apilize-protocol

v1.1.0 suspicious
5.0
Medium Risk

Python SDK for the Apilize Protocol v1 — author financial models that speak the protocol over CLI stdio.

🤖 AI Analysis

Final verdict: SUSPICIOUS

The package shows minimal direct risks but has a notable metadata risk due to low community engagement and limited maintainer history, suggesting potential issues.

  • Low direct risk indicators
  • Significant metadata risk due to maintainer and community activity
Per-check LLM notes
  • Network: No network calls detected, which is normal if the package does not require external API interactions.
  • Shell: No shell execution patterns detected, indicating no immediate risk of executing system commands.
  • Obfuscation: No obfuscation patterns detected, indicating low risk.
  • Credentials: No credential harvesting patterns detected, indicating low risk.
  • Metadata: The repository's lack of community engagement and the maintainer's limited history suggest potential risk.

📦 Package Quality Overall: Medium (6.2/10)

✦ High Test Suite 9.0

Test suite present — 7 test file(s) found

  • Test runner config found: pyproject.toml
  • 7 test file(s) detected (e.g. test_data_loader.py)
◈ Medium Documentation 7.0

Some documentation present

  • Documentation URL: "Documentation" -> https://github.com/Apilize/apilize-protocol/tree/main/sdk/py
  • Detailed PyPI description (5507 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

  • 65 type-annotated function signatures detected in source
◈ Medium Multiple Contributors 6.0

Limited contributor diversity

  • 2 unique contributor(s) across 18 commits in Apilize/apilize-protocol
  • Two distinct contributors found

🔬 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

No author email provided

✓ Suspicious Page Links

All external links appear legitimate

⚠ Git Repository History score 2.5

Git history flags: Repository has zero stars and zero forks

  • Repository has zero stars and zero forks
⚠ Maintainer History score 4.0

2 maintainer concern(s) found

  • Only one version has ever been released — brand new package
  • Author "Apilize" 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 apilize-protocol 
Create a command-line tool named 'FinanceModeler' using the Python package 'apilize-protocol'. This tool should allow users to create, modify, and validate financial models according to the Apilize Protocol v1. Users will interact with the tool through a simple CLI interface, where they can input various financial data points such as interest rates, stock prices, and economic indicators. The tool should then use the 'apilize-protocol' package to process these inputs, generate corresponding financial models, and output them back to the user in a standardized format that adheres to the Apilize Protocol.

Key Features:
1. User Input: Allow users to input financial data via the CLI, including parameters like interest rates, inflation rates, GDP growth forecasts, etc.
2. Model Generation: Use the 'apilize-protocol' package to automatically generate financial models based on the user-provided data.
3. Validation: Validate the generated models against predefined rules within the Apilize Protocol to ensure accuracy and compliance.
4. Output: Display the final financial model in a human-readable format and also provide an option to export it to a file in a structured format (e.g., JSON).
5. Help Documentation: Include comprehensive help documentation accessible via the CLI to guide users on how to use each feature of the tool.

How to Utilize 'apilize-protocol':
- Import necessary modules from the 'apilize_protocol' package to handle financial model creation and validation tasks.
- Use the package's functions to parse user inputs into the correct data structures required by the Apilize Protocol.
- Apply the protocol's validation methods to ensure the models adhere to specified standards before presenting them to the user.
- Leverage the package's capabilities to enhance the functionality and reliability of the 'FinanceModeler' tool.

💬 Discussion Feed

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