feat(python): add standalone agent-mcp-governance package#829
feat(python): add standalone agent-mcp-governance package#829jackbatzner wants to merge 1 commit intomicrosoft:mainfrom
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Welcome to the Agent Governance Toolkit! Thanks for your first pull request. |
🤖 AI Agent: breaking-change-detector — Summary🔍 API Compatibility ReportSummaryThis pull request introduces a new standalone Python package, Findings
Migration GuideNo migration is required as this is an additive change. Downstream users can adopt the new Additional Notes
✅ No breaking changes detected. |
🤖 AI Agent: docs-sync-checker — Issues Found📝 Documentation Sync ReportIssues Found
Suggestions
Additional Notes
Action RequiredPlease address the issues and suggestions listed above to ensure the documentation is complete and in sync with the code changes. |
🤖 AI Agent: test-generator — `packages/agent-mcp-governance/src/agent_mcp_governance/__init__.py`🧪 Test Coverage Analysis
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🤖 AI Agent: security-scanner — Security Review of `feat(python): add standalone agent-mcp-governance package`Security Review of
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| Category | Severity | Description |
|---|---|---|
| Prompt Injection Defense | 🔴 CRITICAL | matches_pattern method disables input validation, allowing malicious input. |
| Policy Engine Circumvention | 🟠 HIGH | Example policy does not enforce critical security policies. |
| Trust Chain Weaknesses | 🟡 MEDIUM | Lack of documentation on cryptographic key management. |
| Credential Exposure | 🔵 LOW | No mention of how CredentialRedactor is used to prevent sensitive data leaks. |
| Sandbox Escape | 🔵 LOW | No sandboxing or isolation mechanisms included. |
| Deserialization Attacks | 🟠 HIGH | Potential vulnerabilities in deserialization operations. |
| Race Conditions | 🟡 MEDIUM | Potential race conditions in MCPSlidingRateLimiter. |
| Supply Chain Risks | 🟠 HIGH | Dependency on agent-os-kernel without supply chain vetting. |
Overall Recommendation
This pull request introduces a standalone package for MCP governance primitives, which is a valuable addition to the toolkit. However, several critical and high-severity issues need to be addressed before merging. These include implementing proper input validation, enforcing security policies in examples, securing cryptographic key management, and mitigating deserialization and supply chain risks.
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🤖 AI Agent: code-reviewer
Review Summary
This pull request introduces a new standalone Python package, agent-mcp-governance, which provides MCP governance primitives without requiring the full Agent Governance Toolkit (AGT). The package re-exports components from agent-os-kernel and includes a README with installation instructions, usage examples, and security guidance. Additionally, the PR includes new modules for credential redaction and OpenTelemetry-based metrics for MCP governance.
The changes are well-structured and adhere to the project's style guidelines. However, there are some areas of concern and opportunities for improvement, particularly around security, type safety, and backward compatibility.
🔴 CRITICAL: Security Issues
-
Credential Redaction Incompleteness
- The
CredentialRedactorclass uses regex patterns to identify and redact sensitive information. While the patterns cover common credential formats, they are not exhaustive and may miss less common or obfuscated credentials. - Actionable Recommendation: Consider allowing users to extend or override the default patterns. Additionally, document the limitations of the current patterns and provide guidance for adding custom patterns.
- The
-
Potential Credential Leakage in Logs
- The
CredentialRedactorlogs the number of redactions applied (logger.info("Credential redaction applied to %s value(s)", redaction_count)), but it does not sanitize the input before logging. If logging is misconfigured, sensitive data could inadvertently be exposed. - Actionable Recommendation: Avoid logging any information derived from unredacted input. Replace the log message with a generic statement like "Credential redaction applied."
- The
-
OpenTelemetry Integration
- The
MCPMetricsclass uses OpenTelemetry to record metrics. However, the implementation does not sanitize the labels (e.g.,agent_id,tool_name,server_name) before recording them. If these labels contain sensitive information, it could lead to data leakage. - Actionable Recommendation: Sanitize all labels before passing them to OpenTelemetry. Use the
CredentialRedactorto ensure no sensitive information is logged.
- The
-
Policy Enforcement
- The
MCPGatewayclass is critical for enforcing security policies. However, the PR does not include the implementation of this class, making it impossible to verify its correctness. - Actionable Recommendation: Ensure that the
MCPGatewayimplementation is thoroughly reviewed for security vulnerabilities, especially around policy enforcement and audit logging.
- The
🟡 WARNING: Potential Breaking Changes
-
Python Version Requirement
- The new package requires Python 3.12 or higher (
requires-python = ">=3.12"). This is a breaking change for users on older Python versions. - Actionable Recommendation: Clearly document this requirement in the release notes and consider whether this restriction is necessary for the initial release.
- The new package requires Python 3.12 or higher (
-
Re-exports in
agent_os- The PR adds several new re-exports to the
agent_ospackage. If users rely on the existing__all__attribute for introspection, these changes could cause unexpected behavior. - Actionable Recommendation: Document these additions in the release notes and ensure they are backward-compatible.
- The PR adds several new re-exports to the
💡 Suggestions for Improvement
-
Type Annotations
- While the code includes type annotations, some areas could benefit from additional specificity. For example:
- The
CredentialRedactor.redact_data_structuremethod usesAnyfor itsvalueparameter, which could be replaced with aUnionof supported types (e.g.,Union[str, dict, list, tuple]).
- The
- Actionable Recommendation: Review type annotations for completeness and specificity. Consider using
mypyto enforce type correctness.
