Fovux (oaslananka) MCP Server

fovux-mcp PyPI v1.6.2

Published by oaslananka — no publish provenance, so origin is unverified, but the source is public: the repository link below is self-declared yet readable, so you can inspect the code before adopting it.

Local-first edge-AI computer vision workbench MCP server

Trust grade
A
93/100
Last scanned get badge →
Trust
A · 93/100
Adoption risk for you: the threat score, then adjusted down for blast radius, publisher verification and how much the scan could see. Deterministic; every point is auditable.
Capability
High
Blast radius if it went rogue — what the server’s tools could reach. Independent of trust.
Coverage
Source
How much the scan could actually inspect. Shallow coverage is stated, never hidden.
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A Why this grade threat 100 − adoption risk = 93/100

The grade answers one question — how safe is this server for you to adopt — so it is computed in two auditable stages. Nothing below is an opinion or an LLM's guess; every line is a real term the deterministic engine applied, and the same input always yields the same number.

1. Threat score — 100 − 0 = 100. What the published surface and source actually contain:

The deterministic scan raised no scored threat in the surface it inspected — the threat score stayed at 100. Capability observations and advisory notes are recorded but never lower it.

2. Client adoption risk — 100 − 7 = 93. Three small, subtract-only factors that reflect your risk in adopting it — a clean scan proves less on a powerful, unverified or barely-inspectable package, so the grade says so plainly:

PointsAdoption-risk factor
−6 capability blast radius (high) — client exposure if the model is manipulated
−1 publisher verification (public source) — no provenance, but the source is public and inspectable

Capability observations and info notes are shown under Findings but never scored. Open any row's finding below for the file, line and evidence behind a deduction.

Findings 19

high Tool "eval_compare" exposes command/code executionMTC-CAP-001

Tool "eval_compare" appears to run shell commands or evaluate code (keyword "eval" in tool name). Arbitrary execution driven by model input is one of the most dangerous MCP capabilities; combined with any untrusted input it becomes RCE.

Fix: Sandbox execution, allowlist commands/arguments, and never pass model output to a shell unescaped.

Location: tool eval_compare

high Tool "eval_error_analysis" exposes command/code executionMTC-CAP-001

Tool "eval_error_analysis" appears to run shell commands or evaluate code (keyword "eval" in tool name). Arbitrary execution driven by model input is one of the most dangerous MCP capabilities; combined with any untrusted input it becomes RCE.

Fix: Sandbox execution, allowlist commands/arguments, and never pass model output to a shell unescaped.

Location: tool eval_error_analysis

high Tool "eval_per_class" exposes command/code executionMTC-CAP-001

Tool "eval_per_class" appears to run shell commands or evaluate code (keyword "eval" in tool name). Arbitrary execution driven by model input is one of the most dangerous MCP capabilities; combined with any untrusted input it becomes RCE.

Fix: Sandbox execution, allowlist commands/arguments, and never pass model output to a shell unescaped.

Location: tool eval_per_class

high Tool "eval_run" exposes command/code executionMTC-CAP-001

Tool "eval_run" appears to run shell commands or evaluate code (keyword "eval" in tool name). Arbitrary execution driven by model input is one of the most dangerous MCP capabilities; combined with any untrusted input it becomes RCE.

Fix: Sandbox execution, allowlist commands/arguments, and never pass model output to a shell unescaped.

Location: tool eval_run

high Shell/command execution in server code (src/fovux/core/processes.py)MTC-SRC-002

In the server's implementation (`src/fovux/core/processes.py:216`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: pend("/F") result = subprocess.run( # noqa: S603 args, capture_output=True, check=False,

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server src/fovux/core/processes.py

high Shell/command execution in server code (src/fovux/tools/train_resume.py)MTC-SRC-002

In the server's implementation (`src/fovux/tools/train_resume.py:80`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: r_fh proc = subprocess.Popen( # noqa: S603 - fixed local module execution only command,

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server src/fovux/tools/train_resume.py

high Shell/command execution in server code (src/fovux/tools/train_start.py)MTC-SRC-002

In the server's implementation (`src/fovux/tools/train_start.py:166`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: r_fh proc = subprocess.Popen( # noqa: S603 - fixed local module execution only command,

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server src/fovux/tools/train_start.py

high Shell/command execution in server code (src/fovux/tools/train_status.py)MTC-SRC-002

In the server's implementation (`src/fovux/tools/train_status.py:72`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: y: result = subprocess.run( # noqa: S603 - fixed Windows system utility only [tasklist, "/F

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server src/fovux/tools/train_status.py

high Shell/command execution in server code (src/fovux/tools/train_stop.py)MTC-SRC-002

In the server's implementation (`src/fovux/tools/train_stop.py:125`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: ppend(flag) subprocess.run(args, capture_output=True, check=False) # noqa: S603 else: i

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server src/fovux/tools/train_stop.py

low Mutating tool "eval_compare" declares no destructiveHintMTC-CAP-005

Tool "eval_compare" can mutate/egress but declares no destructiveHint. Clients that don't default to spec-safe behavior may not prompt before running it.

Fix: Declare accurate annotations, and gate destructive tools on user confirmation regardless.

Location: tool eval_compare

low Mutating tool "eval_error_analysis" declares no destructiveHintMTC-CAP-005

Tool "eval_error_analysis" can mutate/egress but declares no destructiveHint. Clients that don't default to spec-safe behavior may not prompt before running it.

Fix: Declare accurate annotations, and gate destructive tools on user confirmation regardless.

Location: tool eval_error_analysis

low Mutating tool "eval_per_class" declares no destructiveHintMTC-CAP-005

Tool "eval_per_class" can mutate/egress but declares no destructiveHint. Clients that don't default to spec-safe behavior may not prompt before running it.

