AI Slop Code RIsk Monitor

microsoft/agent-governance-toolkit

AI Agent Governance Toolkit — Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents. Covers 10/10 OWASP Agentic Top 10.

37.7 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for microsoft/agent-governance-toolkit, a Python project with 6,417 GitHub stars. SynthScan examined 1,002,846 lines of code across 4417 source files, recording 22899 pattern matches distributed across 27 syntactic categories. The legacy adjusted pattern signal is 37.7 (High pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

37.7
Adjusted Signal
37.7
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
6.4K
Stars
Python
Language
1.0M
Lines of Code
4.4K
Files
22.9K
Pattern Hits
2026-10-12
Scan Date
0.13
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 48.3/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 11975 finding(s).

Hallucinated Dependency & Supply Chain Risk 16.9/100 · LOW

Are imports declared and package/API names verified? 4019 finding(s).

Agent Over-Engineering Ratio 78.4/100 · CRITICAL

Are wrappers, guards, and repeated structures necessary? 17170 finding(s).

PR Review Velocity Impact 84.3/100 · CRITICAL

Which changes need focused human review? 22899 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 16HIGH 578MEDIUM 5591LOW 16714

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 22899 distinct pattern matches across 27 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators5174 hits · 17767 pts
SeverityFileLineSnippetContext
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh37# ── plumbing ──────────────────────────────────────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh81# ── 0. toolchain probe ────────────────────────────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh99# ── 1. build the AGT-vendored ACS Rust core ──────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh117# ── 2. Python venv + ACS Python SDK + agt-policies wrapper ──────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh132# ── 3. Node SDK build + pack + install ───────────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh148# ── 4. .NET SDK build + pack + install ───────────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh165# ── 5. End-to-end scenario: Python ──────────────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh375# ── 6. End-to-end scenario: Rust ────────────────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh485# ── 7. End-to-end scenario: Node ────────────────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh578# ── 8. End-to-end scenario: .NET ────────────────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh854# ── 10. Migration tool ──────────────────────────────────────────COMMENT
MEDIUMpolicy-engine/scripts/demo_end_to_end.sh882# ── 11. Final summary ───────────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/ProtocolFacetsTests.cs10 // ── FacetRegistry ─────────────────────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/ProtocolFacetsTests.cs71 // ── SQL ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/ProtocolFacetsTests.cs216 // ── K8s ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/ProtocolFacetsTests.cs403 // ── ExtractProtocolFacets default flow ────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/ProtocolFacetsTests.cs453 // ── PolicyEngine integration ──────────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/PolicyAdvancedTests.cs10 // ── Policy.FromYaml ─────────────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/PolicyAdvancedTests.cs89 // ── Condition evaluation ────────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/PolicyAdvancedTests.cs267 // ── PolicyEngine management ─────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/PolicyAdvancedTests.cs326 // ── Conflict resolution strategies ──────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/PolicyAdvancedTests.cs442 // ── File loading ────────────────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/PolicyAdvancedTests.cs472 // ── Scope validation (#3536) ────────────────────────────────────COMMENT
MEDIUM…net/tests/AgentGovernance.Tests/PolicyAdvancedTests.cs472 // ── Scope validation (#3536) ────────────────────────────────────COMMENT
MEDIUM…otnet/tests/AgentGovernance.Tests/AuditEmitterTests.cs169 // ── Subscription order ─────────────────────────────────────────COMMENT
MEDIUM…otnet/tests/AgentGovernance.Tests/AuditEmitterTests.cs202 // ── Unsubscription ─────────────────────────────────────────────COMMENT
MEDIUM…otnet/tests/AgentGovernance.Tests/AuditEmitterTests.cs286 // ── Concurrent subscribe / emit ─────────────────────────────────COMMENT
MEDIUM…tGovernance.Tests/GovernanceMiddlewareAdvancedTests.cs27 // ── Input validation ────────────────────────────────────────────COMMENT
MEDIUM…tGovernance.Tests/GovernanceMiddlewareAdvancedTests.cs57 // ── Rate limiting ───────────────────────────────────────────────COMMENT
MEDIUM…tGovernance.Tests/GovernanceMiddlewareAdvancedTests.cs113 // ── Injection detection ─────────────────────────────────────────COMMENT
MEDIUM…tGovernance.Tests/GovernanceMiddlewareAdvancedTests.cs163 // ── Audit events ────────────────────────────────────────────────COMMENT
MEDIUM…tGovernance.Tests/GovernanceMiddlewareAdvancedTests.cs270 // ── Concurrency ─────────────────────────────────────────────────COMMENT
MEDIUM…ce-dotnet/examples/Quickstart/wire-protocol-rules.yaml11 # ── SQL ──────────────────────────────────────────────────────────────────COMMENT
MEDIUM…ce-dotnet/examples/Quickstart/wire-protocol-rules.yaml33 # ── Kubernetes ───────────────────────────────────────────────────────────COMMENT
MEDIUM…tnet/src/AgentGovernance/Lifecycle/LifecycleManager.cs176 // ── Convenience methods ──────────────────────────────────────COMMENT
MEDIUM…ce-dotnet/src/AgentGovernance/Policy/ProtocolFacets.cs167 // ── SQL ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…ce-dotnet/src/AgentGovernance/Policy/ProtocolFacets.cs534 // ── Kubernetes ──────────────────────────────────────────────────────COMMENT
MEDIUMtests/test_example_smoke.py36# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/test_example_smoke.py38# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/test_example_smoke.py73# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/test_example_smoke.py75# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/test_example_smoke.py105# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/test_example_smoke.py107# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_example_smoke.py142# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_example_smoke.py144# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/unit/test_policy_test.py21# ── Helpers ────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/unit/test_policy_test.py86# ── Fixture loading ────────────────────────────────────────────────────COMMENT
MEDIUM⚡tests/unit/test_policy_test.py137# ── Replay engine ──────────────────────────────────────────────────────STRING
MEDIUMtests/unit/test_policy_test.py303# ── Report ─────────────────────────────────────────────────────────────STRING
MEDIUMtests/unit/test_policy_test.py348# ── Example fixture files ─────────────────────────────────────────────────STRING
MEDIUMtests/ci/test_regression_credential_boundary.py27# ---------------------------------------------------------------COMMENT
MEDIUMtests/ci/test_regression_credential_boundary.py31# ---------------------------------------------------------------COMMENT
MEDIUMtests/ci/test_regression_credential_boundary.py140# ---------------------------------------------------------------COMMENT
MEDIUMtests/ci/test_regression_credential_boundary.py143# ---------------------------------------------------------------COMMENT
MEDIUMtests/ci/test_regression_credential_boundary.py170# ---------------------------------------------------------------COMMENT
MEDIUMtests/ci/test_regression_credential_boundary.py176# ---------------------------------------------------------------COMMENT
MEDIUMdocs/workshop/labs/lab2_multi_agent_trust.py25# ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/workshop/labs/lab2_multi_agent_trust.py27# ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/workshop/labs/lab2_multi_agent_trust.py46# ---------------------------------------------------------------------------COMMENT
MEDIUMdocs/workshop/labs/lab2_multi_agent_trust.py48# ---------------------------------------------------------------------------COMMENT
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Hyper-Verbose Identifiers10235 hits · 9865 pts
SeverityFileLineSnippetContext
LOWpolicy-engine/tests/conformance/run_python.py55 async def evaluate_intervention_point(self, request):CODE
LOWpolicy-engine/tests/conformance/run_python.py167 def test_python_runner_cases_pass_or_skip(self):CODE
LOWpolicy-engine/generator/tests/test_spec_artefacts.py54def test_every_emitted_host_reason_is_registered() -> None:CODE
LOWpolicy-engine/generator/tests/test_spec_artefacts.py64def test_every_registered_host_reason_is_documented() -> None:CODE
LOWpolicy-engine/generator/tests/test_spec_artefacts.py76def test_host_error_names_come_from_the_closed_agent_hooks_set() -> None:CODE
LOWpolicy-engine/generator/tests/test_spec_artefacts.py98def test_the_two_result_schema_copies_have_not_drifted() -> None:CODE
LOWpolicy-engine/generator/tests/test_spec_artefacts.py122def test_result_schema_matches_the_three_verdict_contract(verdict: dict, accepted: bool) -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py87def test_golden_happy_path_generates_valid_artifacts() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py105def test_openai_compatible_model_detects_azure_by_hostname_only() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py120def test_openai_compatible_model_api_version_forces_azure_mode() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py128def test_generator_package_includes_wire_schemas() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py147def test_packaged_schemas_match_canonical_spec_schemas() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py168def test_empty_annotation_from_defaults_to_policy_target() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py180def test_tools_are_derived_from_tool_identity_conditions() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py194def test_unconditional_blocking_rule_is_rejected_and_repaired() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py207def test_retry_recovers_from_schema_invalid_plan() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py218def test_retry_recovers_from_invalid_rego() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py230def test_undefined_annotator_surfaces_core_error() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py240def test_opa_missing_warns_and_strict_fails(monkeypatch: pytest.MonkeyPatch) -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py255def test_package_imports_without_credentials_or_network(monkeypatch: pytest.MonkeyPatch) -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py263def test_init_cli_generates_guided_artifact_shape(capsys: pytest.CaptureFixture[str]) -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py331def test_init_cli_help_documents_output_layout_and_strict_opa() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py342def test_init_cli_preserves_regex_commas_in_repeatable_flags() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py373def test_init_cli_reads_answers_from_stdin(capsys: pytest.CaptureFixture[str]) -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py393def test_init_cli_dry_run_does_not_create_requested_output() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py423def test_init_cli_rejects_invalid_intervention_point() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py435def test_init_cli_rejects_empty_name_and_points() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py455def test_init_cli_rejects_repeated_singleton_flags() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py478def test_init_cli_rejects_unsupported_answer_keys() -> None:CODE
LOWpolicy-engine/generator/tests/test_generator.py496def test_init_cli_requires_empty_output_without_force() -> None:CODE
LOW…icy-engine/generator/acs_generator/manifest_builder.py51def referenced_annotators_by_point(plan: PolicyPlan) -> dict[str, set[str]]:CODE
LOWpolicy-engine/generator/acs_generator/init_flow.py286def _reject_repeated_singleton_flags(argv: list[str]) -> None:CODE
LOWpolicy-engine/generator/acs_generator/init_flow.py430def test_generated_policy_accepts_sample_snapshot(point: str) -> None:CODE
LOWpolicy-engine/generator/acs_generator/rego_builder.py108def _render_transform_verdict(verdict: dict[str, Any], rule: RulePlan) -> tuple[str, list[str]]:CODE
LOWpolicy-engine/generator/acs_generator/rego_builder.py141def _normalize_transform_path(path: str) -> str:CODE
LOWpolicy-engine/generator/acs_generator/validation.py358def _membership_binding_terms(base: Any, assigns: dict[str, list]) -> list:CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py57 async def evaluate_intervention_point(self, request):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py79 async def evaluate_intervention_point(self, request):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py135 async def test_litellm_public_stream_allow_reemits_verbatim_and_transform_synthesizes_once(self):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py165 async def test_litellm_public_stream_deny_and_malformed_inputs_release_no_bytes(self):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py200 async def test_litellm_public_stream_oversize_limits_fail_closed(self):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py210 async def test_tool_call_streaming_many_fragments_parallel_indices_and_downstream_redaction(self):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py240 async def test_escalate_approval_seam_receives_exact_context_and_rejects_deterministically(self):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py302 async def test_runtime_and_adapter_failures_release_no_stream_bytes(self):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py364 async def test_concurrent_streams_do_not_share_buffer_or_decision_state(self):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py381 async def test_openai_raw_sse_chat_stream_is_guarded_and_responses_stream_fails_closed(self):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py404 async def test_openai_sdk_object_stream_is_guarded_and_anthropic_stream_fails_closed(self):CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py473 def test_annotator_dispatch_precedes_policy_evaluation(self):CODE
LOW…gine/sdk/python/tests/test_fail_closed_error_parity.py56 def test_native_runtime_fail_closed_errors_match_shared_fixture(self):CODE
LOWpolicy-engine/sdk/python/tests/test_validation.py185def test_string_validation_api_rejects_non_string_mapping_keys() -> None:CODE
LOWpolicy-engine/sdk/python/tests/test_validation.py28def test_artifact_validation_matches_shared_parity_corpus() -> None:STRING
LOWpolicy-engine/sdk/python/tests/test_validation.py43def test_string_validation_api_returns_json_ready_success() -> None:STRING