- While the code includes type annotations, some areas could benefit from additional specificity. For example:
-
Test Coverage
- The PR does not include tests for the new
CredentialRedactorandMCPMetricsclasses. These components are critical for security and observability, respectively. - Actionable Recommendation: Add comprehensive unit tests for these classes, including edge cases (e.g., malformed input, empty strings, and deeply nested data structures).
- The PR does not include tests for the new
-
Thread Safety
- The
MCPMetricsclass uses instance variables (e.g.,self._decisions) to store OpenTelemetry counters. If the class is used in a multi-threaded environment, these variables could lead to race conditions. - Actionable Recommendation: Use thread-safe constructs or document that the class is not thread-safe.
- The
-
Documentation
- While the README provides a good overview, it does not include detailed API documentation for the exported classes and methods.
- Actionable Recommendation: Add API documentation to the README or provide a link to the full documentation.
-
Backward Compatibility Testing
- The PR introduces changes to the
agent-ospackage, including new re-exports and a new_mcp_metricsmodule. These changes could have unintended side effects. - Actionable Recommendation: Run backward compatibility tests to ensure existing functionality is not affected.
- The PR introduces changes to the
-
Error Handling
- The
MCPMetricsclass catches all exceptions during initialization (except Exception) but does not provide detailed error handling or recovery mechanisms. - Actionable Recommendation: Narrow the exception handling to specific exceptions and log meaningful error messages to aid debugging.
- The
Summary of Actions
Critical
- Allow users to extend or override
CredentialRedactorpatterns. - Avoid logging sensitive information in
CredentialRedactor. - Sanitize OpenTelemetry labels in
MCPMetrics. - Ensure thorough review of
MCPGatewayimplementation for security vulnerabilities.
Warning
- Document Python 3.12 requirement in release notes.
- Document new
agent_osre-exports in release notes.
Suggestions
- Improve type annotations and enforce with
mypy. - Add unit tests for
CredentialRedactorandMCPMetrics. - Ensure thread safety in
MCPMetricsor document its limitations. - Expand API documentation in the README or link to external docs.
- Conduct backward compatibility testing for
agent-oschanges. - Improve error handling in
MCPMetrics.
Let me know if you need further clarification or assistance!
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🤖 AI Agent: code-reviewer
Review Summary
This pull request introduces a new standalone package, agent-mcp-governance, which provides MCP governance primitives without requiring the full Agent Governance Toolkit (AGT). The package re-exports relevant components from agent-os-kernel and includes a README with installation instructions, usage examples, and security guidance. The PR also introduces new functionality for credential redaction and OpenTelemetry-based metrics for MCP governance components.
The changes are well-structured and adhere to the project's style guidelines. However, there are several areas that require attention, including potential security issues, type safety concerns, and opportunities for improvement.
🔴 CRITICAL: Security Issues
-
Credential Redaction Patterns
- The
CredentialRedactorclass introduces several regex patterns for detecting sensitive information. While these patterns are useful, they may not cover all possible formats of sensitive data. For example:- The "Bearer token" pattern assumes a specific format, but tokens can vary significantly in structure.
- The "Generic API secret" pattern may lead to false positives or false negatives due to its broad scope.
- Recommendation: Consider adding tests to validate the effectiveness of these patterns against a wide range of real-world examples. Additionally, document the limitations of these patterns in the README or code comments.
- The
-
Credential Redaction Logging
- The
CredentialRedactor.redactmethod logs the number of redactions applied. However, this could inadvertently leak the presence of sensitive information if the logs are accessible to unauthorized users. - Recommendation: Avoid logging the number of redactions or ensure that logs are only accessible to authorized personnel.
- The
-
OpenTelemetry Integration
- The
MCPMetricsclass uses OpenTelemetry for metrics recording. However, the implementation does not validate the inputs (e.g.,agent_id,tool_name,stage) before passing them to the OpenTelemetry API. This could lead to injection vulnerabilities if these inputs are not sanitized. - Recommendation: Sanitize all inputs before passing them to the OpenTelemetry API to prevent potential injection attacks.
- The
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Session Authentication
- The
MCPSessionAuthenticatorclass is re-exported, but there is no indication of whether it enforces secure practices (e.g., token expiration, revocation). If not already implemented, this could lead to session hijacking or replay attacks. - Recommendation: Ensure that the
MCPSessionAuthenticatorenforces token expiration and supports token revocation. Add tests to verify these behaviors.
- The
🟡 WARNING: Potential Breaking Changes
-
Python Version Compatibility
- The new package specifies
requires-python = ">=3.12"in itspyproject.toml. This is stricter than the project's overall support for Python 3.9–3.12. - Impact: Users on Python versions earlier than 3.12 will not be able to use this package.
- Recommendation: Consider relaxing the Python version requirement to align with the project's overall compatibility, unless there are specific features in Python 3.12 that are critical to this package.
- The new package specifies
-
Dependency on
agent-os-kernel- The new package depends on
agent-os-kernel>=3.0.0. Ifagent-os-kernelintroduces breaking changes in future versions, it could affect this package. - Recommendation: Pin the dependency to a specific major version (e.g.,
agent-os-kernel>=3.0.0,<4.0.0) to avoid unexpected breaking changes.
- The new package depends on
💡 Suggestions for Improvement
-
Type Annotations
- The
CredentialRedactorclass and its methods lack type annotations for some arguments and return types (e.g.,redact_data_structure). - Recommendation: Add type annotations to all methods to improve code readability and catch potential type-related issues during development.
- The
-
Test Coverage
- While the PR mentions that tests have been added, there is no indication of the specific test cases covered.
- Recommendation: Ensure that the following scenarios are tested:
- All credential redaction patterns with both valid and invalid inputs.
- Edge cases for nested data structures in
CredentialRedactor. - OpenTelemetry metrics recording with both valid and invalid inputs.
