🤖 AI Analysis

Final verdict: SAFE

The package shows no signs of malicious activities such as network calls, shell executions, or credential harvesting. The metadata risk is slightly elevated due to the author's limited presence, but there are no other red flags.

No network calls or shell executions detected.
Low risk of obfuscation and credential harvesting.

Per-check LLM notes

Network: No network calls detected, which is unusual but not necessarily indicative of malicious activity without further context.
Shell: No shell execution detected, which aligns with the expected behavior for most Python packages.
Obfuscation: No obfuscation patterns detected, indicating low risk of malicious intent.
Credentials: No credential harvesting patterns detected, suggesting safe handling of secrets.
Metadata: The author has only one package, which could indicate a new or less active maintainer, but no other suspicious flags were raised.

📦 Package Quality Overall: Low (4.2/10)

○ Low Test Suite 1.0

No test suite detected

No test files or test-runner configuration detected

◈ Medium Documentation 7.0

Some documentation present

Documentation URL: "Documentation" -> https://docs.airbyte.com/integrations/sources/public-apis
Brief PyPI description (464 chars)

○ Low Contributing Guide 2.0

No contributing guide or governance files found

No CONTRIBUTING, CODE_OF_CONDUCT, or governance files found

○ Low Type Annotations 1.0

No type annotations detected

No type annotations, py.typed marker, or stub files detected

✦ High Multiple Contributors 10.0

Active multi-contributor project

14 unique contributor(s) across 100 commits in airbytehq/airbyte
Active 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

No shell execution patterns detected

✓ Credential Harvesting

No credential harvesting patterns detected

✓ Typosquatting

No typosquatting candidates detected

✓ Registered Email Domain

Email domain looks legitimate: airbyte.io

✓ Suspicious Page Links

All external links appear legitimate

✓ Git Repository History

Repository airbytehq/airbyte appears legitimate

⚠ Maintainer History score 2.0

1 maintainer concern(s) found

Author "Airbyte" 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 airbyte-source-public-apis

Create a mini-application called 'PublicAPIExplorer' using Python and the 'airbyte-source-public-apis' package. This application will allow users to explore and interact with various public APIs in a user-friendly manner. Here’s how you can structure your project:

1. **Setup Environment**: Start by setting up a virtual environment and installing necessary packages including 'airbyte-source-public-apis'. Ensure all dependencies are listed in a requirements.txt file.
2. **Database Integration**: Utilize SQLite as a local database to store API data fetched from 'airbyte-source-public-apis'. This will enable offline access and caching of data.
3. **User Interface**: Develop a simple command-line interface (CLI) that allows users to input API names or URLs they want to explore. Provide options to display API documentation, list available endpoints, and fetch data from these endpoints.
4. **Data Fetching**: Implement functions to use 'airbyte-source-public-apis' to fetch data from specified APIs. Store this data locally in the SQLite database for future reference.
5. **Data Visualization**: Integrate basic data visualization capabilities into the CLI. For example, if the API provides weather data, visualize temperature trends over time.
6. **Error Handling**: Ensure robust error handling mechanisms are in place to gracefully manage issues like invalid API inputs or connectivity problems.
7. **Security Considerations**: If any APIs require authentication, provide guidance on securely storing credentials without hardcoding them in the source code.
8. **Documentation**: Write comprehensive documentation explaining how to install and use 'PublicAPIExplorer', including examples of popular APIs that can be explored.
9. **Testing**: Include unit tests to ensure each component of the application works as expected.

This project aims to showcase the versatility and ease of use of 'airbyte-source-public-apis' while providing a practical tool for developers and enthusiasts to explore public APIs.