LOWpolicy-engine/sdk/python/tests/test_validation.py73def test_string_validation_api_aggregates_manifest_and_rego_diagnostics() -> None:STRING
LOWpolicy-engine/sdk/python/tests/test_validation.py101def test_string_validation_api_parses_rego_modules_independently() -> None:STRING
LOWpolicy-engine/sdk/python/tests/test_validation.py125def test_string_validation_api_rejects_duplicate_manifest_keys() -> None:STRING
LOWpolicy-engine/sdk/python/tests/test_validation.py160def test_string_validation_api_does_not_coerce_mixed_case_boolean() -> None:STRING
LOWpolicy-engine/sdk/python/tests/test_validation.py169def test_string_validation_api_uses_runtime_merge_key_semantics() -> None:STRING
LOWpolicy-engine/sdk/python/tests/test_validation.py210def test_string_validation_api_accepts_runtime_prefixed_integer(value: str) -> None:STRING
LOWpolicy-engine/sdk/python/tests/test_validation.py222def test_string_validation_api_rechecks_aliases_at_deeper_paths() -> None:STRING
LOWpolicy-engine/sdk/python/tests/test_validation.py243def test_string_validation_api_bounds_alias_expansion() -> None:STRING
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Unused Imports3880 hits · 3194 pts
SeverityFileLineSnippetContext
LOWpolicy-engine/tests/perf/extract_stats.py4CODE
LOWpolicy-engine/tests/perf/compare.py4CODE
LOWpolicy-engine/tests/conformance/run_python.py2CODE
LOWpolicy-engine/tests/conformance/run_python.py8CODE
LOWpolicy-engine/tests/conformance/run_python.py27CODE
LOW…licy-engine/tests/conformance/verify_release_claims.py2CODE
LOW…licy-engine/tests/conformance/verify_release_claims.py6CODE
LOWpolicy-engine/tests/conformance/run_parity.py2CODE
LOWpolicy-engine/tests/conformance/streaming/generate.py19CODE
LOWpolicy-engine/generator/tests/test_spec_artefacts.py14CODE
LOWpolicy-engine/generator/tests/test_generator.py1CODE
LOWpolicy-engine/generator/acs_generator/util.py1CODE
LOWpolicy-engine/generator/acs_generator/llm.py1CODE
LOWpolicy-engine/generator/acs_generator/init_flow.py1CODE
LOWpolicy-engine/generator/acs_generator/engine.py1CODE
LOWpolicy-engine/generator/acs_generator/rego_builder.py1CODE
LOWpolicy-engine/generator/acs_generator/cli.py1CODE
LOWpolicy-engine/generator/acs_generator/vocabulary.py1CODE
LOWpolicy-engine/generator/acs_generator/report.py1CODE
LOWpolicy-engine/generator/acs_generator/validation.py1CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py1CODE
LOW…e/sdk/python/tests/test_streaming_adapter_hardening.py33CODE
LOW…gine/sdk/python/tests/test_fail_closed_error_parity.py1CODE
LOW…gine/sdk/python/tests/test_fail_closed_error_parity.py12CODE
LOWpolicy-engine/sdk/python/tests/test_validation.py4CODE
LOWpolicy-engine/sdk/python/tests/test_parity_canonical.py21CODE
LOWpolicy-engine/sdk/python/tests/test_foundry_adapter.py1CODE
LOWpolicy-engine/sdk/python/tests/test_host.py5CODE
LOWpolicy-engine/sdk/python/tests/test_real_packages.py12CODE
LOWpolicy-engine/sdk/python/tests/test_escalation.py1CODE
LOWpolicy-engine/sdk/python/tests/test_adapters.py1CODE
LOW…licy-engine/sdk/python/tests/test_litellm_guardrail.py4CODE
LOWpolicy-engine/sdk/python/tests/test_orchestration.py1CODE
LOW…licy-engine/sdk/python/tests/test_adapter_mediation.py1CODE
LOWpolicy-engine/sdk/python/tests/test_schemas.py5CODE
LOWpolicy-engine/sdk/python/tests/test_native_runtime.py1CODE
LOW…e/sdk/python/tests/test_transform_evidence_identity.py1CODE
LOW…e/sdk/python/tests/test_transform_evidence_identity.py3CODE
LOW…e/sdk/python/tests/test_transform_evidence_identity.py7CODE
LOWpolicy-engine/sdk/python/tests/test_telemetry.py1CODE
LOWpolicy-engine/sdk/python/tests/test_telemetry.py563CODE
LOWpolicy-engine/sdk/python/tests/test_telemetry.py442CODE
LOW…-engine/sdk/python/tests/test_streaming_conformance.py11CODE
LOW…python/examples/real_packages/foundry_agent_guarded.py36CODE
LOW…cy-engine/sdk/python/examples/real_packages/_common.py1CODE
LOW…-engine/sdk/python/examples/real_packages/telemetry.py11CODE
LOW…ine/sdk/python/examples/real_packages/autogen_agent.py1CODE
LOW…/python/examples/real_packages/openai_agents_runner.py1CODE
LOW…ngine/sdk/python/examples/real_packages/crewai_crew.py1CODE
LOW…ine/sdk/python/examples/real_packages/openai_client.py1CODE
LOW…ine/sdk/python/examples/real_packages/litellm_proxy.py1CODE
LOW…hon/examples/real_packages/semantic_kernel_function.py1CODE
LOW…/sdk/python/examples/real_packages/anthropic_client.py1CODE
LOW…dk/python/examples/real_packages/langchain_runnable.py1CODE
LOW…ne/sdk/python/examples/real_packages/foundry_agents.py62CODE
LOW…engine/sdk/python/examples/real_packages/mcp_server.py1CODE
LOW…ngine/sdk/python/agent_control_specification/_types.py1CODE
LOW…k/python/agent_control_specification/_orchestration.py1CODE
LOW…ine/sdk/python/agent_control_specification/__init__.py3CODE
LOW…ine/sdk/python/agent_control_specification/__init__.py3CODE
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Docstring Block Structure199 hits · 995 pts
SeverityFileLineSnippetContext
HIGH…ternal-evaluator-handoff/external_evaluator_handoff.py62Build a deterministic, offline request for a downstream evaluator. Args: decisions: Reconstructed AGT decisSTRING
HIGH…tions/langchain-agentmesh/langchain_agentmesh/tools.py108Invoke the tool with trust verification. Args: invoker_card: The invoking agent's card STRING
HIGH…tions/langchain-agentmesh/langchain_agentmesh/tools.py199Invoke a tool with trust verification. Args: tool: Tool name or TrustGatedTool instance STRING
HIGH…tions/langchain-agentmesh/langchain_agentmesh/trust.py696Add a delegation to the chain. Args: delegatee: The agent receiving the delegation capaSTRING
HIGH…ns/langchain-agentmesh/langchain_agentmesh/identity.py149Sign data with this identity's private key. Args: data: String data to sign Returns: STRING
HIGH…nance-python/agent-compliance/schemas/policy_schema.py27Validate a governance policy dict against the schema. Args: data: Policy data dictionary. Returns: STRING
HIGH…hon/agent-compliance/src/agent_compliance/promotion.py319Evaluate all applicable gates for a proposed promotion. Args: agent_id: Agent identifier. STRING
HIGH…gent-compliance/src/agent_compliance/prompt_defense.py662Evaluate a system prompt for missing defenses. Args: prompt: The system prompt text to audit. STRING
HIGH…gent-compliance/src/agent_compliance/prompt_defense.py757Evaluate a system prompt read from a file. Args: path: Path to a text file containing the system prSTRING
HIGH…gent-os/examples/self-evaluating/src/wisdom_curator.py453 Approve a review item. Args: review_id: ID of the review to approve reSTRING
HIGH…gent-os/examples/self-evaluating/src/wisdom_curator.py473 Reject a review item. Args: review_id: ID of the review to reject reviSTRING
HIGH…s/examples/self-evaluating/src/universal_signal_bus.py452 Ingest a raw signal and normalize it to a ContextObject. This is the main entry point. ANY sigSTRING
HIGH…s/examples/self-evaluating/src/universal_signal_bus.py489 Auto-detect signal type from raw signal structure. Args: raw_signal: Raw signal daSTRING
HIGH…ent-os/examples/self-evaluating/src/agent_brokerage.py56 Calculate cost based on usage. Note: This implementation allows for hybrid pricing models wherSTRING
HIGH…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py115 Create a new file in the file system. Args: path: Path where to create the file STRING
HIGH…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py169 Read the content of a file. Args: path: Path of the file to read STRING
HIGH…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py201 Update an existing file. Args: path: Path of the file to update contenSTRING
HIGH…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py249 Delete a file from the file system. Args: path: Path of the file to delete STRING
HIGH…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py308 List files in a directory. Args: directory_path: Path of the directory to list STRING
HIGH…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py366 Get information about a file without reading its content. Args: path: Path of the STRING
HIGH…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py398 Get the edit history of a file. Args: path: Path of the file STRING
HIGH…governance-python/agent-os/modules/emk/CONTRIBUTING.md170 Generate searchable tags from an episode. Args: episode: The episode to generate tags from. STRING
HIGH…governance-python/agent-os/modules/emk/emk/hf_utils.py69 Upload episodes to a Hugging Face Hub dataset repository. This function serializes episodes to JSONL formaSTRING
HIGH…governance-python/agent-os/modules/emk/emk/hf_utils.py151 Download episodes from a Hugging Face Hub dataset repository. Args: repo_id: The Hugging Face Hub STRING
HIGH…nance-python/agent-os/modules/amb/amb_core/hf_utils.py82 Upload experiment logs or benchmark results to Hugging Face Hub. This function uploads a single file (typicallSTRING
HIGH…nance-python/agent-os/modules/amb/amb_core/hf_utils.py160 Download a dataset file from Hugging Face Hub. Args: repo_id: Repository ID on HF Hub (e.g., "microsofSTRING
HIGH…governance-python/agent-os/modules/amb/amb_core/bus.py146 Publish a message to a topic. This method supports both "fire and forget" (default) and STRING
HIGH…governance-python/agent-os/modules/amb/amb_core/bus.py327 Send a request and wait for a response. This implements the request-response pattern for casesSTRING
HIGH…governance-python/agent-os/modules/amb/amb_core/bus.py420 Replay persisted messages from a topic (AMB-001). Args: topic: Topic to replay mesSTRING
HIGH…ernance-python/agent-os/modules/amb/amb_core/broker.py41 Publish a message to the broker. Args: message: The message to publish STRING
HIGH…ernance-python/agent-os/modules/amb/amb_core/broker.py59 Subscribe to a topic and register a handler. Args: topic: Topic to subscribe to STRING
HIGH…ernance-python/agent-os/modules/amb/amb_core/broker.py89 Send a request and wait for a response (request-response pattern). Args: message: STRING
HIGH…-python/agent-os/modules/amb/amb_core/memory_broker.py319 Send a request and wait for response. Args: message: Request message tSTRING
HIGH…ernance-python/agent-os/modules/amb/amb_core/schema.py30 Validate a payload against the schema. Args: payload: The payload to validate STRING
HIGH…ernance-python/agent-os/modules/amb/amb_core/schema.py253 Validate a payload for a given topic. Args: topic: Topic the message is for STRING
HIGH…governance-python/agent-os/modules/amb/amb_core/dlq.py225 Retry processing a failed message. Args: message_id: Message ID to retry STRING
HIGH…t-governance-python/agent-os/modules/nexus/registry.py230 Verify a peer agent before IATP handshake. This is the core viral mechanism - unverified peersSTRING
HIGH…ent-governance-python/agent-os/modules/nexus/client.py142 Verify a peer agent before IATP handshake. This is the core viral mechanism - unverified peersSTRING
HIGH…overnance-python/agent-os/modules/atr/atr/injection.py142Register a dependency. Args: key: Type, name string, or InjectionToken. value: The valuSTRING
HIGH…overnance-python/agent-os/modules/atr/atr/injection.py339Resolve injection markers in function parameters. Args: func: The function being called. STRING
HIGH…governance-python/agent-os/modules/atr/atr/registry.py196Retrieve a tool specification by name and optional version constraint. Args: name: The tool name STRING
HIGH…governance-python/agent-os/modules/atr/atr/registry.py280Get all registered versions of a tool. Args: name: The tool name Returns: ListSTRING
HIGH…governance-python/agent-os/modules/atr/atr/registry.py298Get the callable function for a tool. This returns the function object but does NOT execute it. The calSTRING
HIGH…overnance-python/agent-os/modules/atr/atr/decorator.py91Extract parameter specifications from function signature. Args: func: The function to analyze Returns:STRING
HIGH…governance-python/agent-os/modules/atr/atr/hf_utils.py68Upload experiment results to Hugging Face Hub. Creates or updates a dataset repository with experiment logs. ASTRING
HIGH…governance-python/agent-os/modules/atr/atr/hf_utils.py153Download experiment results from Hugging Face Hub. Args: repo_id: The Hugging Face repo ID. output_STRING
HIGH…governance-python/agent-os/modules/atr/atr/__init__.py3ATR - Agent Tool Registry. A decentralized marketplace for agent capabilities. ATR provides a standardized interface foSTRING
HIGH…governance-python/agent-os/modules/atr/atr/__init__.py284Register a function as a tool in the Agent Tool Registry. This decorator transforms a Python function into a discovSTRING
HIGH…governance-python/agent-os/modules/atr/atr/__init__.py364Retrieve a tool specification from the global registry. Args: name: The unique tool identifier. verSTRING
HIGH…governance-python/agent-os/modules/atr/atr/__init__.py392Get a ToolHandle for executing a tool with all policies applied. The ToolHandle provides a convenient interface forSTRING
HIGH…governance-python/agent-os/modules/atr/atr/__init__.py420Get all registered versions of a tool. Args: name: The unique tool identifier. Returns: List oSTRING
HIGH…governance-python/agent-os/modules/atr/atr/__init__.py516Get the callable function for a registered tool. This returns the function object but does NOT execute it. The STRING
HIGH…governance-python/agent-os/modules/atr/atr/__init__.py548Execute a registered tool with optional sandboxing. This is a convenience function that retrieves a tool and executSTRING
HIGH…governance-python/agent-os/modules/atr/atr/policies.py157Parse a rate limit string like '10/minute'. Args: rate_string: String in format 'N/period' where peSTRING
HIGH…governance-python/agent-os/modules/atr/atr/policies.py318Execute a function with retry policy. Args: policy: The retry policy to use. func: The function to STRING
HIGH…governance-python/agent-os/modules/atr/atr/policies.py362Execute an async function with retry policy. Args: policy: The retry policy to use. func: The asyncSTRING
HIGH…governance-python/agent-os/modules/atr/atr/executor.py42Execute a callable function. Args: func: The callable function to execute. argsSTRING
HIGH…governance-python/agent-os/modules/atr/atr/executor.py72Execute a callable function directly on the host. Args: func: The callable function to execSTRING
HIGH…governance-python/agent-os/modules/atr/atr/executor.py165Execute a callable function in a Docker container. The function is serialized and executed inside an epSTRING
HIGH…governance-python/agent-os/modules/atr/atr/executor.py340Parse execution result from container logs. Args: logs: Container logs output. STRING
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Excessive Try-Catch Wrapping919 hits · 986 pts
SeverityFileLineSnippetContext
LOWpolicy-engine/tests/conformance/run_python.py135 except Exception as exc: # noqa: BLE001CODE
LOWpolicy-engine/generator/acs_generator/llm.py74 except Exception: # noqa: BLE001 - fall back to the bare status lineCODE
LOWpolicy-engine/generator/acs_generator/init_flow.py425except Exception as exc: # noqa: BLE001CODE
LOWpolicy-engine/generator/acs_generator/validation.py540 except Exception as exc: # noqa: BLE001 - preserve core diagnostics verbatim.CODE
LOWpolicy-engine/sdk/python/tests/test_real_packages.py123 except Exception: # noqa: BLE001CODE
LOW…e/sdk/python/agent_control_specification/_telemetry.py324 except Exception: # noqa: BLE001 - one sink must not break the othersCODE
