ExoJAX

v2.5.0 suspicious
4.0
Medium Risk

Differentiable exoplanet spectroscopy and atmospheric tools in JAX.

⚠ Tarball exceeded 25 MB — source code analysis was limited to package metadata only.

🤖 AI Analysis

Final verdict: SUSPICIOUS

The package appears mostly clean with low risks across various categories, but incomplete author information and the use of a non-HTTPS website for documentation raise concerns about potential supply-chain manipulation.

  • Incomplete author information
  • Documentation site uses non-HTTPS protocol
Per-check LLM notes
  • Network: No network calls detected, which is normal unless the package requires online resources to function.
  • Shell: No shell execution patterns detected, indicating no immediate risk of command injection or similar attacks.
  • Obfuscation: No obfuscation patterns detected, indicating low risk of malicious intent.
  • Credentials: No credential harvesting patterns detected, indicating safe handling of sensitive information.
  • Metadata: The author's information is incomplete and the website uses non-HTTPS protocol, raising some suspicion but not enough to conclusively determine malice.

🔬 Heuristic Checks

✓ Outbound Network Calls

No suspicious network call patterns found

✓ Code Obfuscation

No obfuscation patterns detected

✓ Shell / Subprocess Execution

No shell execution patterns detected

✓ Credential Harvesting

No credential harvesting patterns detected

✓ Typosquatting

No typosquatting candidates detected

✓ Registered Email Domain

Email domain looks legitimate: gmail.com>

⚠ Suspicious Page Links score 2.0

Found 1 suspicious link(s) on the package page

  • Non-HTTPS external link: http://secondearths.sakura.ne.jp/exojax/
✓ Git Repository History

Repository HajimeKawahara/exojax appears legitimate

⚠ Maintainer History score 4.0

2 maintainer concern(s) found

  • Author name is missing or very short
  • Author "" 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 ExoJAX 
Develop a mini-application that allows users to simulate and analyze the spectra of exoplanets using the ExoJAX Python package. This tool will enable researchers and enthusiasts to input various parameters related to an exoplanet's atmosphere, such as temperature, pressure, and composition, and then generate synthetic spectra based on these inputs. Additionally, the application should provide a feature to compare the generated spectra with real observational data from telescopes, allowing users to refine their models and better understand the atmospheric conditions of distant worlds.

Core Features:
1. User Interface: Create a simple, intuitive web-based interface where users can input parameters and visualize results.
2. Parameter Input: Allow users to specify key atmospheric properties like temperature, pressure, and chemical compositions.
3. Spectra Generation: Use ExoJAX's capabilities to compute synthetic spectra based on user inputs.
4. Data Comparison: Provide a feature to upload observational data and visually compare it with the generated spectra.
5. Model Refinement: Offer suggestions or tools to help users adjust their models for a closer match between simulated and observed spectra.

How to Utilize ExoJAX:
- Import and utilize ExoJAX functions to handle the complex computations involved in generating and analyzing exoplanet spectra.
- Leverage JAX's differentiable programming capabilities within ExoJAX to perform gradient-based optimizations when refining model parameters.
- Ensure that all computations are efficiently handled by leveraging ExoJAX's support for parallel processing and GPU acceleration.