AI Analysis
Final verdict: SAFE
The package shows low risks across all categories except for shell execution patterns, which require further investigation. However, these patterns might be legitimate. Overall, there's no strong evidence of malicious activity or supply-chain attacks.
- No network calls detected
- Shell execution patterns need further investigation
- No signs of obfuscation or credential mishandling
Per-check LLM notes
- Network: No network calls detected, which is normal and expected.
- Shell: Shell execution patterns detected may be part of legitimate functionality but warrant further investigation to ensure no unauthorized actions are being performed.
- Obfuscation: No obfuscation patterns detected, suggesting low risk of malicious intent.
- Credentials: No credential harvesting patterns detected, indicating safe handling of secrets and credentials.
Package Quality Overall: Medium (6.4/10)
◈ Medium
Test Suite
6.0
Partial test coverage signals detected
Test runner config found: pyproject.toml
◈ Medium
Documentation
7.0
Some documentation present
Documentation URL: "documentation" -> https://battmodels.github.io/asimtools/Detailed PyPI description (7665 chars)
○ Low
Contributing Guide
4.0
No contributing guide or governance files found
Development Status classifier >= Beta
◈ Medium
Type Annotations
5.0
Partial type annotation coverage
101 type-annotated function signatures detected in source
✦ High
Multiple Contributors
10.0
Active multi-contributor project
5 unique contributor(s) across 100 commits in BattModels/asimtoolsActive community — 5 or more distinct contributors
Heuristic Checks
Outbound Network Calls
No suspicious network call patterns found
Code Obfuscation
No obfuscation patterns detected
Shell / Subprocess Execution
score 6.0
Found 3 shell execution pattern(s)
(' ') completed_process = subprocess.run( command, check=False, capture_output=True, textcompleted_process = subprocess.run( command, check=False, capture_output=True,completed_process = subprocess.run( command, check=False, capture_output=True, text
Credential Harvesting
No credential harvesting patterns detected
Typosquatting
No typosquatting candidates detected
Registered Email Domain
Email domain looks legitimate: gmail.com>
Suspicious Page Links
All external links appear legitimate
Git Repository History
Repository BattModels/asimtools appears legitimate
Maintainer History
score 4.0
2 maintainer concern(s) found
Author name is missing or very shortAuthor "" appears to have only 1 package on PyPI (new or inactive account)
Known CVE Vulnerabilities
No known vulnerabilities found in OSV database.
AI App Starter Prompt
Use this prompt to build a project with asimtools
Create a mini-application called 'AtomSimWorkflow' that leverages the 'asimtools' package to streamline the process of setting up and executing atomic simulations. This tool should allow users to define various types of atomic configurations, such as crystals, molecules, and amorphous structures, and then run these configurations through different simulation engines like LAMMPS, ASE, or GPAW. Key Features: 1. User Interface: Develop a simple command-line interface (CLI) for easy interaction. The CLI should support commands for adding new simulations, editing existing ones, and running simulations. 2. Simulation Configuration: Users should be able to specify parameters such as temperature, pressure, time steps, and output frequency for their simulations. 3. Integration with Simulation Engines: Implement functionality to integrate with at least two popular atomic simulation engines (e.g., LAMMPS and ASE). 4. Workflow Management: Allow users to create complex workflows consisting of multiple stages, each potentially using a different simulation engine or configuration. 5. Output Analysis: Provide basic tools for analyzing the output data from simulations, such as plotting energy vs. time or structural properties. 6. Documentation: Include comprehensive documentation on how to install and use AtomSimWorkflow, as well as examples of typical workflows. Utilization of 'asimtools': - Use 'asimtools' to manage the creation, modification, and execution of simulation workflows. This includes setting up the necessary input files, handling dependencies between different stages of the workflow, and coordinating the execution across multiple simulation engines. - Leverage 'asimtools' to handle the parallel execution of simulations if required, ensuring efficient use of computational resources. - Incorporate 'asimtools' to facilitate the integration of additional simulation engines in the future without significant code changes.
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