LOW…e/sdk/python/agent_control_specification/_telemetry.py335 except Exception: # noqa: BLE001 - flush is best effortCODE
LOW…e/sdk/python/agent_control_specification/_telemetry.py346 except Exception: # noqa: BLE001 - shutdown is best effortCODE
LOW…k/python/agent_control_specification/_orchestration.py225 except Exception: # noqa: BLE001 - telemetry must never break enforcementCODE
LOW…k/python/agent_control_specification/_orchestration.py402 except Exception as exc: # noqa: BLE001 - a failing resolver must fail closedCODE
LOW…k/python/agent_control_specification/_orchestration.py741 except Exception: # noqa: BLE001 - best effort, must not break constructionCODE
LOW…k/python/agent_control_specification/_orchestration.py770 except Exception: # noqa: BLE001 - label lookup must never break constructionCODE
LOW…engine/sdk/python/agent_control_specification/_host.py418 except Exception: # noqa: BLE001 - a broken resolver must not permitCODE
MEDIUM…engine/sdk/python/agent_control_specification/_host.py62def _runner() -> None:CODE
LOW…gine/sdk/python/agent_control_specification/_client.py270 except Exception: # noqa: BLE001 - label lookup must never break constructionCODE
LOW…gine/sdk/python/agent_control_specification/_client.py289 except Exception: # noqa: BLE001 - best effort, like policy_labelsCODE
LOW…ent_control_specification/_adapters/semantic_kernel.py179 except Exception as exc: # noqa: BLE001CODE
LOW⚡…ent_control_specification/_adapters/semantic_kernel.py203 except Exception as exc: # noqa: BLE001CODE
LOW⚡…ent_control_specification/_adapters/semantic_kernel.py212 except Exception as exc: # noqa: BLE001CODE
LOW…ython/agent_control_specification/_adapters/_shared.py196 except Exception: # noqa: BLE001CODE
LOW⚡…python/agent_control_specification/_adapters/openai.py321 except Exception: # noqa: BLE001CODE
LOW⚡…python/agent_control_specification/_adapters/openai.py325 except Exception: # noqa: BLE001CODE
LOW⚡…python/agent_control_specification/_adapters/openai.py445 except Exception: # noqa: BLE001CODE
LOW⚡…python/agent_control_specification/_adapters/openai.py451 except Exception: # noqa: BLE001CODE
LOW⚡…python/agent_control_specification/_adapters/openai.py458 except Exception: # noqa: BLE001CODE
LOW⚡…python/agent_control_specification/_adapters/openai.py464 except Exception: # noqa: BLE001CODE
LOW…hon/agent_control_specification/_adapters/langchain.py298 except Exception as exc:CODE
LOW…ython/agent_control_specification/_adapters/foundry.py355 except Exception as exc: # noqa: BLE001 - isolate a single tool failureCODE
LOW…ython/agent_control_specification/_adapters/foundry.py442 except Exception: # noqa: BLE001 - fall back to the dict shape the SDK also acceptsCODE
LOWpolicy-engine/examples/from_agentshield/validate_all.py161 except Exception as exc: # noqa: BLE001 - surface the diagnostic verbatimCODE
LOW…ine/benchmarks/agentdojo/acs_agentdojo_bench/runner.py78 except Exception as exc:CODE
MEDIUM…ine/benchmarks/agentdojo/acs_agentdojo_bench/runner.py71def acs_unavailable_reason() -> str | None:CODE
LOW…e/benchmarks/agentdojo/acs_agentdojo_bench/pipeline.py124 except Exception as exc:CODE
LOW…e/benchmarks/agentdojo/acs_agentdojo_bench/pipeline.py195 except Exception as exc:CODE
LOWpolicy-engine/scripts/demo_end_to_end.sh276 except Exception as exc:CODE
LOWdocs/tutorials/36-govern-quickstart.md88except Exception as e:STRING
LOWdocs/tutorials/11-saga-orchestration.md159 except Exception as e:CODE
LOWdocs/tutorials/11-saga-orchestration.md484 except Exception:CODE
LOWdocs/tutorials/11-saga-orchestration.md617 except Exception as e:CODE
LOWdocs/tutorials/05-agent-reliability.md214except Exception:CODE
LOWdocs/tutorials/05-agent-reliability.md641 except Exception as exc:CODE
MEDIUMdocs/tutorials/05-agent-reliability.md688print(f"Error budget remaining: {slo.error_budget.remaining_percent:.1f}%")CODE
LOWexamples/acs-atr-annotator/atr_adapter.py155 except Exception:CODE
LOWexamples/flowise-governance/governance_server.py145 except Exception:CODE
LOWexamples/mcp-trust-verified-server/server.py115 except Exception:CODE
LOWexamples/pipeline-governance/test_demo.py166 except Exception as e:CODE
LOW…rflow-governed/test_deerflow_middleware_integration.py65 except Exception as exc:CODE
LOW…s/deerflow-governed/provider/deerflow_agt_guardrail.py22except Exception: # pragma: no cover - exercised when DeerFlow is not installedCODE
LOW…s/deerflow-governed/provider/deerflow_agt_guardrail.py82 except Exception as exc:CODE
LOWscripts/verify_tutorials_01_34.py14 except Exception as e:CODE
MEDIUMscripts/credential_audit.py56 print("Error: set GITHUB_TOKEN or authenticate with `gh auth login`", file=sys.stderr)CODE
LOW⚡scripts/verify_tutorials.py25 except Exception as e:CODE
MEDIUMscripts/contributor_check.py63 print("Error: set GITHUB_TOKEN or authenticate with `gh auth login`", file=sys.stderr)CODE
LOWscripts/contributor_check.py349 except Exception:CODE
LOWscripts/contributor_check.py553 except Exception:CODE
LOWscripts/contributor_check.py1086 except Exception:CODE
LOWscripts/contributor_check.py1100 except Exception:CODE
LOWscripts/contributor_check.py1287 except Exception:CODE
LOWscripts/check_dependency_confusion.py535 except Exception:CODE
LOWscripts/contributor_check_action.py80 except Exception:CODE
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Empty Error Handlers187 hits · 935 pts
SeverityFileLineSnippetContext
HIGHpolicy-engine/sdk/python/tests/test_real_packages.py123except Exception: # noqa: BLE001CODE
HIGHpolicy-engine/sdk/python/tests/test_telemetry.py443except ImportError:CODE
HIGH…ython/agent_control_specification/_adapters/_shared.py196except Exception: # noqa: BLE001CODE
HIGH…python/agent_control_specification/_adapters/openai.py458except Exception: # noqa: BLE001CODE
HIGH…python/agent_control_specification/_adapters/openai.py445except Exception: # noqa: BLE001CODE
HIGH…python/agent_control_specification/_adapters/openai.py451except Exception: # noqa: BLE001CODE
HIGH…python/agent_control_specification/_adapters/openai.py321except Exception: # noqa: BLE001CODE
HIGH…ython/agent_control_specification/_adapters/foundry.py442except Exception: # noqa: BLE001 - fall back to the dict shape the SDK also acceptsCODE
HIGH…e/benchmarks/agentdojo/acs_agentdojo_bench/pipeline.py54except (ValueError, SyntaxError):CODE
HIGHexamples/acs-atr-annotator/atr_adapter.py155except Exception:CODE
HIGHscripts/verify_tutorials_01_34.py171except ImportError:CODE
HIGHscripts/credential_audit.py52except (FileNotFoundError, subprocess.TimeoutExpired):CODE
HIGHscripts/verify_tutorials.py359except GovernanceDenied:CODE
HIGHscripts/verify_tutorials.py713except GovernanceDenied:CODE
HIGHscripts/contributor_check.py349except Exception:CODE
HIGHscripts/contributor_check.py59except (FileNotFoundError, subprocess.TimeoutExpired):CODE
HIGHscripts/contributor_check.py798except (ValueError, TypeError):CODE
HIGHscripts/contributor_check.py553except Exception:CODE
HIGHscripts/contributor_check_action.py195except HTTPError:CODE
HIGHscripts/contributor_check_action.py212except Exception:CODE
HIGHscripts/cluster_detect.py51except (FileNotFoundError, subprocess.TimeoutExpired):CODE
HIGHscripts/generate_sbom.py62except (FileNotFoundError, subprocess.TimeoutExpired):CODE
HIGH…-python/agent-sandbox/tests/test_docker_integration.py67except Exception:CODE
HIGH…/agent-sandbox/tests/test_azure_sandbox_integration.py110except Exception:CODE
HIGH…t_sandbox/aca_sandbox_provider/aca_sandbox_provider.py344except Exception:CODE
HIGH…t_sandbox/aca_sandbox_provider/aca_sandbox_provider.py664except ImportError:CODE
HIGH…ox/src/agent_sandbox/nono_sandbox_provider/provider.py221except Exception: # pragma: no cover - defensiveCODE
HIGH…ox/src/agent_sandbox/nono_sandbox_provider/provider.py550except Exception: # pragma: no cover - defensiveCODE
HIGH…dbox/src/agent_sandbox/hyperlight_provider/provider.py568except ImportError:CODE
HIGH…box/src/agent_sandbox/mxc_sandbox_provider/provider.py759except OSError: # pragma: no cover - defensiveCODE
HIGH…-sandbox/src/agent_sandbox/docker_provider/provider.py400except Exception:CODE
HIGH…-sandbox/src/agent_sandbox/docker_provider/provider.py973except Exception:CODE
HIGH…-sandbox/src/agent_sandbox/docker_provider/provider.py582except ImportError:CODE
HIGH…sh-integrations/langgraph-trust/tests/test_identity.py66except ValueError:CODE
HIGH…s/mcp-receipt-governed/mcp_receipt_governed/adapter.py53except ImportError:CODE
HIGH…sh-integrations/openai-agents-trust/tests/test_core.py56except ValueError:CODE
HIGH…/agent-compliance/src/agent_compliance/supply_chain.py656except (urllib.error.URLError, OSError, json.JSONDecodeError, KeyError):CODE
HIGH…hon/agent-compliance/src/agent_compliance/integrity.py377except ImportError:CODE
HIGH…nt-compliance/src/agent_compliance/security/scanner.py464except (OSError, UnicodeDecodeError):CODE
HIGH…ompliance/src/agent_compliance/cli/credential_audit.py54except (FileNotFoundError, subprocess.TimeoutExpired):CODE
HIGH…mpliance/src/agent_compliance/cli/contributor_check.py413except Exception:CODE
HIGH…mpliance/src/agent_compliance/cli/contributor_check.py58except (FileNotFoundError, subprocess.TimeoutExpired):CODE
HIGH…mpliance/src/agent_compliance/cli/contributor_check.py617except Exception:CODE
HIGH…agent-discovery/src/agent_discovery/scanners/config.py223except (PermissionError, OSError):CODE
HIGH…agent-discovery/src/agent_discovery/scanners/github.py348except Exception: # noqa: S110CODE
HIGH…e-python/agent-os/tests/test_semantic_policy_engine.py702except PolicyDenied:CODE
HIGH…vernance-python/agent-os/tests/test_mcp_integration.py228except (KeyError, ValueError):CODE
HIGH…vernance-python/agent-os/tests/test_kernel_critical.py201except (FileNotFoundError, KeyError):CODE
HIGH…vernance-python/agent-os/tests/test_kernel_critical.py210except (PermissionError, ValueError, KeyError, FileNotFoundError):CODE
HIGH…vernance-python/agent-os/tests/test_kernel_critical.py284except RuntimeError:CODE
HIGH…nce-python/agent-os/examples/crewai-governance/demo.py37except ImportError:CODE
HIGH…nce-python/agent-os/examples/crewai-governance/demo.py257except PermissionError:CODE
HIGH…nce-python/agent-os/examples/crewai-governance/demo.py70except ValueError:CODE
HIGH…thon/agent-os/examples/self-evaluating/src/__init__.py32except ImportError:CODE
HIGH…thon/agent-os/examples/self-evaluating/src/__init__.py37except ImportError:CODE
HIGH…thon/agent-os/examples/self-evaluating/src/__init__.py48except ImportError:CODE
HIGH…thon/agent-os/examples/self-evaluating/src/__init__.py56except ImportError:CODE
HIGH…thon/agent-os/examples/self-evaluating/src/__init__.py65except ImportError:CODE
HIGH…thon/agent-os/examples/self-evaluating/src/__init__.py70except ImportError:CODE
HIGH…thon/agent-os/examples/self-evaluating/src/__init__.py79except ImportError:CODE
127 more matches not shown…
Cross-File Repetition139 hits · 695 pts
SeverityFileLineSnippetContext
HIGH…shield/moderation/azure-content-safety/app/run_demo.py0deterministic host stand-in for the external classifier.STRING
HIGH…om_agentshield/moderation/lakera-guard/app/run_demo.py0deterministic host stand-in for the external classifier.STRING
HIGH…entshield/moderation/openai-moderation/app/run_demo.py0deterministic host stand-in for the external classifier.STRING
HIGH…rom_agentshield/moderation/llama-guard/app/run_demo.py0deterministic host stand-in for the external classifier.STRING
HIGH…agentshield/moderation/perspective-api/app/run_demo.py0deterministic host stand-in for the external classifier.STRING
HIGHagent-governance-dotnet/README.md0permit( principal, action == action::"readdata", resource );STRING
HIGH…ts/AgentGovernance.Tests/OpaPolicyBackendAsyncTests.cs0permit( principal, action == action::"readdata", resource );STRING
HIGHagent-governance-python/agent-mesh/tests/test_cedar.py0permit( principal, action == action::"readdata", resource );STRING
HIGH…tnet/tests/AgentGovernance.Tests/PolicyBackendTests.cs0permit( principal, action == action::"readdata", resource ); permit( principal, action == action::"listfiles", resource STRING
HIGH…ent-governance-python/agent-mesh/tests/test_backend.py0permit( principal, action == action::"readdata", resource ); permit( principal, action == action::"listfiles", resource STRING
HIGHagent-governance-python/agent-mesh/tests/test_cedar.py0permit( principal, action == action::"readdata", resource ); permit( principal, action == action::"listfiles", resource STRING
HIGH…nance.Tests/AgentFrameworkGovernanceAdapterRunTests.cs0apiversion: governance.toolkit/v1 version: "1.0" name: allow-all-policy default_action: allow rules: []STRING
HIGH…nance.Tests/AgentFrameworkGovernanceExtensionsTests.cs0apiversion: governance.toolkit/v1 version: "1.0" name: allow-all-policy default_action: allow rules: []STRING
HIGH….Tests/AgentFrameworkGovernanceAdapterFunctionTests.cs0apiversion: governance.toolkit/v1 version: "1.0" name: allow-all-policy default_action: allow rules: []STRING
HIGHdocs/tutorials/33-offline-verifiable-receipts.md0permit(principal, action == action::"readdata", resource); permit(principal, action == action::"listfiles", resource); fSTRING
HIGH…/agentmesh-integrations/mcp-receipt-governed/README.md0permit(principal, action == action::"readdata", resource); permit(principal, action == action::"listfiles", resource); fSTRING
HIGH…ntegrations/mcp-receipt-governed/tests/test_adapter.py0permit(principal, action == action::"readdata", resource); permit(principal, action == action::"listfiles", resource); fSTRING
HIGHexamples/quickstart/mcp_receipts_in_60_seconds.py0permit(principal, action == action::"readdata", resource); permit(principal, action == action::"listfiles", resource); fSTRING
HIGHscripts/verify_tutorials.py0apiversion: governance.toolkit/v1 name: legacy-no-stage agents: ["*"] default_action: allow rules: - name: block-delete STRING
HIGH…nt-governance-python/agent-mesh/tests/test_advisory.py0apiversion: governance.toolkit/v1 name: legacy-no-stage agents: ["*"] default_action: allow rules: - name: block-delete STRING
HIGH…e-python/agent-mesh/tests/test_multi_stage_pipeline.py0apiversion: governance.toolkit/v1 name: legacy-no-stage agents: ["*"] default_action: allow rules: - name: block-delete STRING
HIGH…ox/src/agent_sandbox/nono_sandbox_provider/provider.py0create the native acs session used for host-side execution gates.STRING
HIGH…dbox/src/agent_sandbox/hyperlight_provider/provider.py0create the native acs session used for host-side execution gates.STRING
HIGH…box/src/agent_sandbox/mxc_sandbox_provider/provider.py0create the native acs session used for host-side execution gates.STRING
HIGH…ndex-agentmesh/llama_index/agent/agentmesh/identity.py0cryptographic signature from a verification identity.STRING
HIGH…ns/langchain-agentmesh/langchain_agentmesh/identity.py0cryptographic signature from a verification identity.STRING
HIGH…ernance-python/agentmesh-integrations/dify/identity.py0cryptographic signature from a verification identity.STRING
HIGH…gent-os/examples/self-evaluating/docs/UPGRADE_PURGE.md0you are a helpful ai assistant. your goal is to provide accurate and useful responses to user queries. you have access tSTRING