- Session authentication, including token expiration and revocation.
-
Documentation
- The README provides a good overview of the package, but it could benefit from additional details:
- A section on the limitations of the credential redaction patterns.
- Examples of how to configure and use the OpenTelemetry integration.
- Recommendation: Expand the README to include these details.
- The README provides a good overview of the package, but it could benefit from additional details:
-
Thread Safety
- The
MCPMetricsclass uses instance variables (e.g.,_decisions,_threats_detected) to store OpenTelemetry counters. If this class is used in a multi-threaded environment, there could be race conditions. - Recommendation: Use thread-safe constructs (e.g.,
threading.Lock) to ensure that the counters are accessed and updated safely.
- The
-
Backward Compatibility
- The changes to
agent-osinclude new imports and re-exports in__init__.py. While this does not break existing functionality, it increases the surface area of the public API. - Recommendation: Clearly document the new exports and consider marking them as experimental if they are not yet stable.
- The changes to
Final Assessment
The PR introduces valuable functionality and is generally well-implemented. However, the identified security issues and potential breaking changes must be addressed before merging. Additionally, improving type annotations, test coverage, and documentation will enhance the maintainability and usability of the new package.
Priority Actions:
- 🔴 Address the security issues related to credential redaction, logging, OpenTelemetry integration, and session authentication.
- 🟡 Reassess the Python version requirement and dependency pinning for
agent-os-kernel. - 💡 Improve type annotations, test coverage, and documentation.
Let me know if you need further clarification or assistance!
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🤖 AI Agent: code-reviewer
Review of Pull Request: feat: add standalone agent-mcp-governance package
General Observations
The addition of the agent-mcp-governance package appears to be a well-structured and thoughtful enhancement to the Agent Governance Toolkit. It provides a focused set of governance primitives without the overhead of the full toolkit, which is beneficial for users who need specific functionalities. The documentation is clear and includes installation instructions and usage examples.
Actionable Feedback
-
Policy Engine Correctness:
- Ensure that the
MCPGatewayand associated classes implement robust validation for policies. It is crucial to verify that policies cannot be bypassed through malformed input or unexpected states. Consider adding unit tests that simulate edge cases to validate policy enforcement.
- Ensure that the
-
Trust/Identity:
- The
MCPSessionAuthenticatorshould ensure that session tokens are securely generated and validated. Review the cryptographic methods used for token creation and ensure they adhere to best practices. If not already implemented, consider using libraries likecryptographyfor secure token handling. - 🔴 CRITICAL: Ensure that the session tokens are not vulnerable to replay attacks. Implement nonce or timestamp checks to prevent reuse.
- The
-
Sandbox Escape Vectors:
- Review the
MCPGatewayand other components for potential sandbox escape vectors. Ensure that any external inputs (e.g., tool calls) are properly sanitized and validated to prevent injection attacks or unauthorized access to sensitive resources.
- Review the
-
Thread Safety:
- If the
MCPGatewayor any other components are expected to be used in a multi-threaded environment, ensure that shared resources are properly synchronized. Consider using thread-safe data structures or locks where necessary to prevent race conditions.
- If the
-
OWASP Agentic Top 10 Compliance:
- Ensure that the package addresses all relevant OWASP Agentic Top 10 vulnerabilities. For instance, validate that user inputs are sanitized and that sensitive data is not exposed in logs or error messages. Conduct a thorough review against the OWASP guidelines.
-
Type Safety and Pydantic Model Validation:
- Consider using Pydantic models for input validation in classes like
MCPGatewayandMCPSessionAuthenticator. This will enhance type safety and provide automatic validation of input data structures.
- Consider using Pydantic models for input validation in classes like
-
Backward Compatibility:
- Since this is a new package, backward compatibility is not a concern. However, if there are plans to integrate this package with existing components, ensure that any changes do not break existing functionality. Document any potential breaking changes clearly.
-
Documentation:
- The README is well-structured, but consider adding a section on security best practices for using the package. This could include recommendations for securing session tokens, handling sensitive data, and configuring the gateway.
-
Testing:
- Ensure that comprehensive tests cover all new functionalities, especially around security features like session management and policy enforcement. Consider using fuzz testing to identify potential vulnerabilities in input handling.
-
Logging and Monitoring:
- Implement logging for critical operations within the
MCPGatewayand other components. This will aid in monitoring and troubleshooting. Ensure that sensitive information is not logged.
- Implement logging for critical operations within the
Summary
The agent-mcp-governance package is a valuable addition to the toolkit, but it is essential to address the highlighted security concerns and ensure robust testing and documentation. Implementing the suggested improvements will enhance the overall security posture and usability of the package.
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🤖 AI Agent: code-reviewer
Review Summary
This PR introduces a new standalone package, agent-mcp-governance, which provides MCP governance primitives without requiring the full Agent Governance Toolkit (AGT). The package re-exports components from agent-os-kernel and includes a new MCPMetrics class for OpenTelemetry-based metrics and a CredentialRedactor class for sensitive data redaction. The PR is part of a multi-step process and depends on #774 being merged first.
The implementation is generally well-structured and adheres to the project's style guidelines. However, there are some areas that require attention to ensure security, correctness, and maintainability.
🔴 CRITICAL
-
Credential Redaction Completeness
- The
CredentialRedactorclass provides a set of regex patterns for detecting and redacting sensitive information. While the patterns are well-defined, there is a risk of false negatives (missed sensitive data) due to the limited scope of the patterns. For example:- The
Bearer tokenpattern assumes a specific format, but tokens can vary widely in structure. - The
Generic API secretpattern might miss secrets that do not follow the specified naming conventions.
