agent-governance-toolkit-integrations

v4.0.0 suspicious
5.0
Medium Risk

Framework adapters for the Agent Governance Toolkit (LangChain, CrewAI, OpenAI Agents, and more)

🤖 AI Analysis

Final verdict: SUSPICIOUS

The package shows minimal risk in terms of network, shell, and obfuscation activities. However, the metadata risk score is elevated due to the newness of the package and the lack of author credibility, raising concerns about potential supply-chain attacks.

  • Metadata risk due to new author and incomplete profile
  • No direct evidence of malicious activity
Per-check LLM notes
  • Network: No network calls detected, which is normal if the package does not require external communications.
  • Shell: No shell execution patterns detected, indicating the package does not execute system commands.
  • Obfuscation: No obfuscation patterns detected, indicating low risk of malicious activity.
  • Credentials: No credential harvesting patterns detected, suggesting safe handling of secrets and credentials.
  • Metadata: The package is newly created with an author having no history and an incomplete profile, which raises suspicion.

🔬 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: microsoft.com>

✓ Suspicious Page Links

All external links appear legitimate

✓ Git Repository History

Repository microsoft/agent-governance-toolkit appears legitimate

⚠ Maintainer History score 6.0

3 maintainer concern(s) found

  • Only one version has ever been released — brand new package
  • 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 agent-governance-toolkit-integrations 
Create a comprehensive agent management system using the 'agent-governance-toolkit-integrations' Python package. This system will serve as a central hub for deploying, monitoring, and managing various AI agents across different platforms such as LangChain, CrewAI, and OpenAI Agents. The application should include the following functionalities:

1. **Agent Deployment**: Allow users to deploy new agents from supported frameworks directly through the application. Users should be able to specify which framework (e.g., LangChain, CrewAI, OpenAI Agents) they want to use and provide necessary configurations.
2. **Agent Monitoring**: Implement real-time monitoring of deployed agents. The application should display key metrics like response time, error rates, and usage statistics for each agent.
3. **Policy Management**: Provide tools for setting up governance policies for the agents. Users should be able to define rules regarding data handling, access control, and performance thresholds.
4. **Alert System**: Set up an alert system that notifies users when an agent fails to meet predefined performance criteria or encounters errors.
5. **Reporting**: Develop a reporting module that generates periodic reports on agent performance and adherence to governance policies.

The 'agent-governance-toolkit-integrations' package will be heavily utilized throughout the project. It provides the necessary adapters and utilities to integrate with various agent frameworks seamlessly. Use its features to handle deployment, monitoring, and policy enforcement. Additionally, explore how you can leverage the package's capabilities to enhance the user experience and make the management system more robust and scalable.