Grades are a hygiene check, not a security guarantee.

MCP, MCP server

Modelfit Mcp

Hardware-Aware Hugging Face Discovery, Memory Fitting, Empirical Benchmarking & Swappable Local Model Gateway for AI Agents.

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.

INSTALL_UNPINNED NETWORK_NO_FIXED_HOST PERMISSION_SHELL_DECLARED

Why this grade

  • INSTALL_UNPINNED Low

    Dependencies use a range or git URL with no lockfile.

    requirements.txt, line 1 psutil>=5.9.0

  • NETWORK_NO_FIXED_HOST Low

    Makes a network call whose host is not written as a fixed address.

    src/modelfit/cli.py, line 114 with urllib.request.urlopen(req, timeout=10) as resp:

  • PERMISSION_SHELL_DECLARED Note

    Runs shell commands, and the manifest or description says so.

    src/modelfit/hardware.py, line 69 out = subprocess.check_output(

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

    Note

    requests shell access. The manifest names this permission.

    PERMISSION_SHELL_DECLARED

    src/modelfit/hardware.py, line 69

    out = subprocess.check_output(

  • Install and update

    Concern

    dependencies are not pinned.

    INSTALL_UNPINNED

    requirements.txt, line 1

    psutil>=5.9.0

  • Network

    Concern

    can reach a host that is not written as a fixed address.

    NETWORK_NO_FIXED_HOST

    src/modelfit/cli.py, line 114

    with urllib.request.urlopen(req, timeout=10) as resp:

    src/modelfit/cli.py, line 127

    with urllib.request.urlopen(req, timeout=30) as resp:

    src/modelfit/code_gen.py, line 73

    resp = requests.post(f"{{GATEWAY_URL}}/predict", json={{"input": input_data}})

    Show more

    src/modelfit/code_gen.py, line 78

    resp = requests.post(f"{{GATEWAY_URL}}/swap", json={{"model_id": model_id, "task": task}})

    src/modelfit/code_gen.py, line 131

    const res = await fetch(`${{GATEWAY_URL}}/predict`, {{

    src/modelfit/code_gen.py, line 141

    const res = await fetch(`${{GATEWAY_URL}}/swap`, {{

    src/modelfit/hf_client.py, line 38

    with urllib.request.urlopen(req, timeout=10) as resp:

    AGENTS.md, line 53

    - Tests must use mocks for external network calls (`urllib.request.urlopen`) and heavy model weights (`transformers.pipeline`) so the entire test suite executes in **under 2 second

  • Secrets

    Pass

    No read of a credential file or secret environment variable found.

  • Agent instructions

    Pass

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

  • Obfuscation

    Pass

    No encoded or minified payload found.

  • Licence

    Note

    no licence file found.

    LICENCE_MISSING

    No file path was stored.

    no licence file found.

  • Maintainer activity

    Pass

    The latest commit is within the last 365 days.

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Note

Hygiene check of commit 42d7d1a50d01. requests shell access. The manifest names this permission. dependencies are not pinned. can reach a host that is not written as a fixed address. no licence file found.

Date and source

Date checked:

View source

github.com

Commit graded: 42d7d1a50d016764f9424a7172807d3a7aabce26

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Read how this letter is chosen