- The
- Action: Consider allowing users to extend or override the default patterns via configuration or runtime parameters. Additionally, document the limitations of the current patterns and provide guidance for adding custom patterns.
- The
-
Thread Safety in
MCPMetrics- The
_safe_tool_metric_namemethod inMCPMetricsuses athreading.Lockto manage access to_tool_metric_names. However, the method does not handle the case where multiple threads might simultaneously add new tool names, potentially leading to race conditions. - Action: Use a thread-safe data structure (e.g.,
collections.defaultdictorcollections.Counter) or refactor the logic to ensure atomic updates to_tool_metric_names.
- The
-
OpenTelemetry Dependency Handling
- The
MCPMetricsclass has a fallback to a no-op implementation if OpenTelemetry is not available. However, the_HAS_OTELflag is set based on the presence of theopentelemetrymodule, but the actual initialization of the metrics may fail silently. - Action: Add explicit error handling for cases where OpenTelemetry initialization fails, and log a warning or error message to inform users.
- The
🟡 WARNING
-
Backward Compatibility
- The
agent-ospackage's__init__.pyfile has been modified to include new imports and exports for MCP governance components. While this change is necessary for the new package, it introduces potential backward compatibility issues for existing users ofagent-os. - Action: Clearly document these changes in the release notes and ensure that any downstream dependencies are updated to accommodate the new exports.
- The
-
Python Version Requirement
- The new package specifies
requires-python = ">=3.12"inpyproject.toml. This is a breaking change for users on Python versions 3.9–3.11, which are supported by the rest of the repository. - Action: Reassess whether Python 3.12 is strictly necessary for this package. If not, consider lowering the minimum version requirement to align with the rest of the repository.
- The new package specifies
💡 SUGGESTIONS
-
Unit Tests for
CredentialRedactor- While the
CredentialRedactorclass is a critical component for security, there are no tests included in this PR for its functionality. - Action: Add comprehensive unit tests to validate the behavior of
CredentialRedactor, including edge cases and potential false negatives/positives.
- While the
-
Metrics Testing
- The
MCPMetricsclass introduces OpenTelemetry-based metrics, but there are no tests to verify its behavior. - Action: Add tests to ensure that metrics are correctly recorded and that the fallback to
NoOpMCPMetricsworks as expected when OpenTelemetry is unavailable.
- The
-
Documentation
- The README for
agent-mcp-governanceis clear and well-written, but it could benefit from additional details:- A section on extending the
CredentialRedactorpatterns. - Examples of how to configure and use the
MCPMetricsclass with OpenTelemetry.
- A section on extending the
- Action: Expand the documentation to include these details.
- The README for
-
Performance Considerations for Credential Redaction
- The
CredentialRedactorclass uses a series of regex patterns to scan and redact sensitive data. While this approach is effective, it may introduce performance overhead for large inputs or deeply nested data structures. - Action: Consider adding benchmarks to evaluate the performance of the
CredentialRedactorand optimize the regex patterns if necessary.
- The
-
Security Scanner Integration
- The
MCPResponseScannerandMCPSecurityScannercomponents are re-exported but not directly tested in this PR. - Action: Ensure that these components are thoroughly tested in the context of the new package, especially for edge cases and potential bypass scenarios.
- The
-
Versioning and Dependency Management
- The
pyproject.tomlfile specifies a dependency onagent-os-kernel>=3.0.0,<4.0.0. This is a reasonable range, but it assumes that future minor versions ofagent-os-kernelwill not introduce breaking changes. - Action: Consider using stricter version pinning (e.g.,
~=3.0.0) to minimize the risk of compatibility issues.
- The
Final Recommendation
- Address the 🔴 CRITICAL issues before merging.
- Resolve the 🟡 WARNING issues to avoid potential backward compatibility problems.
- Implement the 💡 SUGGESTIONS to improve the overall quality and maintainability of the package.
Once these changes are made, the PR will be ready for approval.
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🤖 AI Agent: code-reviewer
Pull Request Review: feat: add standalone agent-mcp-governance package
🔴 CRITICAL: Security Issues
-
Credential Redaction Patterns:
- The
CredentialRedactorclass includes patterns for detecting sensitive information like API keys, tokens, and private keys. However:- The regex for "Bearer token" (
\bBearer\s+[A-Za-z0-9._\-+/=]{16,}\b) might miss tokens with uncommon characters or shorter lengths. - The "Generic API secret" regex (
(?i)\b(?:api[_-]?key|client[_-]?secret|secret|token)\b\s*[:=]\s*['\"]?[^\s'\";]{6,}) could result in false positives for non-sensitive strings containing "token" or "secret".
- The regex for "Bearer token" (
- Recommendation: Tighten regex patterns to reduce false positives and ensure comprehensive coverage. Consider adding unit tests for edge cases.
- The
-
Credential Redaction in Nested Structures:
- The
CredentialRedactor.redact_mappingmethod is incomplete in the provided diff. If it doesn't handle deeply nested structures or circular references, sensitive data might remain unredacted. - Recommendation: Ensure recursive traversal of nested structures with safeguards against circular references. Add tests for deeply nested and edge-case scenarios.
- The
-
OpenTelemetry Integration:
- The
MCPMetricsclass uses OpenTelemetry for metrics recording. However, the_safe_tool_metric_namemethod buckets excess tool names into__other__after reaching_MAX_TOOL_METRIC_CARDINALITY. This could lead to loss of granularity in metrics. - Recommendation: Log a warning when the cardinality limit is reached, and consider allowing configurable limits for enterprise use cases.
