Skill audit report
deepchem Audit report.
Molecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurization options and MoleculeNet benchmarks. Best for quick experiments with pre-trained models, diverse molecular representations. For graph-first PyTorch workflows use torchdrug; for benchmark datasets use pytdc.
OpenAgentSkill Trust Score
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
PASS100
44K GitHub stars
Stars/forks activity
PASS97
44K stars, 4.0K forks; issue activity unavailable in current metadata
Recent maintenance
PASS88
2mo since push
License clarity
PASS86
MIT license
README/SKILL.md completeness
PASS86
Metadata includes enough usage and workflow context
Dependency/runtime risk
WARN54
command execution surface, external package install surface
Install availability
PASS92
npx skills add K-Dense-AI/scientific-agent-skills --skill deepchem
Install command safety
PASS92
standard package or runtime install path
Permission surface
WARN48
shell or command execution, filesystem or document access
Repository evidence
PASS86
https://github.com/K-Dense-AI/scientific-agent-skills/tree/main/skills/deepchem
Review status
INFO66
AI review data available
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install and adoption review
Install path
92
npx skills add K-Dense-AI/scientific-agent-skills --skill deepchem
Repository
88
https://github.com/K-Dense-AI/scientific-agent-skills/tree/main/skills/deepchem
License
86
MIT license
Maintenance
88
2mo since push
AI review
55
No critical security issues detected. The skill only uses standard file operations and Bash for running Python scripts, with no indication of malicious behavior.
README/SKILL.md completeness
86
Usable description available
Dependency risk
54
command execution surface, external package install surface
Install command safety
92
standard package or runtime install path
Permission surface
48
shell or command execution, filesystem or document access
Stars/forks activity
97
44K stars, 4.0K forks; issue activity unavailable in current metadata
Adoption
88
44K GitHub stars
Warnings
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- No critical security issues detected. The skill only uses standard file operations and Bash for running Python scripts, with no indication of malicious behavior.
- Permission surface needs review: shell or command execution, filesystem or document access
- Dependency/runtime risk: command execution surface, external package install surface
- Permission surface: shell or command execution, filesystem or document access
Method
This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.
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