Grades are a hygiene check, not a security guarantee.

MCP, MCP server

Clearml Mcp

A lightweight Model Context Protocol (MCP) server that enables AI assistants to interact with ClearML experiments, models, and projects.

Compatibility: Not stated.

Grade B

Minor issues only, no Medium or High. Worth a quick look at the findings below before installing.

Graded by PlugVetRubric v2

Not a guarantee. A hygiene check of the source at the commit shown, not a security audit.

Rescanned at commit a3d6f934d37b, unchanged since the check below.

SECRETS_PATH_DOTENV SECRETS_ENV_READ OBFUSCATION_FILE_OVER_READ_CAP

Why this grade

  • SECRETS_PATH_DOTENV Low

    Mentions a .env file.

    examples/01_simple_example.py, line 13 # Load environment variables from .env file

  • SECRETS_ENV_READ Note

    Reads an environment variable whose name contains KEY, SECRET, TOKEN, PASSWORD or CREDENTIAL.

    examples/01_simple_example.py, line 22 GEMINI_API_KEY = os.environ.get("GEMINI_API_KEY")

  • OBFUSCATION_FILE_OVER_READ_CAP Note

    A file was over the read cap and was not fully read.

    uv.lock, line 1 version = 1

Any High, or two or more Medium findings, give D. One Medium gives C. Low findings or a security Note give B. Each code names a finding behind the letter.

Grades are a hygiene check of the source at the commit shown, on the date checked, not a security audit or a guarantee. The free directory grades are automated. Before release, a PlugVet engineer reviews every paid report and any grade we hold back, including all F grades, against the source code and the evidence we quote.

What was checked

Plain notes from the hygiene checks.

  • Permissions

    Pass

    No shell or command execution found, and no extra permission was declared.

  • Install and update

    Pass

    No install-time script found, and dependencies are pinned or absent.

  • Network

    Pass

    No network call found.

  • Secrets

    Concern

    reads a credential or environment file.

    SECRETS_ENV_READ SECRETS_PATH_DOTENV

    examples/01_simple_example.py, line 13

    # Load environment variables from .env file

    examples/01_simple_example.py, line 22

    GEMINI_API_KEY = os.environ.get("GEMINI_API_KEY")

    examples/02_openai_compatible_example.py, line 19

    # Load environment variables from .env file

    Show more

    examples/02_openai_compatible_example.py, line 28

    GEMINI_API_KEY = os.environ.get("GEMINI_API_KEY")

    examples/03_find_real_experiments.py, line 13

    # Load environment variables from .env file

    examples/03_find_real_experiments.py, line 22

    GEMINI_API_KEY = os.environ.get("GEMINI_API_KEY")

    examples/04_quick_scalar_demo.py, line 13

    # Load environment variables from .env file

    examples/04_quick_scalar_demo.py, line 22

    GEMINI_API_KEY = os.environ.get("GEMINI_API_KEY")

    examples/consolidated_debugger.py, line 18

    # Load environment variables from .env file

    examples/consolidated_debugger.py, line 27

    GEMINI_API_KEY = os.environ.get("GEMINI_API_KEY")

    .gitignore, line 118

    # Environments

  • Agent instructions

    Pass

    No instruction to ignore earlier instructions or to hide a step.

  • Obfuscation

    Note

    a file was over the read cap and was not fully read.

    OBFUSCATION_FILE_OVER_READ_CAP

    uv.lock, line 1

    version = 1

  • Licence

    Pass

    A licence file is present (LICENSE).

  • Maintainer activity

    Pass

    The latest commit is within the last 365 days.

Note

Hygiene check of commit a3d6f934d37b. reads a credential or environment file. a file was over the read cap and was not fully read.

Date and source

Date checked:

View source

github.com

Commit graded: a3d6f934d37b64084908802429536a8345e703f9

This link goes to the original host. PlugVet does not host or check what you download from there, and installing it is your own decision and risk.

Read how this letter is chosen