- The
-
Session Authentication:
- The
MCPSessionAuthenticatoris used for session management, but the implementation details are not visible in this PR. Ensure:- Tokens are cryptographically secure and have appropriate expiration times.
- Session validation is resistant to replay attacks.
- Recommendation: Review the
MCPSessionAuthenticatorimplementation in the dependent PR (#774) for these concerns.
- The
🟡 WARNING: Potential Breaking Changes
-
Python Version Requirement:
- The new package
agent-mcp-governancerequires Python>=3.12. This is a breaking change for users on older Python versions. - Recommendation: Clearly document this requirement in the release notes and consider providing a rationale for requiring Python 3.12.
- The new package
-
Dependency on
agent-os-kernel:- The
agent_mcp_governancepackage depends onagent-os-kernel>=3.0.0,<4.0.0. Ifagent-os-kernelintroduces breaking changes in future versions, it could impact this package. - Recommendation: Monitor
agent-os-kernelupdates and ensure compatibility testing.
- The
💡 Suggestions for Improvement
-
Documentation:
- The
README.mdforagent-mcp-governanceis clear but could benefit from:- A section on how to extend or customize the package.
- Examples of integrating with OpenTelemetry for metrics.
- Security best practices for using the package.
- The
-
Backward Compatibility:
- The
agent-ospackage now includes additional exports (e.g.,CredentialRedactor,MCPMessageSigner). Ensure these additions do not conflict with existing APIs or introduce unexpected behavior.
- The
-
Testing:
- Add comprehensive tests for:
- Credential redaction, especially edge cases and nested structures.
- Metrics recording with OpenTelemetry, including scenarios where OpenTelemetry is unavailable.
- Session authentication and rate limiting.
- Add comprehensive tests for:
-
Thread Safety:
- The
MCPMetricsclass uses athreading.Lockfor managing tool metric names. While this ensures thread safety, it could become a bottleneck under high concurrency. - Recommendation: Evaluate performance under concurrent workloads and consider alternatives like
collections.defaultdictwith thread-safe access.
- The
-
OWASP MCP Compliance:
- The PR references the OWASP MCP Security Cheat Sheet. Ensure:
- All MCP governance components align with the cheat sheet recommendations.
- Security hardening guidance is included in the documentation.
- The PR references the OWASP MCP Security Cheat Sheet. Ensure:
Summary
- The PR introduces a valuable standalone package for MCP governance, but there are critical security concerns around credential redaction and session authentication that need to be addressed.
- Potential breaking changes, such as the Python version requirement, should be clearly communicated to users.
- Additional testing and documentation improvements are recommended to ensure robustness and ease of use.
Action Items:
- Address the 🔴 CRITICAL issues, especially around credential redaction and session authentication.
- Document the Python version requirement and monitor dependency compatibility.
- Expand testing coverage for edge cases and concurrency scenarios.
- Enhance documentation with examples, customization guidance, and security best practices.
Let me know if you need further clarification or assistance!
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🤖 AI Agent: code-reviewer
Review Summary
This PR introduces a new standalone package, agent-mcp-governance, which provides MCP governance primitives without requiring the full Agent Governance Toolkit (AGT). The package is designed for enterprise use cases where a lightweight dependency is preferred. The PR also includes updates to the agent-os-kernel package to support this new package, as well as new utility classes for credential redaction and OpenTelemetry-based metrics.
The changes are well-structured and adhere to the project's style guidelines. However, there are a few areas that require attention to ensure security, maintainability, and backward compatibility.
🔴 CRITICAL
-
Credential Redaction Incompleteness
- The
CredentialRedactorclass provides a set of patterns for detecting and redacting sensitive information. However, the patterns may not cover all possible formats of sensitive data, especially for generic API secrets or tokens. For example:- The
Generic API secretregex may not catch secrets without explicit labels like "key" or "token." - The
Bearer tokenregex assumes a specific format, which may not cover all cases.
- The
- Recommendation: Consider adding more comprehensive patterns or allowing users to supply custom patterns. Additionally, document the limitations of the current patterns to set clear expectations.
- The
-
Thread Safety in
MCPMetrics- The
_tool_metric_namesset and_tool_metric_names_lockare used to limit the cardinality of tool names in metrics. However, the_safe_tool_metric_namemethod does not handle the case where multiple threads might simultaneously check and add the same tool name, potentially leading to race conditions. - Recommendation: Use a thread-safe data structure like
collections.defaultdictor ensure atomicity when adding to_tool_metric_names.
- The
-
Potential for Credential Leakage
- The
CredentialRedactor.redact_mappingmethod is not fully implemented in the provided diff. If this method is used without proper implementation, it could lead to sensitive data being inadvertently exposed. - Recommendation: Ensure the
redact_mappingmethod is fully implemented and tested before merging this PR.
- The
🟡 WARNING
-
Backward Compatibility
- The
agent-ospackage now re-exports several MCP-related classes and functions. While this is useful for consistency, it introduces potential backward compatibility issues if these re-exports are removed or modified in the future. - Recommendation: Clearly document these re-exports in the release notes and consider marking them as "experimental" or "subject to change" if they are not intended to be permanent.
- The
-
Python Version Compatibility
- The new package requires Python 3.12 or higher (
requires-python = ">=3.12"). This is a breaking change for users on older Python versions. - Recommendation: Clearly communicate this requirement in the release notes and consider whether this version constraint is necessary.
- The new package requires Python 3.12 or higher (
💡 SUGGESTIONS
-
Test Coverage
- While the PR mentions that tests have been added, it's unclear if the new
MCPMetricsandCredentialRedactorclasses are fully covered. - Recommendation: Ensure that all new functionality is covered by unit tests, including edge cases like:
- High cardinality of tool names in
MCPMetrics. - Complex nested structures in
CredentialRedactor.redact_mapping.
