or token

Avoid if…

  • You do not want to give credentials to an agent

Frequently asked questions

How do I install Cisco Modeling Labs CML?

Cisco Modeling Labs CML is distributed as PyPI package (Python, started with uvx or pip). Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of xorrkaz/cml-mcp.

Is Cisco Modeling Labs CML free?

The code is published under the BSD-2-Clause licence and can be used free of charge. It needs an API key: the service it connects to may be paid.

Is Cisco Modeling Labs CML safe?

Points to watch: secrets. Give it minimum rights and approve sensitive actions.

Is it an official server?

Nothing says so: it is a project published by xorrkaz on GitHub. Check who maintains it before giving it access.

What are the alternatives to Cisco Modeling Labs CML?

In the same category: Azure MCP Server, Draw.io, Compiler Explorer, and Mobilerun. Azure MCP Server and Draw.io score higher on our grid.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score