HIGH…ples/self-evaluating/examples/example_upgrade_purge.py0you are a helpful ai assistant. your goal is to provide accurate and useful responses to user queries. you have access tSTRING
HIGH…agent-os/examples/self-evaluating/src/model_upgrade.py0you are a helpful ai assistant. your goal is to provide accurate and useful responses to user queries. you have access tSTRING
HIGH…governance-python/agent-os/modules/amb/amb_core/bus.py0unsubscribe from a topic. args: subscription_id: subscription idSTRING
HIGH…-python/agent-os/modules/amb/amb_core/memory_broker.py0unsubscribe from a topic. args: subscription_id: subscription idSTRING
HIGH…agent-os/modules/amb/amb_core/adapters/kafka_broker.py0unsubscribe from a topic. args: subscription_id: subscription idSTRING
HIGH…nt-os/modules/amb/amb_core/adapters/rabbitmq_broker.py0unsubscribe from a topic. args: subscription_id: subscription idSTRING
HIGH…-governance-python/agent-os/src/agent_os/server/app.py0parse, validate, and return cors origins. rejects ``*`` when credentials are enabled, and validates that each origin hasSTRING
HIGH…overnance-python/agent-sre/src/agent_sre/api/server.py0parse, validate, and return cors origins. rejects ``*`` when credentials are enabled, and validates that each origin hasSTRING
HIGH…e-python/agent-hypervisor/src/hypervisor/api/server.py0parse, validate, and return cors origins. rejects ``*`` when credentials are enabled, and validates that each origin hasSTRING
HIGH…/agent-os/src/agent_os/integrations/autogen_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…gent-os/src/agent_os/integrations/langchain_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…nt-os/src/agent_os/integrations/pydantic_ai_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…n/agent-os/src/agent_os/integrations/crewai_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…ent-os/src/agent_os/integrations/llamaindex_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…/agent-os/src/agent_os/integrations/mistral_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…thon/agent-os/src/agent_os/integrations/maf_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…n/agent-os/src/agent_os/integrations/gemini_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…n/agent-os/src/agent_os/integrations/openai_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…ent-os/src/agent_os/integrations/smolagents_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…/agent-os/src/agent_os/integrations/bedrock_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…gent-os/src/agent_os/integrations/anthropic_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…ent-os/src/agent_os/integrations/google_adk_adapter.py0return the v5 :class:`adapterruntime` for this kernel.STRING
HIGH…/agent-os/src/agent_os/integrations/autogen_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
HIGH…gent-os/src/agent_os/integrations/langchain_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
HIGH…nt-os/src/agent_os/integrations/pydantic_ai_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
HIGH…n/agent-os/src/agent_os/integrations/crewai_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
HIGH…ent-os/src/agent_os/integrations/llamaindex_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
HIGH…/agent-os/src/agent_os/integrations/mistral_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
HIGH…thon/agent-os/src/agent_os/integrations/maf_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
HIGH…n/agent-os/src/agent_os/integrations/gemini_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
HIGH…n/agent-os/src/agent_os/integrations/openai_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
HIGH…ent-os/src/agent_os/integrations/smolagents_adapter.py0public access to the agt ``input`` intervention point evaluation.STRING
79 more matches not shown…
Modern Structural Boilerplate486 hits · 492 pts
SeverityFileLineSnippetContext
LOW…e/sdk/python/agent_control_specification/_telemetry.py510__all__ = [CODE
LOW…ine/sdk/python/agent_control_specification/__init__.py91__all__ = [CODE
LOW…engine/sdk/python/agent_control_specification/_host.py496__all__ = ["HostSession", "SnapshotBuilder", "run_sync"]CODE
LOW…thon/agent_control_specification/_adapters/__init__.py67__all__ = [CODE
LOW⚡…ent_control_specification/_adapters/semantic_kernel.py209def _set_context_arguments(context: Any, effective_args: JsonValue) -> None:CODE
LOW…ython/agent_control_specification/_adapters/litellm.py624def _set_message_content(message: Any, content: JsonValue) -> None:CODE
LOW…ython/agent_control_specification/_adapters/litellm.py690def _set_tool_call_args(call: Any, args: JsonValue) -> None:CODE
LOW…e/benchmarks/agentdojo/acs_agentdojo_bench/__init__.py3__all__ = ["__version__"]CODE
LOWtests/e2e_python/support/__init__.py19__all__ = [CODE
LOW…e2e_python/scenarios/policy_allow/test_policy_allow.py33 def update_visit_notes(self, **arguments: Any) -> None:CODE
LOWexamples/aegis-governance-profile/compile.py95__all__ = [CODE
LOW…s/deerflow-governed/provider/deerflow_agt_guardrail.py309__all__ = ["AGTGuardrailProvider"]CODE
LOWscripts/contributor_check_action.py102def _set_output(name: str, value: str) -> None:CODE
LOW…nce-python/agent-sandbox/src/agent_sandbox/__init__.py113__all__ = [CODE
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LOW⚡…on/agent-sandbox/src/agent_sandbox/sandbox_provider.py29logger = logging.getLogger(__name__)CODE
LOW…t_sandbox/aca_sandbox_provider/aca_sandbox_provider.py70logger = logging.getLogger(__name__)CODE
LOW…box/src/agent_sandbox/aca_sandbox_provider/__init__.py20__all__ = [CODE
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LOW…ox/src/agent_sandbox/nono_sandbox_provider/provider.py65logger = logging.getLogger(__name__)CODE
LOW…ox/src/agent_sandbox/nono_sandbox_provider/__init__.py24__all__ = [CODE
LOW…dbox/src/agent_sandbox/hyperlight_provider/provider.py56logger = logging.getLogger(__name__)CODE
LOW…dbox/src/agent_sandbox/hyperlight_provider/__init__.py26__all__ = [CODE
LOW…ndbox/src/agent_sandbox/mxc_sandbox_provider/config.py37logger = logging.getLogger(__name__)CODE
LOW…box/src/agent_sandbox/mxc_sandbox_provider/provider.py70logger = logging.getLogger(__name__)CODE
LOW…box/src/agent_sandbox/mxc_sandbox_provider/__init__.py25__all__ = [CODE
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LOW…-sandbox/src/agent_sandbox/docker_provider/__init__.py22__all__ = [CODE
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LOW…sh-integrations/a2a-protocol/a2a_agentmesh/__init__.py22__all__ = [CODE
LOW…grations/crewai-agentmesh/crewai_agentmesh/__init__.py18__all__ = [CODE
LOW…ndex-agentmesh/llama_index/agent/agentmesh/__init__.py24__all__ = [CODE
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LOW…tegrations/adk-agentmesh/src/adk_agentmesh/__init__.py16__all__ = [CODE
LOW…egrations/adk-agentmesh/src/adk_agentmesh/evaluator.py18logger = logging.getLogger(__name__)CODE
LOW…h-integrations/langgraph-trust/langgraph_trust/gate.py55 def set_score(self, agent: str, score: float) -> None:CODE
LOW…ability-export/audit_accountability_export/__init__.py11__all__ = [CODE
LOW…integrations/cedarling-acs/cedarling_acs/dispatcher.py37logger = logging.getLogger(__name__)CODE
LOW…h-integrations/cedarling-acs/cedarling_acs/__init__.py23__all__ = ["CedarlingPolicyDispatcher", "CedarlingConfig"]CODE
LOW…-integrations/mcp-trust-proxy/mcp_trust_proxy/proxy.py147 def set_tool_policy(self, tool_name: str, policy: ToolPolicy) -> None:CODE
LOW…tegrations/mcp-trust-proxy/mcp_trust_proxy/__init__.py12__all__ = ["TrustProxy", "ToolPolicy", "AuthResult"]CODE
LOW…ions/template-agentmesh/template_agentmesh/__init__.py23__all__ = [CODE
LOW…/mcp-receipt-governed/mcp_receipt_governed/__init__.py30__all__ = [CODE
LOW…i-agents-agentmesh/openai_agents_agentmesh/__init__.py18__all__ = [CODE
LOW…enai-agents-agentmesh/openai_agents_agentmesh/trust.py183 def set_threshold(self, function_name: str, min_trust: int) -> None:CODE
LOW…ns/langchain-agentmesh/langchain_agentmesh/__init__.py23__all__ = [CODE
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LOW…ernance-python/agentmesh-integrations/dify/__init__.py11__all__ = [CODE
LOW…governance-python/agentmesh-integrations/dify/trust.py15logger = logging.getLogger(__name__)CODE
LOW…governance-python/agentmesh-integrations/dify/trust.py60 def set_identity(self, identity: VerificationIdentity) -> None:CODE
LOW…ernance-python/agentmesh-integrations/dify/identity.py23logger = logging.getLogger(__name__)CODE
LOW…nance-python/agentmesh-integrations/dify/middleware.py16logger = logging.getLogger(__name__)CODE
LOW…governance-python/agent-compliance/schemas/__init__.py4__all__ = ["PolicySchema", "validate_policy"]CODE
LOW…n/agent-compliance/src/agent_compliance/policy_test.py35logger = logging.getLogger(__name__)CODE
LOW…hon/agent-compliance/src/agent_compliance/promotion.py49logger = logging.getLogger(__name__)CODE
LOW…python/agent-compliance/src/agent_compliance/verify.py26logger = logging.getLogger(__name__)CODE
LOW…hon/agent-compliance/src/agent_compliance/integrity.py38logger = logging.getLogger(__name__)CODE
LOW…nt-compliance/src/agent_compliance/security/scanner.py27logger = logging.getLogger(__name__)CODE
LOW…t-compliance/src/agent_compliance/security/__init__.py28__all__ = [CODE
LOW…python/agent-discovery/src/agent_discovery/__init__.py26__all__ = [CODE
426 more matches not shown…
Modern AI Meta-Vocabulary171 hits · 451 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md32[![OWASP Agentic Top 10](https://img.shields.io/badge/OWASP_Agentic_Top_10-7_Full,_3_Partial-blue)](docs/compliance/owasCODE
MEDIUMdocs/COMPARISON.md15When evaluating agent security tooling, developers often encounter [NeMo Guardrails](https://github.com/NVIDIA/NeMo-GuarCODE
MEDIUMdocs/COMPARISON.md45> ¹ **OWASP scoring methodology:** Each tool was assessed against the ten [OWASP Agentic Top 10 (2026)](https://genai.owCODE
MEDIUMdocs/COMMUNITY.md38| [Policy-as-Code vs Prompt Engineering — When Guardrails Need Governance](https://dev.to/kanishtyagii/policy-as-code-vsCODE
MEDIUMdocs/COMMUNITY.md44| [OWASP Agentic Top 10 — What Every AI Developer Should Know in 2026](https://dev.to/zhangzeyu/owasp-agentic-top-10-whaCODE
MEDIUMdocs/COMMUNITY.md69| [Comparing Agent Governance Approaches](https://github.com/microsoft/agent-governance-toolkit/blob/main/agent-governanCODE
MEDIUMdocs/COMMUNITY.md88| [OWASP Agentic Top 10](https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-for-2026/) | Security riCODE
MEDIUMdocs/FAQ.md713| OWASP Agentic Top 10 | https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-for-2026/ |CODE
MEDIUMdocs/modern-agent-architecture-overview.md320| OWASP Compliance | [../docs/compliance/owasp-agentic-top10-architecture.md](https://github.com/microsoft/agent-governaCODE
MEDIUMdocs/index.md16# Ship autonomous agents with enforceable guardrailsCOMMENT
MEDIUMdocs/specs/AGENT-HYPERVISOR-EXECUTION-CONTROL-1.0.md4315. [Saga Orchestration](#15-saga-orchestration)CODE
MEDIUMdocs/compliance/mcp-owasp-top10-mapping.md399| [OWASP Agentic Top 10 (2026)](https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-for-2026/) | MappCODE
MEDIUMdocs/compliance/owasp-agentic-top10-architecture.md22The [OWASP Top 10 for Agentic Applications for 2026](https://genai.owasp.org/resource/owasp-top-10-for-agentic-applicatiCODE
MEDIUMdocs/compliance/owasp-asi-policy-mapping.md19- [OWASP Top 10 for Agentic Applications (2026)](https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-CODE
MEDIUMdocs/compliance/owasp-asi-policy-mapping.md169**OWASP reference:** [OWASP Top 10 for Agentic Applications (2026)](https://genai.owasp.org/resource/owasp-top-10-for-agCODE
MEDIUMdocs/compliance/nist-rfi-2026-00206.md75 - Risk mapping and mitigation examples: [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.mCODE
MEDIUMdocs/compliance/nist-rfi-2026-00206.md78### 1(b) Variation by model capability, scaffold, deployment, hosting, use caseCOMMENT
MEDIUM⚡docs/compliance/nist-rfi-2026-00206.md114 - Human-in-the-loop policies: [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.md](https:/CODE
MEDIUM⚡docs/compliance/nist-rfi-2026-00206.md115 - Sandboxing / hypervisor: [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.md](https://giCODE
MEDIUM⚡docs/compliance/nist-rfi-2026-00206.md117### 2(b) Effectiveness variation by model/scaffold/deploymentCOMMENT
MEDIUM⚡docs/compliance/nist-rfi-2026-00206.md121 - Identity alternatives: [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.md](https://githCODE
MEDIUMdocs/compliance/nist-rfi-2026-00206.md140 - Identity frameworks: [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.md](https://githubCODE
MEDIUMdocs/compliance/nist-rfi-2026-00206.md153 - Telemetry/tracing: [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.md](https://github.cCODE
MEDIUM⚡docs/compliance/nist-rfi-2026-00206.md185 - Hypervisor / sandbox designs: [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.md](httpsCODE
MEDIUM⚡docs/compliance/nist-rfi-2026-00206.md186 - ResourceGovernor usage: [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.md](https://gitCODE
MEDIUM⚡docs/compliance/nist-rfi-2026-00206.md191- **Evidence:** [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.md](https://github.com/micrCODE
MEDIUM⚡docs/compliance/nist-rfi-2026-00206.md201- **Evidence:** [agent-governance-python/agent-compliance/docs/analyst/owasp-agentic-mapping.md](https://github.com/micrCODE
MEDIUMdocs/compliance/index.md60| Singapore Model AI Governance Framework (MGF) | [`agent-governance-python/agent-compliance/docs/compliance/singapore-mCODE
MEDIUM⚡docs/compliance/atf-conformance-assessment.md354- [ATF Specification](https://github.com/massivescale-ai/agentic-trust-framework)CODE
MEDIUM⚡docs/compliance/atf-conformance-assessment.md355- [ATF Conformance Specification v0.9.0](https://github.com/massivescale-ai/agentic-trust-framework/blob/main/CONFORMANCCODE
MEDIUM⚡docs/compliance/atf-conformance-assessment.md357- [OWASP Agentic Security Top 10](https://owasp.org/www-project-agentic-security/)CODE
MEDIUMdocs/case-studies/TEMPLATE.md240OWASP Agentic System Integrity (ASI) is a security project and framework focused on identifying and mitigating the uniquCODE
MEDIUMdocs/packages/agent-sre.md442│ │ ├── indicators.py # 7 built-in SLIs (task success, cost, hallucination, etc.)CODE
MEDIUMdocs/packages/agent-compliance.md27[Architecture](#architecture) • [Quick Start](#quick-start) • [Components](#components) • [Why Unified?](#why-a-unified-CODE
MEDIUMdocs/packages/agent-compliance.md231The agent governance stack covers **10 of 10** risks from the [OWASP Top 10 for Agentic Applications (2026)](https://genCODE
MEDIUMdocs/packages/agent-os.md464# Create a governed multi-agent sessionCOMMENT
MEDIUMdocs/packages/agent-hypervisor.md557| [Agent SRE](https://github.com/microsoft/agent-governance-toolkit) | SLO, chaos, and cost guardrails |CODE
MEDIUMdocs/tutorials/24-cost-and-token-budgets.md197# Allocate a context window for an agentCOMMENT
MEDIUMdocs/tutorials/24-cost-and-token-budgets.md387 # 2. Allocate context windowCOMMENT
MEDIUMdocs/tutorials/11-saga-orchestration.md399. [Real-World Example: Multi-Agent Data Pipeline](#9-real-world-example-multi-agent-data-pipeline)CODE