- High cardinality of tool names in
- While the PR mentions that tests have been added, it's unclear if the new
-
OpenTelemetry Dependency
- The
MCPMetricsclass conditionally uses OpenTelemetry if available. This is a good design choice, but it might lead to confusion if users expect metrics to work out of the box. - Recommendation: Add documentation to clarify that OpenTelemetry is optional and provide installation instructions for enabling it.
- The
-
Security Documentation
- The README for
agent-mcp-governancereferences the OWASP MCP Security Cheat Sheet, which is excellent. However, it would be helpful to include a brief summary of the key security practices or a direct link to the relevant sections. - Recommendation: Add a "Key Security Practices" section summarizing the most critical points from the OWASP MCP Security Cheat Sheet.
- The README for
-
Logging in
MCPMetrics- The
MCPMetricsclass logs initialization failures at the debug level. This might not be sufficient for users who rely on metrics for monitoring. - Recommendation: Log initialization failures at the warning or error level to ensure they are visible in production environments.
- The
-
Credential Redaction Placeholder
- The
CredentialRedactorclass uses a hardcoded placeholder ([REDACTED]) for redacted values. This might not suit all use cases. - Recommendation: Allow users to configure the placeholder text.
- The
Conclusion
The PR is a well-structured addition to the repository and aligns with the project's goals of modularity and security. However, the issues highlighted above, particularly the critical ones, should be addressed before merging to ensure the robustness and security of the new functionality.
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Review of feat(python): add standalone agent-mcp-governance package
This PR introduces a new standalone package, agent-mcp-governance, which provides MCP governance primitives without requiring the full Agent Governance Toolkit. Below is a detailed review of the changes, focusing on the specified areas.
🔴 CRITICAL: Security Issues
-
Lack of Cryptographic Key Management Details
- The
MCPMessageSignerandMCPSessionAuthenticatorcomponents are likely involved in cryptographic operations (e.g., signing, session token generation). However, there is no documentation or code to indicate how cryptographic keys are managed, stored, or rotated. Improper key management is a critical security risk. - Actionable Recommendation: Ensure that cryptographic keys are securely stored (e.g., using a hardware security module or a secure key management service). Add documentation on key management practices and ensure that keys are rotated periodically.
- The
-
Session Token Security
- The
MCPSessionAuthenticatorappears to generate and validate session tokens. However, there is no mention of the cryptographic algorithm used for token generation or whether tokens are signed and/or encrypted. - Actionable Recommendation: Ensure that session tokens are signed using a secure algorithm (e.g., HMAC-SHA256 or RSA) and optionally encrypted to prevent tampering and replay attacks. Add tests to validate token integrity and expiration handling.
- The
-
Rate Limiting Bypass
- The
MCPSlidingRateLimiterimplementation is not included in this PR, but its usage in the example code raises concerns about potential bypasses. For instance, if therate_limit_keyis predictable or not tied to a specific user/session, attackers could bypass rate limits by spoofing keys. - Actionable Recommendation: Ensure that
rate_limit_keyis securely derived (e.g., using a combination of user ID, session ID, and a cryptographic hash). Add tests to verify that rate limits cannot be bypassed.
- The
-
Credential Handling
- The
CredentialRedactoris re-exported, but there is no mention of how sensitive data is identified, redacted, or logged. Improper handling of credentials could lead to accidental exposure in logs. - Actionable Recommendation: Audit the
CredentialRedactorimplementation to ensure it reliably detects and redacts sensitive data. Add tests to verify its behavior with various edge cases (e.g., malformed credentials, partial matches).
- The
🟡 WARNING: Potential Breaking Changes
-
Python Version Requirement
- The
pyproject.tomlspecifiesrequires-python = ">=3.12". This is a breaking change for users running Python 3.9–3.11, which are supported by the rest of the toolkit. - Actionable Recommendation: Consider lowering the Python version requirement to
>=3.9unless there is a strong justification for requiring Python 3.12.
- The
-
Dependency on
agent-os-kernel- The
agent-os-kerneldependency is pinned to>=3.0.0,<4.0.0. Ifagent-os-kernelintroduces breaking changes in a future 3.x release, this package will inherit those changes. - Actionable Recommendation: Monitor the
agent-os-kernelchangelog for breaking changes and add integration tests to detect regressions early.
- The
💡 Suggestions for Improvement
-
OWASP MCP Security Cheat Sheet
- The README references the OWASP MCP Security Cheat Sheet, but it would be helpful to include a summary of key recommendations (e.g., secure session management, rate limiting best practices) directly in the documentation.
- Actionable Recommendation: Add a "Security Best Practices" section to the README summarizing key points from the cheat sheet.
-
Type Annotations and Pydantic Models
- The example code includes a
DemoPolicyclass, but it lacks type annotations and validation. This could lead to runtime errors if invalid data is passed. - Actionable Recommendation: Use Pydantic models for policy definitions and validation. For example:
from pydantic import BaseModel class DemoPolicy(BaseModel): name: str allowed_tools: list[str] max_tool_calls: int log_all_calls: bool require_human_approval: bool
- The example code includes a
-
Thread Safety
- The
InMemoryRateLimitStoreandInMemorySessionStoreare re-exported, but there is no mention of their thread safety. If these components are used in a multi-threaded environment, race conditions could occur. - Actionable Recommendation: Audit these components for thread safety. If they are not thread-safe, document this limitation and recommend alternatives for concurrent environments.
