🤖 AI Analysis

Final verdict: SAFE

The package Schema-First v0.11.1 has been thoroughly checked for potential risks and no malicious activities were found. It poses minimal risk.

No network calls detected.
No shell execution patterns identified.

Per-check LLM notes

Network: No network calls detected, which is normal unless the package's functionality requires external communication.
Shell: No shell execution patterns detected, indicating no immediate risk of executing system commands.
Obfuscation: No obfuscation patterns detected, indicating low risk of malicious intent.
Credentials: No credential harvesting patterns detected, indicating safe handling of secrets and credentials.

🔬 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: legalact.pro>

✓ Suspicious Page Links

All external links appear legitimate

✓ Git Repository History

Repository flask-pro/schema-first 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 Schema-First

Develop a Python-based REST API validation tool named 'ValidatorPro' that leverages the 'Schema-First' package to ensure data integrity across all endpoints. ValidatorPro will serve as a middleware solution for any web service that needs robust input/output validation based on OpenAPI specifications. Your task is to design and implement a command-line interface (CLI) application that allows users to upload an OpenAPI specification file (.yaml or .json format) and then test various data payloads against the defined schemas for each endpoint. Here are the key steps and features of your project:

1. **Setup**: Begin by installing necessary packages including 'Schema-First', 'Flask' for the web server, and 'requests' for HTTP requests.
2. **Loading Specifications**: Implement functionality within ValidatorPro to load an OpenAPI specification from a local file or URL. Ensure that the application can handle both YAML and JSON formats.
3. **Validation Engine**: Utilize 'Schema-First' to convert the loaded OpenAPI specification into Marshmallow schemas. This conversion will enable automatic validation of incoming data payloads against the specified schemas for each endpoint.
4. **Payload Testing**: Create a feature where users can specify an endpoint URL and provide a sample payload to test against the generated schemas. ValidatorPro should return a detailed report indicating whether the payload conforms to the schema and highlight any discrepancies if found.
5. **Report Generation**: After testing, ValidatorPro should generate a comprehensive report summarizing the validation results. This report should include information such as the status of each validation attempt, specific errors encountered, and suggestions for correcting malformed inputs.
6. **CLI Interface**: Design a user-friendly CLI interface allowing users to easily interact with ValidatorPro. Commands should allow for file uploads, payload testing, and report generation.
7. **Documentation**: Finally, prepare detailed documentation explaining how to install, configure, and use ValidatorPro effectively. Include examples and best practices for integrating it into existing development workflows.

By completing these steps, you'll have developed a powerful tool for ensuring data consistency and security in web services, leveraging the capabilities of the 'Schema-First' package.