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TrainTools

AparajeetS Scanned 3d ago

Recommend paper-backed diagnostics for PyTorch and Hugging Face training problems.

MCP Registry ↗
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76.5 / 100

Versions

0.6.2latest
first seen Jul 22, 2026
PermissionsTool SafetyAuthAnnotationsCode QualityStabilitySpecVuln HistoryAuthorTransparencyCommunity

Tools 4

recommend_training_diagnostics
annotations: none low

Recommend diagnostics for a concrete ML training symptom.

limit int problem str framework string
list_training_diagnostics
annotations: none low

List TrainTools capabilities, requirements, and limitations.

framework string
explain_training_diagnostic
annotations: none low

Explain one diagnostic, including when not to trust it.

diagnostic str
generate_training_integration
annotations: none low

Generate a minimal PyTorch or Hugging Face integration snippet.

framework str diagnostic str

Permissions 3

filesystem low
Server uses filesystem capabilities via: open(), os, pathlib, shutil
shell high
Server uses shell capabilities via: subprocess
env_vars low
Server uses env_vars capabilities via: os.environ

Scan Findings 57

low
Tool 'recommend_training_diagnostics' has no annotations annotation_checker · 100%
low
Tool 'list_training_diagnostics' has no annotations annotation_checker · 100%
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Tool 'explain_training_diagnostic' has no annotations annotation_checker · 100%
low
Tool 'generate_training_integration' has no annotations annotation_checker · 100%
info
Sandbox failed to start for behavioral verification behavioral_verifier · 100%
medium
Vulnerable dependency: torch@2.0 (GHSA-3749-ghw9-m3mg) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-53q9-r3pm-6pq6) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-5pcm-hx3q-hm94) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-887c-mr87-cxwp) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-c678-jfcj-6jmf) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-f4hp-rmr7-r7v8) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-pg7h-5qx3-wjr3) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-qfhq-4f3w-5fph) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-rrmf-rvhw-rf47) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-vgrw-7cvw-pwgx) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (GHSA-x3gm-94wq-g975) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2024-250) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2024-251) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2024-252) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2024-259) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-191) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-198) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-203) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-204) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-205) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-206) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-207) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-208) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-209) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2025-41) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2026-139) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2026-1970) dependency_analyzer · 95%
medium
Vulnerable dependency: torch@2.0 (PYSEC-2026-2286) dependency_analyzer · 95%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/pilot/ptdb_v1.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/svhn_wrn28_2/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/cifar10/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/svhn_resnet18/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/cifar10_resnet18/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/cifar100_vit_tiny/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/cifar100_wrn28_2/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/cifar100/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/cifar100_resnet18/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/svhn_vit_tiny/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/cifar10_vit_tiny/ptdb_v1_full.py:25 entropy_analyzer · 70%
medium
Hex string literal (>50 chars) in AparajeetS-Traintools-8d14a1c/benchmarks/ptdb_v1/kaggle/full/cifar10_wrn28_2/ptdb_v1_full.py:25 entropy_analyzer · 70%
info
pyproject.toml metadata manifest_parser · 100%
info
Tool: recommend_training_diagnostics manifest_parser · 90%
info
Tool: list_training_diagnostics manifest_parser · 90%
info
Tool: explain_training_diagnostic manifest_parser · 90%
info
Tool: generate_training_integration manifest_parser · 90%
info
Required env vars (3) manifest_parser · 80%
info
Sandbox failed to start for output poisoning scan output_poisoning · 100%
low
Permission: filesystem access detected permission_analyzer · 90%
high
Permission: shell access detected permission_analyzer · 95%
low
Permission: env_vars access detected permission_analyzer · 90%
info
No dependency files found for SBOM generation sbom_generator · 100%
medium
No build provenance detected (SLSA L0) slsa_assessor · 90%