- The
-
Test Coverage
- While the PR mentions that tests have been added, there is no evidence of specific tests for critical components like
MCPSessionAuthenticator,MCPGateway, orMCPSlidingRateLimiter. - Actionable Recommendation: Add unit tests and integration tests for these components, focusing on edge cases (e.g., invalid tokens, rate limit exhaustion, policy mismatches).
- While the PR mentions that tests have been added, there is no evidence of specific tests for critical components like
-
Sandbox Escape Prevention
- The
MCPGatewayenforces policies, but there is no mention of how it prevents sandbox escapes (e.g., via malicious tool calls or untrusted input). - Actionable Recommendation: Add tests to verify that the
MCPGatewaycorrectly enforces policies and prevents unauthorized actions. Consider integrating static analysis tools to detect potential sandbox escape vectors.
- The
Summary of Feedback
- 🔴 Critical Issues: Cryptographic key management, session token security, rate limiting bypass, and credential handling need immediate attention.
- 🟡 Warnings: Python 3.12 requirement and dependency on
agent-os-kernelcould cause compatibility issues. - 💡 Suggestions: Improve documentation, add type annotations, validate thread safety, and expand test coverage.
By addressing these issues, the agent-mcp-governance package can provide a secure and reliable foundation for MCP governance in standalone scenarios.
|
CI Status Summary ✅ All CI checks pass except:
Standalone |
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Review Summary
This PR introduces a new standalone package, agent-mcp-governance, which provides MCP governance primitives without requiring the full Agent Governance Toolkit (AGT). The package re-exports components from agent-os-kernel and is designed for lightweight adoption by MCP server operators. The implementation appears well-structured, with a clear focus on modularity and ease of use. However, there are some areas that require attention to ensure security, maintainability, and backward compatibility.
🔴 CRITICAL
-
Lack of Input Validation in
DemoPolicy.matches_pattern- The
matches_patternmethod in theDemoPolicyclass is defined but does not validate or sanitize the_textinput. This could lead to potential security vulnerabilities, such as injection attacks, if the method is extended or used in production. - Action: Implement input validation and sanitization in the
matches_patternmethod or provide clear documentation that this is a placeholder and should not be used in production without proper validation.
- The
-
Session Token Security
- The
MCPSessionAuthenticator.create_sessionmethod is used to generate session tokens, but the PR does not provide details about the cryptographic strength of the tokens or how they are stored and validated. - Action: Ensure that the session tokens are cryptographically secure (e.g., using a strong random number generator) and that the storage mechanism for tokens is secure against tampering and unauthorized access. Add tests to verify the security of session token generation and validation.
- The
-
Re-Exporting Security-Sensitive Components
- The package re-exports several security-sensitive components, such as
MCPMessageSigner,MCPSecurityScanner, andMCPSessionAuthenticator. However, there is no documentation or safeguards to ensure these components are used securely. - Action: Add security best practices and usage guidelines for these components in the documentation. Consider adding runtime checks or warnings for common misconfigurations.
- The package re-exports several security-sensitive components, such as
🟡 WARNING
-
Potential Breaking Changes in
agent-os-kernel- The new package depends on
agent-os-kernel>=3.0.0,<4.0.0. Ifagent-os-kernelintroduces breaking changes in future minor versions, it could impact this package. - Action: Monitor
agent-os-kernelfor breaking changes and consider pinning to a specific version or range that has been tested with this package.
- The new package depends on
-
Python Version Compatibility
- The package requires Python 3.12 or higher, which may limit adoption for users on older Python versions.
- Action: Consider supporting Python 3.9–3.11, as these versions are still widely used and supported.
💡 SUGGESTIONS
-
Type Annotations and Pydantic Models
- While the re-exported components seem to have type annotations, the
DemoPolicyclass in the README lacks type annotations for its attributes. - Action: Add type annotations to the
DemoPolicyclass in the README to promote best practices and ensure type safety.
- While the re-exported components seem to have type annotations, the
-
Thread Safety
- The package includes components like
MCPSlidingRateLimiterandMCPSessionAuthenticator, which may be used in concurrent environments. However, there is no explicit mention of thread safety. - Action: Review the thread safety of these components and document whether they are thread-safe. If they are not, provide guidance on how to use them safely in concurrent environments.
- The package includes components like
-
OWASP MCP Security Cheat Sheet
- The README references the OWASP MCP Security Cheat Sheet but does not provide specific examples of how the package aligns with its recommendations.
- Action: Add a section to the README that explicitly maps the package's features to the OWASP MCP Security Cheat Sheet recommendations.
-
Unit Tests for Re-Exported Components
- The PR does not include tests for the re-exported components from
agent-os-kernel. - Action: Add unit tests to verify that the re-exported components behave as expected and are compatible with the standalone package.
- The PR does not include tests for the re-exported components from
-
Backward Compatibility
- While this package is new and does not directly affect existing functionality, any future changes to the re-exported components in
agent-os-kernelcould introduce compatibility issues. - Action: Establish a process for testing this package against new versions of
agent-os-kernelto ensure backward compatibility.
- While this package is new and does not directly affect existing functionality, any future changes to the re-exported components in
-
Sandbox Escape Vectors
- The package includes components like
MCPGatewayandMCPSecurityScanner, which may interact with external systems or execute code. There is no mention of safeguards against sandbox escapes. - Action: Review these components for potential sandbox escape vectors and document any mitigations.
- The package includes components like
Additional Notes
- The documentation is clear and provides a good starting point for users. However, it could benefit from more detailed examples and security considerations.
- The use of
hatchlingas the build backend is appropriate for a lightweight package like this.
Conclusion
The PR introduces a valuable addition to the Agent Governance Toolkit ecosystem, but it requires some critical security improvements and additional documentation to ensure safe and effective usage. Addressing the issues flagged as 🔴 CRITICAL should be prioritized before merging.
