AI Analysis
The package aiida-quantumespresso v5.0.0 exhibits minimal risk indicators, suggesting it is likely safe for use. The primary concern lies in minor metadata issues, but these do not point towards any malicious activity.
- Low network and shell execution risks
- No obfuscation or credential harvesting detected
- Minor metadata issues but no clear signs of malice
Per-check LLM notes
- Network: No network calls detected, indicating low risk of data exfiltration or C2 communications.
- Shell: Shell executions appear to be for version control and logging purposes, which is typical for software development and does not suggest malicious intent.
- Obfuscation: No obfuscation patterns detected, indicating low risk.
- Credentials: No credential harvesting patterns detected, indicating low risk.
- Metadata: The package has some minor issues with maintainer history and non-secure links but no clear signs of malice.
Package Quality Overall: Medium (5.4/10)
No test suite detected
No test files or test-runner configuration detected
Some documentation present
Documentation URL: "Documentation" -> https://aiida-quantumespresso.readthedocs.ioDetailed PyPI description (23984 chars)
No contributing guide or governance files found
Development Status classifier >= Beta
Partial type annotation coverage
21 type-annotated function signatures detected in source
Active multi-contributor project
8 unique contributor(s) across 100 commits in aiidateam/aiida-quantumespressoActive community — 5 or more distinct contributors
Heuristic Checks
No suspicious network call patterns found
No obfuscation patterns detected
Found 3 shell execution pattern(s)
try: stdout = subprocess.check_output(['verdi', 'run', str(filepath)]) except subprocess.C`CHANGELOG.md`.') tags = subprocess.run(['git', 'tag', '--sort=v:refname'], capture_output=True, chelatest_tag}`.') commits = subprocess.run( ['git', 'log', "--pretty=format:'%h|%H|%s'", f'{lat
No credential harvesting patterns detected
No typosquatting candidates detected
Email domain looks legitimate: aiida.net>
Found 2 suspicious link(s) on the package page
Non-HTTPS external link: http://nccr-marvel.ch/Non-HTTPS external link: http://www.max-centre.eu/
Repository aiidateam/aiida-quantumespresso appears legitimate
2 maintainer concern(s) found
Author name is missing or very shortAuthor "" appears to have only 1 package on PyPI (new or inactive account)
No known vulnerabilities found in OSV database.
AI App Starter Prompt
Your task is to create a simple yet powerful web-based application using Flask and the 'aiida-quantumespresso' package. This application will allow users to submit Quantum ESPRESSO calculations through an intuitive interface, monitor their progress, and retrieve results. The application should also provide basic visualization of the calculation outcomes. ### Step 1: Setup the Environment - Install Flask and 'aiida-quantumespresso' along with other necessary dependencies. - Ensure you have AiiDA installed and configured on your system. ### Step 2: Design the User Interface - Create a landing page that introduces the application and its purpose. - Implement a form where users can upload input files for Quantum ESPRESSO calculations. - Add a section to display the status of submitted calculations. - Include a feature to visualize the results (e.g., band structures, density of states). ### Step 3: Develop Backend Functionality - Use Flask routes to handle user inputs and file uploads. - Utilize 'aiida-quantumespresso' to submit the Quantum ESPRESSO calculations. - Track the status of each calculation and update the frontend accordingly. - Implement functionality to download the results once the calculations are complete. ### Step 4: Enhance User Experience - Allow users to view the logs and outputs of their calculations directly within the application. - Provide tooltips and documentation to help users understand the input parameters for Quantum ESPRESSO. - Integrate a simple chatbot that can answer common questions about the usage of the application and Quantum ESPRESSO. ### How 'aiida-quantumespresso' is Used: - For submitting calculations, use 'aiida-quantumespresso' to create workflows based on Quantum ESPRESSO input files. - Monitor the status of these calculations using the AiiDA ORM and update the UI in real-time. - Retrieve and process the output data from Quantum ESPRESSO calculations using 'aiida-quantumespresso' functionalities. This project aims to bridge the gap between complex scientific computations and user-friendly interfaces, making advanced materials science simulations accessible to a broader audience.
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