MEDIUMdocs/tutorials/16-protocol-bridges.md55| [Multi-Protocol Orchestration](#8-multi-protocol-orchestration) | Agents communicating via different protocols |CODE
MEDIUMdocs/tutorials/README.md190### 🤖 "I'm building multi-agent systems"COMMENT
MEDIUMdocs/tutorials/06-execution-sandboxing.md335. [Saga Orchestration](#5-saga-orchestration)CODE
MEDIUMdocs/tutorials/06-execution-sandboxing.md450### 5.4 Programmatic saga orchestrationCOMMENT
MEDIUMdocs/i18n/README.es.md39[![OWASP Agentic Top 10](https://img.shields.io/badge/OWASP_Agentic_Top_10-7_Full,_3_Partial-blue)](../compliance/owasp-CODE
MEDIUMdocs/i18n/README.ja.md22[![OWASP Agentic Top 10](https://img.shields.io/badge/OWASP_Agentic_Top_10-10%2F10_Covered-blue)](../compliance/owasp-agCODE
MEDIUMdocs/i18n/README.zh-TW.md20[![OWASP Agentic Top 10](https://img.shields.io/badge/OWASP_Agentic_Top_10-10%2F10_Covered-blue)](../compliance/owasp-agCODE
MEDIUMdocs/i18n/README.zh-CN.md20[![OWASP Agentic Top 10](https://img.shields.io/badge/OWASP_Agentic_Top_10-10%2F10_Covered-blue)](../compliance/owasp-agCODE
MEDIUMdocs/i18n/README.ko.md38[![OWASP Agentic Top 10](https://img.shields.io/badge/OWASP_Agentic_Top_10-10%2F10_Covered-blue)](../compliance/owasp-agCODE
MEDIUMdocs/reference/comparison.md15When evaluating agent security tooling, developers often encounter [NeMo Guardrails](https://github.com/NVIDIA/NeMo-GuarCODE
MEDIUMdocs/reference/comparison.md45> ¹ **OWASP scoring methodology:** Each tool was assessed against the ten [OWASP Agentic Top 10 (2026)](https://genai.owCODE
MEDIUMdocs/proposals/COSAI-WS4-PROPOSAL.md9**Submission:** [cosai-oasis/ws4-secure-design-agentic-systems#42](https://github.com/cosai-oasis/ws4-secure-design-agenCODE
MEDIUMdocs/proposals/COSAI-WS4-PROPOSAL.md9**Submission:** [cosai-oasis/ws4-secure-design-agentic-systems#42](https://github.com/cosai-oasis/ws4-secure-design-agenCODE
MEDIUMdocs/proposals/COSAI-WS4-PROPOSAL.md110- [OWASP Agentic Top 10 Compliance Mapping](https://github.com/microsoft/agent-governance-toolkit/blob/main/docs/compliaCODE
MEDIUMdocs/proposals/COSAI-WS4-PROPOSAL.md114- [CoSAI Secure MCP Tool Design](https://github.com/cosai-oasis/ws4-secure-design-agentic-systems/blob/main/practical-guCODE
MEDIUMdocs/proposals/ANTHROPIC-INTEGRATION-PROPOSAL.md59│ └── policy-init.md # /policy-init — scaffold governance configCODE
MEDIUMdocs/proposals/OWASP-ASI-PROPOSAL.md88- Full compliance mapping: [OWASP-COMPLIANCE.md](https://github.com/microsoft/agent-governance-toolkit/blob/main/docs/coCODE
MEDIUMdocs/proposals/OWASP-ASI-PROPOSAL.md95- [OWASP Agentic Top 10](https://owasp.org/www-project-agentic-ai-threats-and-mitigations/)CODE
MEDIUMdocs/proposals/LFAI-PROPOSAL.md112- [OWASP Compliance Mapping](https://github.com/microsoft/agent-governance-toolkit/blob/main/docs/compliance/owasp-agentCODE
MEDIUMdocs/proposals/README.md25| **CoSAI/OASIS WS4** | [cosai-oasis/ws4#86](https://github.com/cosai-oasis/ws4-secure-design-agentic-systems/issues/86)CODE
111 more matches not shown…
Structural Annotation Overuse276 hits · 439 pts
SeverityFileLineSnippetContext
LOWdocs/TESTING_GUIDE.md39### Step 1: Clone and installCOMMENT
LOWdocs/TESTING_GUIDE.md50### Step 2: Set your LLM API keyCOMMENT
LOWdocs/TESTING_GUIDE.md68### Step 3: Run the demoCOMMENT
LOWdocs/TESTING_GUIDE.md83### Step 4: Run adversarial attacksCOMMENT
LOWdocs/TESTING_GUIDE.md110### Step 1: InstallCOMMENT
LOWdocs/TESTING_GUIDE.md116### Step 2: Create a policy fileCOMMENT
LOWdocs/TESTING_GUIDE.md149### Step 3: Use the toolkit in your codeCOMMENT
LOWdocs/TESTING_GUIDE.md189### Step 4: Add to a LangChain/CrewAI/ADK agentCOMMENT
LOWdocs/TESTING_GUIDE.md205### Step 1: InstallCOMMENT
LOWdocs/TESTING_GUIDE.md211### Step 2: Run the SQL policy testsCOMMENT
LOWdocs/TESTING_GUIDE.md226### Step 3: Test with custom YAML configCOMMENT
LOWdocs/modern-agent-architecture-overview.md198### Step 1: InstallCOMMENT
LOWdocs/modern-agent-architecture-overview.md206### Step 2: Your First Governed AgentCOMMENT
LOWdocs/modern-agent-architecture-overview.md233### Step 3: Wrap an Existing FrameworkCOMMENT
LOWdocs/modern-agent-architecture-overview.md251### Step 4: Verify OWASP CoverageCOMMENT
LOW⚡docs/integrations/mcp-trust-guide.md704 # Step 1: AuthorizationCOMMENT
LOW⚡docs/integrations/mcp-trust-guide.md714 # Step 2: Tool definition scanCOMMENT
LOW⚡docs/integrations/mcp-trust-guide.md721 # Step 3: Runtime interceptionCOMMENT
LOW⚡docs/integrations/mcp-trust-guide.md726 # Step 4: Execute the tool (your MCP server call here)COMMENT
LOW⚡docs/integrations/mcp-trust-guide.md729 # Step 5: Update trust based on outcomeCOMMENT
LOWdocs/tutorials/51-cost-governance.md72## Step 1: Basic Budget SetupCOMMENT
LOWdocs/tutorials/51-cost-governance.md90## Step 2: Pre-Task Budget CheckCOMMENT
LOWdocs/tutorials/51-cost-governance.md106## Step 3: Record Costs and Get AlertsCOMMENT
LOWdocs/tutorials/51-cost-governance.md131## Step 4: Watch Alerts EscalateCOMMENT
LOWdocs/tutorials/51-cost-governance.md162## Step 5: Organization-Wide BudgetCOMMENT
LOWdocs/tutorials/51-cost-governance.md186## Step 6: Cost Anomaly DetectionCOMMENT
LOWdocs/tutorials/51-cost-governance.md206## Step 7: Cost Optimization SuggestionsCOMMENT
LOWdocs/tutorials/50-decision-bom.md79## Step 1: Set Up Signal SourcesCOMMENT
LOWdocs/tutorials/50-decision-bom.md121## Step 2: Reconstruct a Single DecisionCOMMENT
LOWdocs/tutorials/50-decision-bom.md169## Step 3: Add Trust ContextCOMMENT
LOWdocs/tutorials/50-decision-bom.md214## Step 4: Full BOM with All SourcesCOMMENT
LOWdocs/tutorials/50-decision-bom.md247## Step 5: Batch ReconstructionCOMMENT
LOWdocs/tutorials/50-decision-bom.md273## Step 6: Export for AuditCOMMENT
LOWdocs/tutorials/19-dotnet-sdk.md469// Step 1: Create a cloud resourceSTRING
LOWdocs/tutorials/19-dotnet-sdk.md487// Step 2: Update the configuration databaseSTRING
LOWdocs/tutorials/35-policy-composition.md32## Step 1: Create the Org BaselineCOMMENT
LOWdocs/tutorials/35-policy-composition.md63## Step 2: Create Platform Shared ControlsCOMMENT
LOWdocs/tutorials/35-policy-composition.md91## Step 3: Create App-Specific PolicyCOMMENT
LOWdocs/tutorials/35-policy-composition.md123## Step 4: Load and EvaluateCOMMENT
LOWdocs/tutorials/35-policy-composition.md149## Step 5: Test Additive-Only EnforcementCOMMENT
LOWdocs/tutorials/35-policy-composition.md166## Step 6: Use with govern()COMMENT
LOWdocs/tutorials/42-csharp-mcp-extension.md57## Step 1 - Create a policy fileCOMMENT
LOWdocs/tutorials/42-csharp-mcp-extension.md80## Step 2 - Register the governed serverCOMMENT
LOWdocs/tutorials/42-csharp-mcp-extension.md108## Step 3 - Register toolsCOMMENT
LOWdocs/tutorials/42-csharp-mcp-extension.md174## Step 4 - Understand runtime behaviorCOMMENT
LOWdocs/tutorials/42-csharp-mcp-extension.md208## Step 5 - Tune the optionsCOMMENT
LOWdocs/tutorials/42-csharp-mcp-extension.md257## Step 6 - Use authenticated agent IDsCOMMENT
LOWdocs/tutorials/49-multi-agent-policies.md75## Step 1: Create a Basic Rate LimitCOMMENT
LOWdocs/tutorials/49-multi-agent-policies.md103## Step 2: Record Actions and EvaluateCOMMENT
LOWdocs/tutorials/49-multi-agent-policies.md133## Step 3: Limit Concurrent AgentsCOMMENT
LOWdocs/tutorials/49-multi-agent-policies.md168## Step 4: Alert Without BlockingCOMMENT
LOWdocs/tutorials/49-multi-agent-policies.md190## Step 5: Load Policies from ConfigurationCOMMENT
LOWdocs/tutorials/49-multi-agent-policies.md223## Step 6: Monitor with Window StatsCOMMENT
LOWdocs/tutorials/29-agent-discovery.md40## Step 1: InstallCOMMENT
LOWdocs/tutorials/29-agent-discovery.md53## Step 2: Scan Local ProcessesCOMMENT
LOWdocs/tutorials/29-agent-discovery.md82## Step 3: Scan Filesystem for Config ArtifactsCOMMENT
LOWdocs/tutorials/29-agent-discovery.md107## Step 4: Build an Inventory with DeduplicationCOMMENT
LOWdocs/tutorials/29-agent-discovery.md140## Step 5: Reconcile Against Your RegistryCOMMENT
LOWdocs/tutorials/29-agent-discovery.md186## Step 6: Use the CLICOMMENT
LOWdocs/tutorials/29-agent-discovery.md212## Step 7: Write a Custom ScannerCOMMENT
216 more matches not shown…
Deep Nesting398 hits · 358 pts
SeverityFileLineSnippetContext
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LOW…icy-engine/generator/acs_generator/manifest_builder.py65CODE
LOWpolicy-engine/generator/acs_generator/init_flow.py297CODE
LOWpolicy-engine/generator/acs_generator/init_flow.py350CODE
LOWpolicy-engine/generator/acs_generator/rego_builder.py51CODE
LOWpolicy-engine/generator/acs_generator/validation.py170CODE
LOWpolicy-engine/generator/acs_generator/validation.py210CODE
LOWpolicy-engine/generator/acs_generator/validation.py280CODE
LOWpolicy-engine/generator/acs_generator/validation.py316CODE
LOWpolicy-engine/generator/acs_generator/validation.py337CODE
LOWpolicy-engine/generator/acs_generator/validation.py371CODE
LOW…gine/sdk/python/tests/test_fail_closed_error_parity.py56CODE
LOWpolicy-engine/sdk/python/tests/test_real_packages.py415CODE
LOWpolicy-engine/sdk/python/tests/test_real_packages.py441CODE
LOWpolicy-engine/sdk/python/tests/test_telemetry.py538CODE
LOWpolicy-engine/sdk/python/tests/test_telemetry.py551CODE
LOW…k/python/agent_control_specification/_orchestration.py686CODE
LOW…e/sdk/python/agent_control_specification/validation.py83CODE
LOW…ython/agent_control_specification/_adapters/litellm.py715CODE
LOW…python/agent_control_specification/_adapters/openai.py398CODE
LOW…dk/python/agent_control_specification/_adapters/mcp.py205CODE
LOW…e/benchmarks/agentdojo/acs_agentdojo_bench/pipeline.py264CODE
LOWpolicy-engine/scripts/lint_logging.py195CODE
LOWtests/redteam/benchmark/benchmark.py189CODE
LOWtests/ci/test_regression_credential_boundary.py88CODE
LOW…mples/physical-attestation-governed/getting_started.py104CODE
LOW…les/aegis-governance-profile/tests/test_compilation.py489CODE
LOW…les/aegis-governance-profile/tests/test_compilation.py512CODE
LOWexamples/mcp-receipt-governed/demo.py21CODE
LOWexamples/pipeline-governance/demo.py390CODE
LOWexamples/pipeline-governance/demo.py182CODE
LOWexamples/pipeline-governance/demo.py204CODE
LOWexamples/k8s-agent-sandbox-governed/run_agent.py124CODE
LOWbenchmarks/prompt-injection/harness/generate-corpus.py384CODE
LOWbenchmarks/prompt-injection/harness/generate-corpus.py732CODE
LOWbenchmarks/prompt-injection/harness/check-corpus.py135CODE
LOWscripts/check_lockfile_integrity.py860CODE
LOWscripts/check_release_age.py140CODE
LOWscripts/check_release_age.py203CODE
LOWscripts/check_release_age.py301CODE
LOWscripts/check_license_headers.py104CODE
LOWscripts/credential_audit.py215CODE
LOWscripts/contributor_check.py514CODE
LOWscripts/contributor_check.py601CODE
LOWscripts/contributor_check.py803CODE
LOWscripts/sync-version.py167CODE
LOWscripts/check_install_scripts.py235CODE
LOWscripts/check_install_scripts.py262CODE
LOWscripts/check_install_scripts.py352CODE
LOWscripts/check_vendor_imports.py38CODE
LOWscripts/check_vendor_imports.py53CODE
LOWscripts/check_dependency_confusion.py389CODE
LOWscripts/check_dependency_confusion.py415CODE
LOWscripts/check_dependency_confusion.py425CODE
LOWscripts/check_dependency_confusion.py496CODE
LOWscripts/_supply_chain_common.py191CODE
LOWscripts/check_dependency_scorecard.py199CODE
LOWscripts/check_dependency_scorecard.py426CODE
LOWscripts/check_dependency_scorecard.py639CODE
LOWscripts/cluster_detect.py159CODE
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Self-Referential Comments117 hits · 358 pts
SeverityFileLineSnippetContext
MEDIUM…python/examples/real_packages/foundry_agent_guarded.py98 # Create the hosted agent with the tool definitions but WITHOUT enablingCOMMENT
MEDIUMexamples/terraform-azure/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUMexamples/mcp-receipt-governed/demo.py39 # Create the adapterCOMMENT
MEDIUMexamples/terraform-aws/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM…/agent-compliance/src/agent_compliance/cli/red_team.py286 # Create a chaos experiment with all adversarial fault types registeredCOMMENT
MEDIUM…-governance-python/agent-os/tests/nexus/test_client.py198 # Create a transferCOMMENT
MEDIUM⚡…overnance-python/agent-os/examples/copilot_governed.py309 # Create a temporary workspaceSTRING
MEDIUM⚡…agent-os/examples/crewai-safe-mode/crewai_safe_mode.py360 # Create the crewCOMMENT
MEDIUM⚡…-python/agent-os/examples/carbon-auditor/demo_audit.py79 # Create a trace context for distributed tracing (AMB-004)COMMENT
MEDIUM…ples/carbon-auditor/data/projects/sample-projects.yaml6# This file contains synthetic data modeled after real projects.COMMENT
MEDIUM…vernance-python/agent-os/examples/hello-world/agent.py18 # Create a stateless kernel (includes read_only, no_pii, strict policies)COMMENT
MEDIUM…/agent-os/examples/self-evaluating/tests/test_agent.py23 # Create a test memory file using tempfile for cross-platform compatibilityCOMMENT
MEDIUM…nt-os/examples/self-evaluating/tests/test_decoupled.py51 # Create a test stream fileCOMMENT
MEDIUM…mples/self-evaluating/tests/test_polymorphic_output.py373 # Create a component with nested childrenCOMMENT
MEDIUM…xamples/self-evaluating/tests/test_intent_detection.py120 # Create a test stream fileCOMMENT
MEDIUM…s/self-evaluating/tests/test_constraint_engineering.py362 # Create a custom rule using constraint_engine moduleCOMMENT
MEDIUM…s/examples/self-evaluating/tests/test_orchestration.py33 # Create a valid workflowCOMMENT
MEDIUM…s/examples/self-evaluating/tests/test_orchestration.py205 # Create a simple workerCOMMENT
MEDIUM…s/examples/self-evaluating/tests/test_orchestration.py218 # Create a simple single-step workflowCOMMENT
MEDIUM⚡…s/examples/self-evaluating/tests/test_orchestration.py363 # Create a worker that failsCOMMENT
MEDIUM⚡…s/examples/self-evaluating/tests/test_orchestration.py367 # Create a fallback workerCOMMENT
MEDIUM…/examples/self-evaluating/tests/test_wisdom_curator.py95 # Create a design check reviewCOMMENT
MEDIUM…/examples/self-evaluating/tests/test_wisdom_curator.py151 # Create a strategic sampleCOMMENT
MEDIUM…lf-evaluating/tests/test_wisdom_curator_integration.py45 # Create an event that will trigger learningCOMMENT
MEDIUM…nt-os/examples/self-evaluating/tests/test_telemetry.py25 # Create a basic eventCOMMENT
MEDIUM…nt-os/examples/self-evaluating/tests/test_telemetry.py68 # Create a temporary fileCOMMENT
MEDIUM…nt-os/examples/self-evaluating/tests/test_telemetry.py89 # Create a temporary fileCOMMENT
MEDIUM…nt-os/examples/self-evaluating/tests/test_telemetry.py125 # Create a temporary fileCOMMENT
MEDIUM…nt-os/examples/self-evaluating/tests/test_telemetry.py161 # Create a temporary fileCOMMENT
MEDIUM…nt-os/examples/self-evaluating/tests/test_telemetry.py198 # Create a temporary fileCOMMENT
MEDIUM…nt-os/examples/self-evaluating/tests/test_telemetry.py233 # Create a temporary fileCOMMENT
MEDIUM…s/self-evaluating/tests/test_evaluation_engineering.py105 # Create a temporary fileCOMMENT
MEDIUM…s/self-evaluating/tests/test_evaluation_engineering.py272 # Create a simple datasetCOMMENT
MEDIUM…s/self-evaluating/tests/test_evaluation_engineering.py287 # Create a simple rubricCOMMENT
MEDIUM…s/self-evaluating/tests/test_evaluation_engineering.py297 # Create a simple AI function that always returns "4"COMMENT
MEDIUM…self-evaluating/examples/example_polymorphic_output.py329 # Create a chart responseCOMMENT
MEDIUM…les/self-evaluating/examples/example_agent_metadata.py37 # Create a metadata manifest for a specialized agentCOMMENT