Fix: Declare accurate annotations, and gate destructive tools on user confirmation regardless.

Location: tool eval_per_class

low Mutating tool "eval_run" declares no destructiveHintMTC-CAP-005

Tool "eval_run" can mutate/egress but declares no destructiveHint. Clients that don't default to spec-safe behavior may not prompt before running it.

Fix: Declare accurate annotations, and gate destructive tools on user confirmation regardless.

Location: tool eval_run

low Dynamic code execution in packaging/dev tooling (tests/unit/tools/test_export.py)MTC-SRC-001

In a packaging/dev/install script (shipped, but not the server runtime) (`tests/unit/tools/test_export.py:159`): Evaluating strings as code is the most direct RCE primitive; if any tool input reaches it, the server executes attacker-chosen code. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: _RawModel: def eval(self) -> None: return None def __call__(self, tensor: object) -> np.nd

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server tests/unit/tools/test_export.py

low Shell/command execution in packaging/dev tooling (tests/integration/test_real_server_smoke.py)MTC-SRC-002

In a packaging/dev/install script (shipped, but not the server runtime) (`tests/integration/test_real_server_smoke.py:26`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: e module.""" proc = subprocess.Popen( # noqa: S603, S607 [ sys.executable, "-m",

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server tests/integration/test_real_server_smoke.py

low Shell/command execution in packaging/dev tooling (tests/unit/test_agent_policy_checker.py)MTC-SRC-002

In a packaging/dev/install script (shipped, but not the server runtime) (`tests/unit/test_agent_policy_checker.py:15`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: ership.""" result = subprocess.run( # noqa: S603 [sys.executable, str(CHECKER)], capture_output=Tru

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server tests/unit/test_agent_policy_checker.py

low Shell/command execution in packaging/dev tooling (tests/unit/test_dependency_boundaries.py)MTC-SRC-002

In a packaging/dev/install script (shipped, but not the server runtime) (`tests/unit/test_dependency_boundaries.py:29`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: 0)" ) result = subprocess.run( # noqa: S603 - fixed interpreter and constant import probe. [sys.execut

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server tests/unit/test_dependency_boundaries.py

low Shell/command execution in packaging/dev tooling (tests/unit/test_server_startup.py)MTC-SRC-002

In a packaging/dev/install script (shipped, but not the server runtime) (`tests/unit/test_server_startup.py:45`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: ), })) """ result = subprocess.run( # noqa: S603 [sys.executable, "-c", script], cwd=PACKAGE_ROOT,

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server tests/unit/test_server_startup.py

low Shell/command execution in packaging/dev tooling (tests/unit/test_tool_docs.py)MTC-SRC-002

In a packaging/dev/install script (shipped, but not the server runtime) (`tests/unit/test_tool_docs.py:17`): Spawning a shell/process is command-execution capability; with unsanitized tool input it is command injection / RCE. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.

Evidence: pages.""" result = subprocess.run( # noqa: S603 [sys.executable, str(CHECK_TOOL_DOCS)], capture_ou

Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.

Location: server tests/unit/test_tool_docs.py

Tools 47

Each tool and what it can reach — statically extracted from the published source.

  • eval_compareruns code / shell
  • eval_error_analysisruns code / shell
  • eval_per_classruns code / shell
  • eval_runruns code / shell
  • active_learning_queue_listno sensitive capability
  • active_learning_queue_rankno sensitive capability
  • active_learning_queue_submitno sensitive capability
  • active_learning_selectno sensitive capability
  • annotation_quality_checkno sensitive capability
  • benchmark_latencyno sensitive capability
Show 37 more tools ↓
  • dataset_augmentno sensitive capability
  • dataset_convertno sensitive capability
  • dataset_find_duplicatesno sensitive capability
  • dataset_inspectno sensitive capability
  • dataset_splitno sensitive capability
  • dataset_validateno sensitive capability
  • demo_initno sensitive capability
  • deployment_adviseno sensitive capability
  • distill_modelno sensitive capability
  • export_onnxno sensitive capability
  • export_reproducibility_bundleno sensitive capability
  • export_tfliteno sensitive capability
  • fovux_doctorno sensitive capability
  • generate_support_bundleno sensitive capability
  • get_policy_statusno sensitive capability
  • infer_batchno sensitive capability
  • infer_ensembleno sensitive capability
  • infer_imageno sensitive capability
  • infer_rtspno sensitive capability
  • list_audit_eventsno sensitive capability
  • model_compare_visualno sensitive capability
  • model_listno sensitive capability
  • model_profileno sensitive capability
  • quantize_int8no sensitive capability
  • quantize_reportno sensitive capability
  • run_archiveno sensitive capability
  • run_compareno sensitive capability
  • run_deleteno sensitive capability
  • run_tagno sensitive capability
  • set_policy_modeno sensitive capability
  • sync_to_mlflowno sensitive capability
  • train_adjustno sensitive capability
  • train_preflightno sensitive capability
  • train_resumeno sensitive capability
  • train_startno sensitive capability
  • train_statusno sensitive capability
  • train_stopno sensitive capability

What this scan could not see

Versions 2

Scan history per published version. The engine is deterministic — the same version always yields the same score, so a changed score means the package itself changed.

VersionScoreFindingsEngineScanned
v1.6.2 latest A 93/100 19 1.13.0 2026-08-25
v1.6.0 A 98/100 12 1.5.0 2026-07-22

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MCP Trust Score: A · 93/100
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Verify this score yourself

The score above is reproducible: the same package version always yields the same result. Run it locally or over the free API — no account, no LLM, fully deterministic.

npx mcptrustchecker scan fovux-mcp --online --registry pypi

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Other implementations of Fovux 1

Independent packages implementing the same tool, scanned with the same engine. Compare all 2 side by side →

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