AI Analysis
The package poses a relatively low risk with notable concerns only around metadata and network interactions. It lacks evidence of malicious intent such as obfuscation, shell execution, or credential harvesting.
- Moderate network risk due to interaction with external services
- Potential issues with maintainer activity and community engagement
Per-check LLM notes
- Network: The presence of network calls suggests the package interacts with external services, which is common but may indicate potential data exfiltration risks if not properly documented.
- Shell: No shell execution patterns were detected, indicating low risk for direct system command execution.
- Obfuscation: No obfuscation patterns detected, indicating low risk.
- Credentials: No credential harvesting patterns detected, indicating low risk.
- Metadata: The package shows signs of potential new or inactive maintainer activity with no community engagement.
Package Quality Overall: Medium (5.0/10)
Partial test coverage signals detected
Test runner config found: pyproject.toml
Some documentation present
Documentation URL: "Documentation" -> https://github.com/ayudo-ai/anytool#readmeDetailed PyPI description (8475 chars)
No contributing guide or governance files found
No CONTRIBUTING, CODE_OF_CONDUCT, or governance files found
Partial type annotation coverage
123 type-annotated function signatures detected in source
Limited contributor diversity
1 unique contributor(s) across 83 commits in ayudo-ai/anytoolSingle author but highly active (83 commits)
Heuristic Checks
Found 4 network call pattern(s)
rip("/") self._http = httpx.AsyncClient( timeout=30.0, headers={en_store self._http = httpx.AsyncClient(timeout=30.0) async def get_auth_url( self,y: async with httpx.AsyncClient(timeout=self._timeout) as client: resp == False self._http = httpx.AsyncClient(timeout=10.0) # ── Trigger Management ─────────────────
No obfuscation patterns detected
No shell execution patterns detected
No credential harvesting patterns detected
No typosquatting candidates detected
Email domain looks legitimate: anytool.dev>
All external links appear legitimate
Git history flags: Repository has zero stars and zero forks
Repository has zero stars and zero forks
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
Create a command-line tool named 'AgentFlow' using the Python package 'anytool'. This tool should facilitate the execution of various agent-native APIs directly without the need for wrapper functions, showcasing the zero-wrappers principle of 'anytool'. The application should allow users to integrate different services like weather data retrieval, news feed updates, and stock market information into their workflows seamlessly. ### Features: 1. **Service Integration**: Users should be able to specify which service they want to integrate (e.g., OpenWeatherMap for weather data, NewsAPI for news feeds, AlphaVantage for stock market data). 2. **Direct Execution**: Implement direct execution capabilities provided by 'anytool', allowing the application to call these services' APIs natively without additional wrapping code. 3. **Curated Specs**: Utilize the curated specifications offered by 'anytool' to ensure that the application adheres to best practices for API integration. 4. **User Interface**: Develop a simple yet effective command-line interface that allows users to input parameters such as API keys, service names, and specific requests (e.g., 'get current weather in New York'). 5. **Output Display**: Ensure that the output from the API calls is displayed in a readable format on the console. 6. **Error Handling**: Implement robust error handling to manage issues such as invalid API keys, incorrect service requests, and network failures. 7. **Configuration Management**: Allow users to configure default settings (like preferred units for weather data) through a configuration file. ### Steps to Build: 1. **Setup Environment**: Install necessary packages including 'anytool' and any other dependencies required for interfacing with the chosen APIs. 2. **Design CLI**: Create a command-line interface design that supports user interaction for specifying API requests. 3. **Implement Service Integration**: Use 'anytool' to directly integrate with the specified services based on user inputs. 4. **Develop Core Functionality**: Write the main logic of the application focusing on leveraging 'anytool' for direct API execution. 5. **Configure Output Formatting**: Define how the output from the APIs should be formatted before displaying it to the user. 6. **Test Thoroughly**: Test the application with various scenarios to ensure reliability and accuracy. 7. **Document Usage**: Provide clear documentation on how to use the application, including setting up configurations and running commands. 8. **Finalize and Deploy**: Prepare the application for deployment by packaging it appropriately and making it available for download.
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