MEDIUM…les/self-evaluating/examples/example_wisdom_curator.py58 # Create a design check reviewCOMMENT
MEDIUM…thon/agent-os/examples/self-evaluating/src/observer.py614 # Create a critique based on intent-specific failureSTRING
MEDIUM…s/examples/self-evaluating/src/universal_signal_bus.py162 # Create a query that describes the changeCOMMENT
MEDIUMagent-governance-python/agent-os/scripts/quickstart.sh38# Create a simple agentCOMMENT
MEDIUM⚡…agent-os/modules/caas/tests/test_metadata_injection.py26 # Create a simple sectionCOMMENT
MEDIUM⚡…agent-os/modules/caas/tests/test_metadata_injection.py33 # Create a mock documentCOMMENT
MEDIUM…agent-os/modules/caas/tests/test_metadata_injection.py68 # Create an HTML document with hierarchyCOMMENT
MEDIUM…agent-os/modules/caas/tests/test_metadata_injection.py202 # Create a document with explicit parent relationshipsCOMMENT
MEDIUM…os/modules/caas/tests/test_structure_aware_indexing.py24 # Create a code document with different tier contentCOMMENT
MEDIUM…-python/agent-os/modules/caas/tests/test_time_decay.py113 # Create a document storeCOMMENT
MEDIUM…-python/agent-os/modules/caas/tests/test_time_decay.py195 # Create a recent documentCOMMENT
MEDIUM…on/agent-os/modules/caas/tests/test_pragmatic_truth.py237 # Create a document with conflicting sectionsCOMMENT
MEDIUM…ernance-python/agent-os/modules/caas/tests/test_vfs.py26 # Create a fileCOMMENT
MEDIUM…thon/agent-os/modules/caas/tests/test_functionality.py116 # Create a test documentCOMMENT
MEDIUM…ce-python/agent-os/modules/caas/src/caas/enrichment.py79 # Create a new section with enriched contentCOMMENT
MEDIUM…python/agent-os/modules/caas/src/caas/storage/store.py315 # Create a list of sections with adjusted weights (don't mutate original)COMMENT
MEDIUM…python/agent-os/modules/caas/src/caas/storage/store.py319 # Create a shallow copy of the section and adjust weightCOMMENT
MEDIUM…ce-python/agent-os/modules/emk/examples/basic_usage.py20 # Create a temporary file for storage using secure methodCOMMENT
MEDIUM…nce-python/agent-os/modules/amb/tests/test_features.py450 # Create an already-expired messageCOMMENT
MEDIUM⚡…ance-python/agent-os/modules/amb/tests/test_tracing.py44 # Create a trace context and publish message within itCOMMENT
MEDIUM…hon/agent-os/modules/amb/examples/advanced_features.py30# Define a schema for fraud alertsCOMMENT
MEDIUM…hon/agent-os/modules/amb/examples/advanced_features.py126 # Create a child spanCOMMENT
MEDIUM…governance-python/agent-os/modules/atr/atr/executor.py185 # Import required modulesCOMMENT
57 more matches not shown…
Over-Commented Block286 hits · 280 pts
SeverityFileLineSnippetContext
LOW.pre-commit-hooks.yaml1# Pre-commit hooks for Agent Governance Toolkit.COMMENT
LOW.gitleaks.toml1# Gitleaks configuration for the AGT monorepo.COMMENT
LOW.cspell-repo-terms.txt1COMMENT
LOW.cspell-repo-terms.txt21# --- West/North Africa regulatory policy terms ---COMMENT
LOWpolicy-engine/core/tests/committed_manifests.rs1// Copyright (c) Microsoft Corporation.COMMENT
LOWpolicy-engine/core/src/lib.rs1// Copyright (c) Microsoft Corporation.COMMENT
LOWpolicy-engine/core/src/lib.rs21//! | `InterventionPointResult` | `runtime::EvaluationResult` |COMMENT
LOWpolicy-engine/core/src/telemetry_sinks.rs1// Copyright (c) Microsoft Corporation.COMMENT
LOWpolicy-engine/core/src/identity.rs1// Copyright (c) Microsoft Corporation.COMMENT
LOWpolicy-engine/core/src/manifest_yaml.rs21pub use agent_control_spec::SUPPORTED_VERSIONS;COMMENT
LOW…ine/integrations/annotators/examples/live_llm_judge.rs1//! Live exercise of the reference annotators against real endpoints.COMMENT
LOWpolicy-engine/integrations/annotators/src/lib.rs1//! Reference annotator dispatchers for Agent Control Specification.COMMENT
LOWpolicy-engine/integrations/rig/src/lib.rs1//! Real [Rig](https://docs.rig.rs) integration for Agent Control Specification.COMMENT
LOWpolicy-engine/generator/acs_generator/rego_builder.py101def _read_expr_for_path(path: str) -> str:COMMENT
LOW…hon/examples/real_packages/foundry_governance.acs.yaml1# Committed ACS manifest for the Azure AI Foundry tool-governance example.COMMENT
LOWpolicy-engine/sdk/rust/src/lib.rs1//! Agent Control Specification — Rust SDK.COMMENT
LOWpolicy-engine/sdk/rust/src/ffi.rs441}COMMENT
LOWpolicy-engine/sdk/rust/src/ffi.rs461 unsafe { write_err(err, "null builder") };COMMENT
LOWpolicy-engine/sdk/rust/src/host/evaluation.rs1// Copyright (c) Microsoft Corporation.COMMENT
LOWpolicy-engine/sdk/rust/src/host/evaluation.rs41 /// Discharge the host obligations over a raw engine result.COMMENT
LOWpolicy-engine/sdk/rust/src/host/mod.rs121 agent_control_spec::OpaPolicyDispatcher::with_runner(COMMENT
LOWpolicy-engine/sdk/rust/src/host/mod.rs201/// range, and DNS rebinding between this check and the connect, need aCOMMENT
LOWpolicy-engine/sdk/rust/src/host/mod.rs241 "URL '{url}' targets a blocked destination ({detail}); manifest fetches must \COMMENT
LOWpolicy-engine/sdk/rust/src/host/mod.rs261/// instead of following it. `ureq` never raises a redirect error at thisCOMMENT
LOWpolicy-engine/sdk/rust/src/host/mod.rs281/// fetcher follows redirects inside its HTTP client without re-checking eachCOMMENT
LOWpolicy-engine/sdk/rust/src/host/mod.rs441 Self::from_manifest_with_dispatchers_and_limits(COMMENT
LOWpolicy-engine/sdk/rust/src/host/snapshot.rs21 // AGT D1: transform permits the action. The engine never appliesCOMMENT
LOWpolicy-engine/sdk/rust/src/host/tests.rs1201 // re-running the guard and exposes no hook, so a vetted public URL couldCOMMENT
LOW…ControlSpecification.Tests/Agt1TransformGateHarness.cs1using System.Text.Json;COMMENT
LOW…sdk/dotnet/src/AgentControlSpecification/Primitives.cs121 /// </summary>COMMENT
LOW…sdk/dotnet/src/AgentControlSpecification/Primitives.cs141}COMMENT
LOWpolicy-engine/scripts/demo_end_to_end.sh1#!/usr/bin/env bashCOMMENT
LOWpolicy-engine/scripts/demo_end_to_end.sh21# clear status banner. Stops at the first failure and surfaces theCOMMENT
LOW…otnet/tests/AgentGovernance.Tests/PolicyEngineTests.cs221 Assert.Empty(engine.ListPolicies());COMMENT
LOW…dotnet/tests/AgentGovernance.Tests/AuditLoggerTests.cs221 Assert.True(logger.Verify());COMMENT
LOW…gentGovernance.Tests/PolicyBackendArgumentListTests.cs1// Copyright (c) Microsoft Corporation.COMMENT
LOW…ts/AgentGovernance.Tests/OpaPolicyBackendAsyncTests.cs1// Copyright (c) Microsoft Corporation.COMMENT
LOW…examples/AspNetMiddleware/GovernanceCheckMiddleware.cs1// Copyright (c) Microsoft Corporation.COMMENT
LOW…amples/AspNetMiddleware/Controllers/ItemsController.cs1// Copyright (c) Microsoft Corporation.COMMENT
LOWagent-governance-dotnet/examples/Quickstart/Program.cs1// Copyright (c) Microsoft Corporation.COMMENT
LOW…ernance-dotnet/src/AgentGovernance/GovernanceKernel.cs21 /// </summary>COMMENT
LOW…ernance-dotnet/src/AgentGovernance/GovernanceKernel.cs41 /// </summary>COMMENT
LOW…ernance-dotnet/src/AgentGovernance/GovernanceKernel.cs61 /// Defaults to <c>false</c>.COMMENT
LOW…ernance-dotnet/src/AgentGovernance/GovernanceKernel.cs81 public CircuitBreakerConfig? CircuitBreakerConfig { get; init; }COMMENT
LOW…ernance-dotnet/src/AgentGovernance/GovernanceKernel.cs101/// Console.WriteLine($"Blocked: {result.Reason}");COMMENT
LOW…ernance-dotnet/src/AgentGovernance/GovernanceKernel.cs121COMMENT
LOW…ernance-dotnet/src/AgentGovernance/GovernanceKernel.cs141 /// </summary>COMMENT
LOW…ernance-dotnet/src/AgentGovernance/GovernanceKernel.cs161COMMENT
LOW…dotnet/src/AgentGovernance/Security/CredentialVault.cs121/// cannot probe vault contents via deny shape.COMMENT
LOW…dotnet/src/AgentGovernance/Security/CredentialVault.cs481 /// Workflow-policy allowlist of handle names eligible for substitutionCOMMENT
LOW…entGovernance/Security/HealthcareIdentifierDetector.cs61 /// </summary>COMMENT
LOW…src/AgentGovernance/Security/PromptDefenseEvaluator.cs21 /// Human-readable vector name.COMMENT
LOW…src/AgentGovernance/Security/PromptDefenseEvaluator.cs41/// <summary>COMMENT
LOW…src/AgentGovernance/Security/PromptDefenseEvaluator.cs61 /// <summary>COMMENT
LOW…src/AgentGovernance/Security/PromptDefenseEvaluator.cs81 /// <summary>COMMENT
LOW…rc/AgentGovernance/Integration/GovernanceMiddleware.cs21 public bool Allowed { get; init; }COMMENT
LOW…rc/AgentGovernance/Integration/GovernanceMiddleware.cs41/// Agents call <see cref="EvaluateToolCall"/> before executing any tool to enforceCOMMENT
LOW…overnance-dotnet/src/AgentGovernance/Mcp/McpGateway.cs81/// Gateway pipeline for governed MCP traffic.COMMENT
LOW…e-dotnet/src/AgentGovernance/Mcp/IResponseSanitizer.cs1// Copyright (c) Microsoft Corporation. Licensed under the MIT License.COMMENT
LOW…ce-dotnet/src/AgentGovernance/Audit/GovernanceEvent.cs41{COMMENT
226 more matches not shown…
Cross-Language Confusion42 hits · 215 pts
SeverityFileLineSnippetContext
HIGHtests/ci/test_regression_credential_boundary.py272 # The catch-all or any non-Slack arm must not unconditionally return falseCOMMENT
HIGHtests/ci/test_regression_ci_test_swallow.py8 pip install ... --require-hashes -r ci-test.txt 2>/dev/null || trueSTRING
HIGHtests/ci/test_regression_ci_test_swallow.py41 f"failures via `2>/dev/null || true`. Window:\n{window}"CODE
HIGHexamples/k8s-agent-sandbox-governed/test_run_agent.py24 "echo ok && rm -rf /",CODE
HIGHexamples/k8s-agent-sandbox-governed/test_run_agent.py26 "cd /tmp && rm -rf ./build",CODE
HIGH⚡examples/k8s-agent-sandbox-governed/test_run_agent.py86 "echo hello && ls -la",CODE
HIGHscripts/ci/generate_workflows.py353 " group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}",CODE
HIGHscripts/tests/test_supply_chain_common.py452 """Removed file (+++ /dev/null) must not become a current_file."""STRING
HIGH…sh-integrations/cedarling-acs/tests/test_dispatcher.py311 ' context has device && context.device != "mobile"\n'CODE
HIGH⚡…nt-compliance/src/agent_compliance/security/scanner.py282 - line: Line number (integer or null)STRING
HIGH⚡…nt-compliance/src/agent_compliance/security/scanner.py283 - cve: CVE identifier (string or null)STRING
HIGH⚡…nt-compliance/src/agent_compliance/security/scanner.py284 - expires: ISO 8601 datetime (string or null)STRING
HIGH⚡…ce-python/agent-os/tests/test_conversation_guardian.py174 score, _ = d.score_message("pip install flask-unsign && flask-unsign --decode")CODE
HIGH…vernance-python/agent-os/examples/hello-world/agent.py7Run with: pip install agent-os-kernel && python agent.pySTRING
HIGH…-python/agent-os/examples/quickstart/my_first_agent.py7Run with: pip install agent-os-kernel && python my_first_agent.pySTRING
HIGH…n/agent-os/services/cloud-board/api/routes/registry.py97 (verification_key || proof_timestamp) with the private keySTRING
HIGH…overnance-python/agent-os/src/agent_os/cli/__init__.py127 suggestion="Run: agentos init && agentos secure",CODE
HIGH…thon/agt-policies/tests/test_migrate_snapshot_guard.py5``input.snapshot`` is absent, null, or a non-object, every field accessor isSTRING
HIGH…thon/agt-policies/tests/test_migrate_snapshot_guard.py6undefined, no ``_match_i`` rule fires, and evaluation would fall through to theSTRING
HIGH⚡…e-python/agt-policies/tests/test_migrate_resolution.py1394 assert out == 'object.get(input.snapshot, ["content_hash"], null)'CODE
HIGH⚡…e-python/agt-policies/tests/test_migrate_resolution.py1399 assert out == 'object.get(input.snapshot, ["tool_call", "content_hash"], null)'CODE
HIGH⚡…e-python/agt-policies/tests/test_migrate_resolution.py1412 assert out == 'object.get(input.snapshot, ["a", "b", "c"], null)'CODE
HIGH⚡…e-python/agt-policies/tests/test_migrate_resolution.py1525 assert 'object.get(input.snapshot, ["tool_call", "content_hash"], null)' in regoCODE
HIGH…e-python/agt-policies/tests/test_migrate_resolution.py581 "deny and[eq null, ne X] fires on region==null; child allow eq null "CODE
HIGH…e-python/agt-policies/tests/test_migrate_resolution.py543 """Deny ``and[eq null, ne X]`` fires on an absent field; overlap must drop child.STRING
HIGH…cenarios/test_null_and_string_predicate_fail_closed.py9 ``object.get(..., null)`` default collapses absent and present-null, so aSTRING
HIGH…/agt-policies/src/agt/cli/_migrate_resolution/build.py334 # null, or not an object, every field accessor is undefined, no _match_iCOMMENT
HIGH…/agt-policies/src/agt/cli/_migrate_resolution/build.py340 # itself undefined), so the absent-snapshot case would leak through toCOMMENT
HIGH…/agt-policies/src/agt/cli/_migrate_resolution/build.py356 "\"message\": \"input.snapshot is absent, null, or not an object; "CODE
HIGH…/agt-policies/src/agt/cli/_migrate_resolution/build.py390 return f"object.get(input.snapshot, {json.dumps(parts)}, null)"CODE
HIGH⚡…/agt-policies/src/agt/cli/_migrate_resolution/build.py431 # field and a genuinely present null, collapsing the two, so aCOMMENT
HIGH⚡…/agt-policies/src/agt/cli/_migrate_resolution/build.py438 if accessor.endswith(", null)"):CODE
HIGH⚡…/agt-policies/src/agt/cli/_migrate_resolution/build.py440 accessor[: -len(", null)")]CODE
HIGH⚡…n/agent-hypervisor/tests/unit/test_command_denylist.py138 result = self.enforcer.check_command("curl && rm -rf /")CODE
HIGHagent-governance-python/agent-mesh/tests/test_x3dh.py193 """Associated data is initiator IK || responder IK."""STRING
HIGH…ython/agent-mesh/examples/trust-dashboard/dashboard.py163let histChart=null, tierChart=null;CODE
HIGH…ython/agent-mesh/examples/trust-dashboard/dashboard.py238 datasets.push({CODE
HIGH…nce-python/agent-mesh/src/agentmesh/encryption/x3dh.py367 KDF input = F || KMSTRING
HIGH…python/agent-mesh/src/agentmesh/server/trust_engine.py74 proof: str = Field(..., description="Base64 Ed25519 signature over (public_key || proof_timestamp)")CODE
HIGH…e-python/agent-mesh/src/agentmesh/governance/policy.py1019 f"rego source (data.{package} is undefined) — every "CODE
HIGH…ance-python/agent-mesh/src/agentmesh/governance/opa.py336 # declaration — which is undefined, not a Rego error: opa evalCOMMENT
HIGH…-python/agent-mesh/src/agentmesh/reward/trust_decay.py341 """KL(P || Q) with Laplace smoothing."""STRING
Hallucination Indicators16 hits · 175 pts
SeverityFileLineSnippetContext
CRITICAL⚡…ance-python/agent-sandbox/tests/test_docker_sandbox.py1625 provider._client.containers.run.return_value.exec_run.assert_not_called()CODE
CRITICAL…/src/main/kotlin/com/agentos/plugin/actions/Actions.kt104 val toolWindowManager = com.intellij.openapi.wm.ToolWindowManager.getInstance(project)CODE
CRITICAL…/src/main/kotlin/com/agentos/plugin/actions/Actions.kt116 com.intellij.openapi.options.ShowSettingsUtil.getInstance()CODE
CRITICAL…/src/main/kotlin/com/agentos/plugin/actions/Actions.kt147 com.intellij.openapi.vfs.LocalFileSystem.getInstance().refreshAndFindFileByPath(configFile.absolutePath)CODE
CRITICAL…python/agent-os/extensions/chrome/devtools/devtools.js35 chrome.devtools.panels.elements.onSelectionChanged.addListener(() => {CODE
CRITICAL⚡…n/agent-os/src/agent_os/integrations/openai_adapter.py436 return self._client.beta.threads.messages.list(CODE
CRITICAL⚡…n/agent-os/src/agent_os/integrations/openai_adapter.py691 return self._client.beta.threads.runs.submit_tool_outputs(CODE
CRITICAL…n/agent-os/src/agent_os/integrations/openai_adapter.py418 message = self._client.beta.threads.messages.create(CODE
CRITICAL…n/agent-os/src/agent_os/integrations/openai_adapter.py497 run = self._client.beta.threads.runs.create(**run_kwargs)CODE
