AI Analysis
The package has legitimate shell execution patterns and no apparent obfuscation or credential risks, but the incomplete maintainer information and possible lack of network interactions for expected functionality raise some concerns.
- Shell execution patterns present
- Incomplete maintainer information
Per-check LLM notes
- Network: No network calls detected, which is not unusual but could be concerning if network interaction was expected.
- Shell: Shell execution patterns are present and may indicate the package performs system-level tasks, which should be reviewed for legitimacy and potential risks.
- Obfuscation: No obfuscation patterns detected, indicating low risk of malicious intent.
- Credentials: No credential harvesting patterns detected, suggesting safe handling of secrets and credentials.
- Metadata: The maintainer's author information is incomplete and they seem to be new or inactive, which raises some concerns but does not strongly indicate malicious intent.
Package Quality Overall: Medium (6.8/10)
Partial test coverage signals detected
2 test file(s) detected (e.g. test_deploy.py)
Some documentation present
Documentation URL: "Documentation" -> https://github.com/microsoft/agent-governance-toolkit/tree/mDetailed PyPI description (4293 chars)
No contributing guide or governance files found
Development Status classifier >= Beta
Partial type annotation coverage
Classifier: Typing :: Typed48 type-annotated function signatures detected in source
Active multi-contributor project
14 unique contributor(s) across 100 commits in microsoft/agent-governance-toolkitActive community — 5 or more distinct contributors
Heuristic Checks
No suspicious network call patterns found
No obfuscation patterns detected
Found 2 shell execution pattern(s)
" ".join(cmd)) return subprocess.run(cmd, capture_output=True, text=True, check=check, timeout=60" ".join(cmd)) return subprocess.run(cmd, capture_output=True, text=True, check=check, timeout=12
No credential harvesting patterns detected
No typosquatting candidates detected
Email domain looks legitimate: microsoft.com>
All external links appear legitimate
Repository microsoft/agent-governance-toolkit appears legitimate
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
Develop a mini-application called 'SecureMeetingScheduler' using the 'agentmesh_runtime' package. This application will allow users to schedule secure meetings where participants from different security levels can join. The goal is to demonstrate the use of privilege rings, saga orchestration, and audit trails provided by 'agentmesh_runtime'. Here are the steps and features you should include: 1. **User Registration**: Users should be able to register with their roles (e.g., Admin, Participant). Each role has different privileges based on a predefined privilege ring. 2. **Meeting Creation**: An admin user can create a meeting session with a specified set of participants. The meeting details include a unique meeting ID and a time slot. 3. **Participant Joining**: Participants can join the meeting using the meeting ID. Only participants listed in the meeting creation request can join. 4. **Privilege Rings**: Implement a system where actions within the meeting (like starting the meeting, sharing documents) are restricted based on the participant's role. For example, only admins can start the meeting, but all participants can share documents. 5. **Saga Orchestration**: Use saga orchestration to ensure that if a participant tries to perform an action outside their privilege level, the operation is logged, and appropriate notifications are sent to admins. 6. **Audit Trails**: Maintain an audit log for every action performed during the meeting. This includes who did what, when, and whether the action was successful or not. 7. **Security Measures**: Ensure that all communications are encrypted and that no unauthorized access is possible. Use 'agentmesh_runtime' to enforce these security measures. Your task is to design and implement this application, making sure to leverage the core features of 'agentmesh_runtime' effectively. Document your implementation choices and how they align with the package's capabilities.