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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🤖 AI Agent: code-reviewer
Review of feat(python): add standalone agent-mcp-governance package
This PR introduces a new standalone package, agent-mcp-governance, which re-exports MCP governance primitives from agent-os-kernel. The goal is to provide a lightweight package for MCP governance without requiring the full Agent Governance Toolkit (AGT). Below is a detailed review of the changes:
🔴 CRITICAL
1. Lack of Cryptographic Key Management
The MCPMessageSigner and MCPVerificationResult are re-exported, but there is no mention or documentation about how cryptographic keys are managed. This is a critical security concern because:
- Improper key management can lead to unauthorized access or data tampering.
- There is no mention of secure storage or rotation of keys.
Recommendation:
- Ensure that the documentation includes clear guidance on securely managing cryptographic keys.
- If the package provides any default key management mechanisms, ensure they are secure and well-documented.
2. Session Token Validation
The MCPSessionAuthenticator is used for session management, but there is no mention of how session tokens are generated, validated, or expired. This could lead to vulnerabilities such as session hijacking or replay attacks.
Recommendation:
- Document the session token generation and validation process.
- Ensure that tokens are cryptographically secure, have a limited lifespan, and are resistant to replay attacks.
3. Credential Handling
The CredentialRedactor is re-exported, but there is no mention of how sensitive data is handled or stored. If this class is used for redacting sensitive information, it must be explicitly documented to avoid misuse.
Recommendation:
- Provide documentation on how
CredentialRedactorshould be used securely. - Ensure that sensitive data is not logged or stored in plaintext.
4. Sandbox Escape Vectors
The MCPGateway allows for policy enforcement and tool call interception. However, there is no mention of how the policies are sandboxed or isolated. This could lead to sandbox escape vulnerabilities if malicious agents exploit weak policies.
Recommendation:
- Ensure that policies are executed in a secure, isolated environment.
- Document any potential risks and mitigations related to sandboxing.
🟡 WARNING
1. Backward Compatibility
The new package re-exports MCP primitives from agent-os-kernel. If the APIs in agent-os-kernel change in the future, it could break the agent-mcp-governance package.
Recommendation:
- Clearly document that
agent-mcp-governancedepends onagent-os-kernelversion>=3.0.0,<4.0.0. - Add tests to ensure compatibility with future versions of
agent-os-kernel.
2. Python Version Restriction
The pyproject.toml specifies requires-python = ">=3.12". This is a breaking change for users on Python 3.9–3.11, which are supported by the rest of the repository.
Recommendation:
- Evaluate whether the package can support Python 3.9–3.11 to align with the rest of the repository.
- If not, clearly document the Python 3.12 requirement in the README.
💡 SUGGESTIONS
1. Test Coverage
While the PR mentions that tests have been added, there is no information about the specific tests for this package. Given the security-sensitive nature of the MCP governance primitives, comprehensive test coverage is essential.
Recommendation:
- Add tests for all re-exported classes and functions, especially those related to cryptographic operations, session management, and policy enforcement.
- Include edge cases and failure scenarios in the tests.
2. OWASP MCP Security Cheat Sheet Mapping
The README mentions the OWASP MCP Security Cheat Sheet but does not provide specific mappings to the re-exported primitives.
Recommendation:
- Add a table or section in the README that maps each re-exported primitive to the relevant OWASP MCP Security Cheat Sheet recommendation.
3. Type Annotations
The DemoPolicy class in the README example lacks type annotations for its attributes. This could lead to confusion or misuse.
Recommendation:
- Add type annotations to the
DemoPolicyclass in the README example to promote best practices.
4. Rate Limiter Configuration
The MCPSlidingRateLimiter is instantiated with hardcoded values in the README example. This could lead to misuse in production environments.
Recommendation:
- Add a note in the README to highlight that rate limiter configurations should be carefully chosen based on the deployment environment.
5. Future-proofing the Package
The package is described as "intentionally thin," but this could lead to challenges if additional functionality is needed in the future.
Recommendation:
- Consider adding a roadmap or guidelines for extending the package while maintaining its lightweight nature.
Summary
This PR introduces a useful and lightweight package for MCP governance. However, there are critical security concerns related to cryptographic key management, session token validation, credential handling, and sandboxing. Additionally, there are potential backward compatibility issues and Python version restrictions to address. With these improvements, the package will be more secure, robust, and aligned with best practices.
Actions Required:
- Address the critical security concerns (🔴 CRITICAL).
- Evaluate and mitigate the potential backward compatibility and Python version issues (🟡 WARNING).
- Implement the suggested improvements (💡 SUGGESTIONS) to enhance the package's usability and security posture.
Let me know if you need further clarification or assistance!
- Migrate copilot-governance from legacy AT identifiers to OWASP ASI 2026 - Add backward-compatible AT→ASI lookup for existing integrations - Add comprehensive OWASP Agentic Top 10 reference architecture doc - Add standalone agent-mcp-governance Python package Supersedes: microsoft#839, microsoft#843, microsoft#844, microsoft#829 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Closing in favor of #910 which includes a corrected version of the standalone MCP governance package:
Thank you for the package extraction idea — it's a good architectural pattern. |
Description
Introduces the standalone
agent-mcp-governancePython package with zero AGT dependency. This allows MCP server operators to adopt MCP governance primitives without pulling in the full Agent Governance Toolkit.Package:
agent-mcp-governance(PyPI name:agent_mcp_governance)dependencies = []— no AGT dependencyType of Change
Package(s) Affected
Checklist
Related Issues
Part 2 of 3 (split from original PR for easier review). Merge after #774.