CRITICAL…n/agent-os/src/agent_os/integrations/openai_adapter.py529 with self._client.beta.threads.runs.stream(CODE
CRITICAL…n/agent-os/src/agent_os/integrations/openai_adapter.py571 run = self._client.beta.threads.runs.retrieve(CODE
CRITICAL…icies/tests/scenarios/test_openai_adapter_scenarios.py134 client.beta.threads.messages.create.assert_called_once()CODE
CRITICAL…icies/tests/scenarios/test_openai_adapter_scenarios.py161 client.beta.threads.messages.create.assert_not_called()CODE
CRITICAL…icies/tests/scenarios/test_openai_adapter_scenarios.py187 client.beta.threads.messages.create.assert_called_once()CODE
CRITICAL…icies/tests/scenarios/test_openai_adapter_scenarios.py217 client.beta.threads.messages.create.assert_called_once()CODE
CRITICAL…icies/tests/scenarios/test_openai_adapter_scenarios.py236 client.beta.threads.messages.create.assert_not_called()CODE
Redundant / Tautological Comments112 hits · 166 pts
SeverityFileLineSnippetContext
LOWtests/ci/test_regression_credential_boundary.py214 # Check if this arm opens a blockCOMMENT
LOW⚡examples/cost-governance/cost_governance_demo.py64 # Check if killedCOMMENT
LOWexamples/pipeline-governance/demo.py176 # Check if this is a bare forbid (no when clause)COMMENT
LOWscripts/contributor_check.py460 # Check if created within 48-hour windowsCOMMENT
LOWscripts/ci/security-audit-required.sh28# Check if any capability paths are touchedCOMMENT
LOWscripts/ci/no-unauthed-registration.sh37 # Check if the file has proof-of-possession verificationCOMMENT
LOW…tions/langchain-agentmesh/langchain_agentmesh/trust.py805 # Check if delegation is still validCOMMENT
LOW…s/langchain-agentmesh/langchain_agentmesh/callbacks.py187 # Check if tool requires verificationCOMMENT
LOW…s/langchain-agentmesh/langchain_agentmesh/callbacks.py189 # Check if invoker is in verified peersCOMMENT
LOW…governance-python/agentmesh-integrations/dify/trust.py188 # Check if we have historical scoreCOMMENT
LOW…mpliance/src/agent_compliance/cli/contributor_check.py524 # Check if created within 48-hour windowsCOMMENT
LOW…ce-python/agent-os/tests/test_layer2_infrastructure.py12# Check if optional packages are installedCOMMENT
LOW…ernance-python/agent-os/tests/test_layer3_framework.py10# Check if control plane submodules are installedCOMMENT
LOW…vernance-python/agent-os/tests/test_kernel_critical.py20# Check if optional modules are availableCOMMENT
LOW…rnance-python/agent-os/tests/test_layer1_primitives.py10# Check if optional packages are installedCOMMENT
LOWagent-governance-python/agent-os/examples/run-demo.sh41# Check if demo existsCOMMENT
LOW…nce-python/agent-os/examples/pharma-compliance/demo.py366 # Check if draft claims stronger significance than actualCOMMENT
LOW…rnance-python/agent-os/examples/iot-smart-home/main.py186 # Check if in private room that's occupiedCOMMENT
LOW…vernance-python/agent-os/examples/legal-review/main.py383 # Check if clause type is presentCOMMENT
LOW…vernance-python/agent-os/examples/legal-review/main.py509 # Check if user is authorizedCOMMENT
LOW…ernance-python/agent-os/examples/hr-recruiting/main.py92 # Check if key relates to protected characteristicsCOMMENT
LOW…t-os/examples/self-evaluating/tests/test_ghost_mode.py117 os.close(fd) # Close the file descriptor immediatelyCODE
LOW…t-os/examples/self-evaluating/tests/test_ghost_mode.py452 # Check if pattern was learnedCOMMENT
LOW…-evaluating/examples/example_evaluation_engineering.py172 # Check if expected date is in the outputCOMMENT
LOW…les/self-evaluating/examples/example_agent_metadata.py316 # Check if fetcher output matches transformer inputCOMMENT
LOW…les/self-evaluating/examples/example_agent_metadata.py325 # Check if transformer output matches reporter inputCOMMENT
LOW…s/self-evaluating/examples/example_orchestration_ai.py294 # Display resultsCOMMENT
LOW…ples/self-evaluating/examples/example_orchestration.py238 # Display resultsCOMMENT
LOW…thon/agent-os/examples/self-evaluating/src/observer.py273 # Check if issue was resolved (last event success status)STRING
LOW…on/agent-os/examples/self-evaluating/src/ghost_mode.py377 # Check if we should surface this observationCOMMENT
LOW…on/agent-os/examples/self-evaluating/src/ghost_mode.py538 # Check if this matches a known patternCOMMENT
LOW…ent-os/examples/self-evaluating/src/circuit_breaker.py245 # Check if metrics meet thresholdsCOMMENT
LOW…gent-os/examples/self-evaluating/src/prioritization.py187 # Check if similar correction existsCOMMENT
LOW…gent-os/examples/self-evaluating/src/prioritization.py229 # Check if preference existsCOMMENT
LOW…gent-os/examples/self-evaluating/src/prioritization.py263 # Check if correction is recentCOMMENT
LOW…gent-os/examples/self-evaluating/src/prioritization.py268 # Check if correction is relevant to this userCOMMENT
LOW…-python/agent-os/examples/self-evaluating/src/agent.py911 # Check if score meets thresholdSTRING
LOW⚡…-os/examples/self-evaluating/src/polymorphic_output.py174 # Check if it's codeCOMMENT
LOW⚡…-os/examples/self-evaluating/src/polymorphic_output.py181 # Check if it's time series (list of dicts with timestamp)COMMENT
LOW⚡…-os/examples/self-evaluating/src/polymorphic_output.py184 # Check if it's tabular (list of dicts with same keys)COMMENT
LOW…nce-python/agent-os/examples/tool-using-agent/agent.py103 # Check if agent wants to use a toolCOMMENT
LOW…thon/agent-os/modules/caas/src/caas/pragmatic_truth.py285 # Check if sections are about similar topicsCOMMENT
LOW…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py294 # Check if this path is a child of the directoryCOMMENT
LOW…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py337 # Check if this file is in the requested directoryCOMMENT
LOW…ce-python/agent-os/modules/caas/src/caas/api/server.py230 # Read file contentCOMMENT
LOW…governance-python/agent-os/modules/amb/amb_core/bus.py265 # Check if message is expired (AMB-007)COMMENT
LOW⚡…-python/agent-os/modules/amb/amb_core/memory_broker.py141 # Check if there are messages to deliverCOMMENT
LOW⚡…-python/agent-os/modules/amb/amb_core/memory_broker.py149 # Check if this is a response messageCOMMENT
LOW…-python/agent-os/modules/amb/amb_core/memory_broker.py198 # Check if queue is at max capacityCOMMENT
LOW…-python/agent-os/modules/amb/amb_core/memory_broker.py221 # Check if this is a response message for request-response patternCOMMENT
LOW⚡…dules/amb/amb_core/adapters/azure_servicebus_broker.py206 # Check if message matches topic filterCOMMENT
LOW…t-governance-python/agent-os/modules/nexus/registry.py103 # Check if already registeredCOMMENT
LOW…t-governance-python/agent-os/modules/nexus/registry.py248 # Check if registeredCOMMENT
LOW…overnance-python/agent-os/modules/atr/atr/injection.py370 # Check if default is an injection markerCOMMENT
LOW…overnance-python/agent-os/modules/atr/atr/decorator.py56 # Check if it's a Union (which includes Optional)COMMENT
LOW…governance-python/agent-os/modules/atr/atr/policies.py222 # Check if we can make a callCOMMENT
LOW…governance-python/agent-os/modules/atr/atr/policies.py268 # Check if we can make a callCOMMENT
LOW…governance-python/agent-os/modules/atr/atr/executor.py262 # Check if it's a timeoutCOMMENT
LOW…governance-python/agent-os/modules/atr/atr/executor.py326 " # Print result with marker for parsing",CODE
LOW…hon/agent-os/modules/atr/atr/tools/safe/file_reader.py108 # Check if within sandboxCOMMENT
52 more matches not shown…
Verbosity Indicators76 hits · 141 pts
SeverityFileLineSnippetContext
LOW⚡examples/mcp-trust-verified-server/server.py51# Step 1: Configure the trust proxy with per-tool policies.COMMENT
LOWexamples/mcp-trust-verified-server/server.py73# Step 2: Register tool fingerprints for rug-pull detection.COMMENT
LOW⚡scripts/credential_audit.py323 # Step 1: Find mergesCOMMENT
LOW⚡scripts/credential_audit.py329 # Step 2: Find spray citationsCOMMENT
LOW⚡scripts/credential_audit.py333 # Step 3: Calculate spray windowCOMMENT
LOW⚡.github/pipelines/esrp-publish.yml1251 # Step 4: Push signed package to NuGet.orgCOMMENT
LOW.github/pipelines/esrp-publish.yml1153 # Step 1: Authenticode sign DLLs inside the NuGet packageCOMMENT
LOW.github/pipelines/esrp-publish.yml1208 # Step 2: Sign the .nupkg with ESRP NuGet Signing (CP-401405)COMMENT
LOW.github/pipelines/esrp-publish.yml1238 # Step 3: Verify the signed NuGet packageCOMMENT
LOW⚡…agent-compliance/examples/prompt_defense_governance.py180 # Step 1: Evaluate prompt defenseCOMMENT
LOW⚡…agent-compliance/examples/prompt_defense_governance.py185 # Step 2: Governance verification (if toolkit installed)COMMENT
LOW⚡…agent-compliance/examples/prompt_defense_governance.py208 # Step 3: Deployment decisionCOMMENT
LOW⚡…ompliance/src/agent_compliance/cli/credential_audit.py382 # Step 1: Find mergesCOMMENT
LOW⚡…ompliance/src/agent_compliance/cli/credential_audit.py388 # Step 2: Find spray citationsCOMMENT
LOW⚡…ompliance/src/agent_compliance/cli/credential_audit.py392 # Step 3: Calculate spray windowCOMMENT
LOW⚡…thon/agent-os/extensions/copilot/src/agentGenerator.ts480 // Step 1: Fetch data from sourcesCOMMENT
LOW⚡…thon/agent-os/extensions/copilot/src/agentGenerator.ts483 // Step 2: Process dataCOMMENT
LOW⚡…thon/agent-os/extensions/copilot/src/agentGenerator.ts486 // Step 3: Send to outputsCOMMENT
LOW⚡…thon/agent-os/extensions/copilot/src/agentGenerator.ts585 // Step 1: Fetch data from sourcesCOMMENT
LOW⚡…thon/agent-os/extensions/copilot/src/agentGenerator.ts593 // Step 2: Process dataCOMMENT
LOW⚡…thon/agent-os/extensions/copilot/src/agentGenerator.ts601 // Step 3: Send to outputsCOMMENT
LOW⚡…thon/agent-os/extensions/copilot/src/agentGenerator.ts389 # Step 1: Fetch data from sourcesSTRING
LOW⚡…thon/agent-os/extensions/copilot/src/agentGenerator.ts392 # Step 2: Process dataSTRING
LOW⚡…thon/agent-os/extensions/copilot/src/agentGenerator.ts395 # Step 3: Send to outputsSTRING
LOW⚡…/kotlin/com/agentos/plugin/agents/AgentWizardDialog.kt28 // Step 1: Template selectionCOMMENT
LOW⚡…/kotlin/com/agentos/plugin/agents/AgentWizardDialog.kt32 // Step 2: Agent configurationCOMMENT
LOW⚡…/kotlin/com/agentos/plugin/agents/AgentWizardDialog.kt39 // Step 3: Policy selectionCOMMENT
LOW⚡…/kotlin/com/agentos/plugin/agents/AgentWizardDialog.kt50 // Step 1: Template SelectionCOMMENT
LOW⚡…/kotlin/com/agentos/plugin/agents/AgentWizardDialog.kt53 // Step 2: Agent ConfigurationCOMMENT
LOW⚡…/kotlin/com/agentos/plugin/agents/AgentWizardDialog.kt56 // Step 3: Policy SelectionCOMMENT
LOW⚡…ance-python/agent-os/examples/customer-service/main.py595 # Step 1: ClassifyCOMMENT
LOW⚡…ance-python/agent-os/examples/customer-service/main.py601 # Step 2: Check escalationCOMMENT
LOW⚡…ance-python/agent-os/examples/customer-service/main.py642 # Step 5: VerificationCOMMENT
LOW⚡…ance-python/agent-os/examples/customer-service/main.py648 # Step 6: Determine if human review neededCOMMENT
LOW…ance-python/agent-os/examples/customer-service/main.py618 # Step 3: Search knowledge baseCOMMENT
LOW…ance-python/agent-os/examples/customer-service/main.py631 # Step 4: Policy checkCOMMENT
LOW⚡…rnance-python/agent-os/examples/carbon-auditor/demo.py214 # Step 1: Extract claimCOMMENT
LOW⚡…rnance-python/agent-os/examples/carbon-auditor/demo.py218 # Step 2: Fetch satellite observationCOMMENT
LOW⚡…rnance-python/agent-os/examples/carbon-auditor/demo.py222 # Step 3: Audit with CMVKCOMMENT
LOW…ent-os/examples/carbon-auditor/src/agents/geo_agent.py89 # Step 1: Fetch satellite imagery using atr toolCOMMENT
LOW…ent-os/examples/carbon-auditor/src/agents/geo_agent.py105 # Step 2: Calculate NDVI using atr toolCOMMENT
LOW…ent-os/examples/carbon-auditor/src/agents/geo_agent.py119 # Step 3: Build observation objectCOMMENT
LOW⚡…-os/examples/carbon-auditor/src/agents/claims_agent.py71 # Step 1: Parse PDF using atr toolCOMMENT
LOW⚡…-os/examples/carbon-auditor/src/agents/claims_agent.py80 # Step 2: Extract structured data using atr toolCOMMENT
LOW⚡…-os/examples/carbon-auditor/src/agents/claims_agent.py87 # Step 3: Build claim objectCOMMENT
LOW…es/self-evaluating/examples/sample_full_stack_agent.py96 # Step 1: Normalize the input signalCOMMENT
LOW…es/self-evaluating/examples/sample_full_stack_agent.py108 # Step 2: Execute the taskCOMMENT
LOW…es/self-evaluating/examples/sample_full_stack_agent.py122 # Step 3: Generate polymorphic output (if enabled)COMMENT
LOW⚡…es/self-evaluating/examples/sample_full_stack_agent.py164 # Step 4: Emit telemetry event (if enabled)COMMENT
LOW⚡…es/self-evaluating/examples/sample_full_stack_agent.py181 # Step 5: Return comprehensive resultCOMMENT
LOW⚡…evaluating/examples/example_omnichannel_integration.py96 # Step 1: Normalize InputCOMMENT
LOW⚡…evaluating/examples/example_omnichannel_integration.py103 # Step 2: Agent Processing (simulated)COMMENT
LOW⚡…evaluating/examples/example_omnichannel_integration.py109 # Step 3: Generate Polymorphic OutputCOMMENT
LOW…evaluating/examples/example_omnichannel_integration.py131 # Step 4: Generate UI ComponentCOMMENT
LOW…/agent-os/examples/self-evaluating/src/orchestrator.py383 # Step 1: Product Manager creates specsCOMMENT
LOW…/agent-os/examples/self-evaluating/src/orchestrator.py395 # Step 2: Coder implementsCOMMENT
LOW…/agent-os/examples/self-evaluating/src/orchestrator.py407 # Step 3: Reviewer reviewsCOMMENT
LOW⚡…agent-os/examples/self-evaluating/src/model_upgrade.py493 # Step 1: AuditSTRING
LOW⚡…agent-os/examples/self-evaluating/src/model_upgrade.py501 # Step 2: Purge (if auto_purge enabled)STRING
LOW⚡…t-os/modules/control-plane/examples/getting_started.py144 # Step 1: Create control planeCOMMENT
16 more matches not shown…
Fake / Example Data73 hits · 77 pts
SeverityFileLineSnippetContext
LOW…e/tests/conformance/cases/spec-16-effects.case-04.json18 "text": "Email jane@example.com and john@example.org"CODE
LOW…ield/policies/workiq-collaboration-dlp/app/run_demo.py64 await check(control, InterventionPoint.PRE_TOOL_CALL, {"document_sensitivity": "internal", "email_read_this_turn": TCODE
LOWdocs/javascripts/site.js9 input.setAttribute('placeholder', 'Search or filter');CODE
LOW…les/aegis-governance-profile/tests/test_compilation.py674 "resource": 'Resource::"placeholder"',CODE
LOWexamples/flowise-governance/flowise-flow.json48 "placeholder": "Please Fill Out The Form",CODE
LOWexamples/flowise-governance/flowise-flow.json59 "placeholder": "Complete all fields below to continue",CODE
LOWexamples/flowise-governance/flowise-flow.json103 "placeholder": "Label for the input"CODE
LOWexamples/flowise-governance/flowise-flow.json109 "placeholder": "Variable name for the input (must be camel case)",CODE
LOWexamples/flowise-governance/flowise-flow.json151 "placeholder": "Foo"CODE
LOWexamples/flowise-governance/flowise-flow.json157 "placeholder": "Bar",CODE
LOWexamples/adk-governed/adk_governance_demo.py104 tool_args={"to": "user@example.com"},CODE
LOWagent-governance-typescript/tests/mcp.test.ts194 description: 'Lorem ipsum dolor sit amet. '.repeat(30),CODE
LOWagent-governance-typescript/tests/mcp.test.ts194 description: 'Lorem ipsum dolor sit amet. '.repeat(30),CODE
LOW…on/agent-sandbox/tests/test_ring_enforcement_wiring.py369 fake_detector.trip("agent1", "placeholder") # Will be overridden belowCODE
LOW⚡…ernance-python/agent-os/tests/test_mcp_session_auth.py20 token = authenticator.create_session("did:mesh:agent-001", user_id="user@example.com")CODE
LOW⚡…ernance-python/agent-os/tests/test_mcp_session_auth.py24 assert session.user_id == "user@example.com"CODE
LOW⚡…ernance-python/agent-os/tests/test_mcp_session_auth.py37 token = authenticator.create_session("did:mesh:agent-001", user_id="user@example.com")CODE
LOW⚡…ernance-python/agent-os/tests/test_mcp_session_auth.py43 assert session.user_id == "user@example.com"CODE
LOW…ent-governance-python/agent-os/tests/test_stateless.py719 params={"to": "user@example.com"},CODE
LOW⚡agent-governance-python/agent-os/tests/test_server.py26 token = authenticator.create_session("test-agent", user_id="user@example.com")CODE
LOW⚡…on/agent-os/tests/test_mcp_pii_and_response_gateway.py216 decision = gw.intercept_tool_response('a1', 'tool', 'user@example.com')CODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py834 ("email", "user@example.com"),CODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py863 assert "user@example.com" not in redactedCODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py869 assert "user@example.com" in secrets_onlyCODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py874 "profile": {"email": "user@example.com"},CODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py880 assert default["profile"]["email"] == "user@example.com"CODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py885 assert "user@example.com" not in scrubbed["profile"]["email"]CODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py891 payload = {"email": "user@example.com"}CODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py892 assert CredentialRedactor.redact_dictionary(payload)["email"] == "user@example.com"CODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py893 assert CredentialRedactor.redact_mapping(payload)["email"] == "user@example.com"CODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py895 "user@example.com"CODE
LOW⚡…ance-python/agent-os/tests/test_credential_redactor.py899 "user@example.com"CODE
LOW⚡…nt-governance-python/agent-os/tests/test_mute_agent.py127 result = FakeResult(data={"email": "user@example.com", "count": 5})CODE
LOW⚡…nt-governance-python/agent-os/tests/test_mute_agent.py129 assert "user@example.com" not in str(redacted.data)CODE
LOW⚡…nt-governance-python/agent-os/tests/test_mute_agent.py137 result = FakeResult(data={"user@example.com": "ok"})CODE
LOW⚡…nt-governance-python/agent-os/tests/test_mute_agent.py141 assert "user@example.com" not in str(redacted.data)CODE
LOW⚡…nt-governance-python/agent-os/tests/test_mute_agent.py175 result = FakeResult(data=Record("user@example.com", "keep me"))CODE
LOW⚡…nt-governance-python/agent-os/tests/test_mute_agent.py179 assert "user@example.com" not in str(redacted.data)CODE
LOW⚡…nt-governance-python/agent-os/tests/test_mute_agent.py193 result = FakeResult(data=Pair("user@example.com", "keep me"))CODE
LOW⚡…nt-governance-python/agent-os/tests/test_mute_agent.py197 assert "user@example.com" not in str(redacted.data)CODE
LOW…python/agent-os/docs/tutorials/message-bus-adapters.md236 payload={"user_id": "123", "email": "user@example.com"}CODE
LOW…ent-os/extensions/mcp-server/src/tools/deploy-agent.ts111 approvers: ['admin@example.com'], // Would come from configCODE
LOW…nce-python/agent-os/examples/ecommerce-support/main.py358 name="Jane Doe",CODE
LOW…s/self-evaluating/tests/test_constraint_engineering.py203 "recipient": "user@example.com"CODE
LOW…-evaluating/examples/example_constraint_engineering.py233 "recipient": "user@example.com",CODE
LOW⚡…thon/agent-os/modules/caas/tests/test_trust_gateway.py122 allowed_users=["admin@example.com", "user@example.com"]CODE
LOW⚡…thon/agent-os/modules/caas/tests/test_trust_gateway.py122 allowed_users=["admin@example.com", "user@example.com"]CODE
LOW⚡…thon/agent-os/modules/caas/tests/test_trust_gateway.py129 user_id="admin@example.com"CODE
LOW…thon/agent-os/modules/caas/tests/test_trust_gateway.py342 user_id="user@example.com",CODE
LOW…thon/agent-os/modules/caas/tests/test_trust_gateway.py377 user_id="admin@example.com"CODE
LOW…hon/agent-os/modules/iatp/examples/integration_demo.py155 payload={"to": "user@example.com"},CODE
LOW…hon/agent-os/modules/iatp/examples/integration_demo.py171 payload={"to": "user@example.com"},CODE
LOW⚡…e-python/agent-os/modules/iatp/examples/demo_client.py103 "customer_name": "John Doe"CODE
LOW⚡…e-python/agent-os/modules/iatp/examples/demo_client.py122 "customer_name": "Jane Doe"CODE
LOW…nt-os/src/agent_os/integrations/agentshield_adapter.py31 result = kernel.validate_tool_call("send_email", {"to": "user@example.com"})STRING
LOW…/tests/scenarios/test_agentshield_adapter_scenarios.py256 "send_email", {"to": "user@example.com"}CODE
LOW⚡…/tests/scenarios/test_agentshield_adapter_scenarios.py280 "send_email", {"to": "user@example.com"}CODE
LOW⚡…t-governance-python/agent-mesh/tests/test_authority.py262 sponsor="admin@example.com",CODE
LOW⚡…t-governance-python/agent-mesh/tests/test_authority.py277 sponsor="admin@example.com",CODE
LOW⚡…t-governance-python/agent-mesh/tests/test_authority.py287 sponsor="user@example.com",CODE
13 more matches not shown…
AI Slop Vocabulary29 hits · 75 pts
SeverityFileLineSnippetContext
MEDIUMexamples/policies/conversation-guardian.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUMexamples/policies/cli-security-rules.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUMexamples/policies/sql-safety.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUMexamples/policies/semantic-policy.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUMexamples/policies/mcp-security.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUMexamples/policies/pii-detection.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUMexamples/policies/sandbox-safety.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUMexamples/policies/prompt-injection-safety.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUM…les/marketplace-governance/policies/plugin-safety.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUM⚡…arketplace-governance/policies/marketplace-policy.yaml6# that these rules are comprehensive or sufficient for your securityCOMMENT
MEDIUM.github/workflows/supply-chain-check.yml311 # the prompt-injection benchmark harness), which reuse policy-engine/deny.toml.COMMENT
MEDIUM.github/workflows/ai-security-scan.yml3# Posts comprehensive audit results as a GitHub issue.COMMENT
MEDIUM…nce-python/agent-sandbox/src/agent_sandbox/__init__.py62# symmetry with ``DockerSandboxProvider`` and to remain robust againstCOMMENT
MEDIUM…/agent-compliance/src/agent_compliance/cli/red_team.py393 """Generate a comprehensive red-team assessment report.STRING
MEDIUM⚡…es/self-evaluating/examples/sample_full_stack_agent.py181 # Step 5: Return comprehensive resultCOMMENT
MEDIUM…rnance-python/agent-os/templates/policies/pci-dss.yaml262 saq_type: "SAQ-D" # Most comprehensiveCODE
LOW⚡…nce-python/agent-os/modules/atr/tests/test_executor.py174 # But we'll just return a value to verify execution worksCOMMENT
MEDIUM…e-python/agent-os/modules/control-plane/pyproject.toml70# SQL AST parsing for robust policy enforcement (recommended)COMMENT
MEDIUM…os/modules/control-plane/examples/advanced_features.py372 # Get comprehensive statusCOMMENT
MEDIUM…nt-os/modules/control-plane/examples/lifecycle_demo.py658 # Show comprehensive statusCOMMENT
MEDIUM…control-plane/src/agent_control_plane/policy_engine.py902 # version-robust way. sqlglot renamed ``AlterTable`` -> ``Alter``COMMENT
MEDIUM…control-plane/src/agent_control_plane/control_plane.py424 """Get comprehensive status for an agent"""STRING
MEDIUM…les/control-plane/src/agent_control_plane/lifecycle.py3065 """Get comprehensive status of the control plane"""STRING
MEDIUM…n/agent-os/src/agent_os/integrations/drift_detector.py308 """Run a comprehensive scan over multiple source dicts.STRING
MEDIUM…/tests/scenarios/test_stock_library_smoke_scenarios.py55 proc = subprocess.run( # noqa: S603 — trusted test harnessCODE
MEDIUM⚡…e-python/agent-mesh/tests/test_credential_lifecycle.py150 """Verify seamless key rotation without service interruption."""STRING
MEDIUM⚡…nt-governance-python/agent-mesh/tests/test_keystore.py164 """Create a comprehensive mock of the pkcs11 package."""STRING
MEDIUM…examples/06-eu-ai-act-compliance/compliance_checker.py68# Capabilities that elevate risk when presentCOMMENT
MEDIUM…agent-mesh/packages/mcp-proxy/policies/enterprise.yaml3# Full enterprise security: Rate limiting, PII detection, comprehensive audit.COMMENT
Cross-Language Confusion (JS/TS)6 hits · 35 pts
SeverityFileLineSnippetContext
HIGH…governance-typescript/agent-os-vscode/src/extension.ts380 print(result)CODE
HIGH…src/webviews/workflowDesigner/WorkflowDesignerPanel.ts301 print(result)CODE
HIGH…src/webviews/workflowDesigner/WorkflowDesignerPanel.ts362 print(result)CODE
HIGH⚡…ntmesh-integrations/copilot-governance/src/reviewer.ts247 "unconditionally return True without performing actual checks. " +CODE
HIGH⚡…ntmesh-integrations/copilot-governance/src/reviewer.ts256 " return False\n" +CODE
HIGH…thon/agent-os/extensions/copilot/src/agentGenerator.ts436 print(f"Agent completed: {result}")CODE
AI Structural Patterns30 hits · 26 pts
SeverityFileLineSnippetContext
LOW…k/python/agent_control_specification/_orchestration.py106CODE
LOW…ython/agent_control_specification/_adapters/litellm.py306CODE
LOW…gent-os/examples/self-evaluating/src/agent_metadata.py214CODE
LOW…-python/agent-os/examples/self-evaluating/src/agent.py187CODE
LOW…-python/agent-os/examples/self-evaluating/src/agent.py394CODE
LOW…-os/examples/self-evaluating/src/polymorphic_output.py259CODE
LOW…ython/agent-os/modules/caas/src/caas/vfs/filesystem.py77CODE
LOW…ce-python/agent-os/modules/caas/src/caas/api/server.py415CODE
LOW…ernance-python/agent-os/modules/nexus/tests/helpers.py50CODE
LOW…overnance-python/agent-os/modules/atr/atr/decorator.py210CODE
LOW…governance-python/agent-os/modules/atr/atr/__init__.py265CODE
LOW…thon/agent-os/modules/iatp/examples/untrusted_agent.py66CODE
LOW…control-plane/src/agent_control_plane/control_plane.py116CODE
LOW…les/control-plane/src/agent_control_plane/lifecycle.py2695CODE
LOW…agent-os/services/cloud-board/api/routes/compliance.py95CODE
LOW…governance-python/agent-os/src/agent_os/mcp_gateway.py134CODE
LOW…s/src/agent_os/integrations/semantic_kernel_adapter.py818CODE
LOW…ent-os/src/agent_os/integrations/google_adk_adapter.py1042CODE
LOW…ent-os/src/agent_os/integrations/google_adk_adapter.py1060CODE
LOW…python/agent-learning/src/agent_learning_gov/runner.py73CODE
LOW…ython/agent-learning/src/agent_learning_gov/capture.py42CODE
LOW…ance-python/agent-mesh/tests/test_django_middleware.py139CODE
LOW…rnance-python/agent-mesh/tests/test_http_middleware.py97CODE
LOW…overnance-python/agent-mesh/src/agentmesh/telemetry.py32CODE
LOW…ce-python/agent-mesh/src/agentmesh/core/identity/ca.py428CODE
LOW…ce-python/agent-mesh/src/agentmesh/core/identity/ca.py494CODE
LOW…t-mesh/src/agentmesh/identity/attestation_collector.py61CODE
LOW…nt-mesh/src/agentmesh/identity/attestation_verifier.py42CODE
LOW…e-python/agent-mesh/src/agentmesh/governance/govern.py1039CODE
LOW…ce-python/agent-mesh/src/agentmesh/governance/audit.py586CODE
Example Usage Blocks17 hits · 26 pts
SeverityFileLineSnippetContext
LOWpolicy-engine/scripts/demo_end_to_end.sh24# Usage:COMMENT
LOWexamples/terraform-azure/main.tf14# Usage:COMMENT
LOWexamples/policies/sql-safety.yaml13# Usage:COMMENT
LOWexamples/terraform-aws/main.tf15# Usage:COMMENT
LOWexamples/demos/openclaw-governed/docker-compose.yaml9# Usage:COMMENT
LOW.github/pipelines/esrp-publish.yml7# Usage:COMMENT
LOW…thon/agent-os/modules/observability/docker-compose.yml9# Usage:COMMENT
LOW…on/agent-os/modules/control-plane/build_and_publish.sh4# Usage:COMMENT
LOW⚡…ent-os/src/agent_os/integrations/smolagents_adapter.py272# Usage:COMMENT
LOW…s/src/agent_os/integrations/semantic_kernel_adapter.py899# Usage:COMMENT
LOW…/agent-sre/examples/chaos-chatbot/chaos-scenarios.yaml4# Usage:COMMENT
LOW…agent-sre/src/agent_sre/specs/data-pipeline-agent.yaml6# Usage:COMMENT
LOW…thon/agent-sre/src/agent_sre/specs/research-agent.yaml6# Usage:COMMENT
LOW…python/agent-sre/src/agent_sre/specs/coding-agent.yaml6# Usage:COMMENT
LOW…nt-sre/src/agent_sre/specs/customer-support-agent.yaml5# Usage:COMMENT
LOW…-hypervisor/examples/docker-compose/docker-compose.yml9# Usage:COMMENT
LOW…agent-mesh/docker/examples/docker-compose.sidecar.yaml6# Usage:COMMENT
Synthetic Comment Markers3 hits · 18 pts
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HIGHdocs/policies/ai-security-guidance.md33### 1. Independent validation of AI-generated testsCOMMENT
HIGH.github/actions/ai-agent-runner/action.yml371 body: `${marker}\n${statusMarker}\n${runMarker}\n## 🤖 AI Agent: ${agentType}\n\n> AI-generated review ouCODE
HIGH.github/actions/ai-agent-runner/action.yml377 const body = `${marker}\n${statusMarker}\n${runMarker}\n## 🤖 AI Agent: ${agentType}\n\n> AI-generated reviewCODE
Overly Generic Function Names16 hits · 13 pts
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LOW⚡…vernance-python/agent-os/tests/test_security_skills.py413 def process_data(items):CODE
LOW…thon/agent-os/extensions/copilot/src/agentGenerator.ts424async def process_data(*data_sources) -> List[Dict]:CODE
LOW…thon/agent-os/extensions/copilot/src/agentGenerator.ts515async function processData(...dataSources: any[][]): Promise<any[]> {CODE
LOW…thon/agent-os/extensions/copilot/src/agentGenerator.ts626func processData(dataSources ...[]any) ([]any, error) {CODE
LOW…agent-os/examples/crewai-safe-mode/crewai_safe_mode.py255 def execute_task(self, task: str) -> str:CODE
LOW…ent-os/examples/self-evaluating/src/agent_brokerage.py384 def execute_task(self, task: str, task_metadata: Optional[Dict[str, Any]] = None,CODE
LOW…les/observability/src/agent_os_observability/tracer.py87 def my_function(x, y):STRING
LOW…les/observability/src/agent_os_observability/tracer.py223 def my_function():STRING
LOW…governance-python/agent-os/modules/amb/amb_core/bus.py388 async def handle_request(msg: Message):STRING
LOW…gent-os/modules/atr/tests/test_integration_executor.py173 def process_data(numbers: list, multiplier: int = 2, add_value: int = 0) -> list:CODE
LOW⚡…ce-python/agent-os/modules/atr/tests/test_decorator.py86 def my_function(x: str) -> str:CODE
LOW…s/control-plane/src/agent_control_plane/mcp_adapter.py608 def handle_request(self, request: Dict) -> Dict:CODE
LOW…python/agent-os/src/agent_os/integrations/profiling.py82 def my_method(self, ...): ...STRING
LOW…python/agent-os/src/agent_os/integrations/profiling.py85 def my_method(self, ...): ...STRING
LOW…ernance-python/agent-sre/src/agent_sre/api/__init__.py357 def handle_request(self) -> None:CODE
LOW…-python/agent-mesh/examples/01-mcp-tool-server/main.py44 async def handle_request(self, tool_name: str, params: Dict[str, Any]) -> Dict[str, Any]:CODE
Slop Phrases8 hits · 13 pts
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MEDIUM…ns/langchain-agentmesh/langchain_agentmesh/identity.py77 for demonstration purposes.STRING
MEDIUM…e-python/agent-os/examples/governed-chatbot/chatbot.py251 response = "I apologize, but I cannot provide that response due to content policy."CODE
MEDIUM…n/agent-os/modules/caas/tests/test_heuristic_router.py128 ("Thanks", "You're welcome! Let me know if you need anything else."),CODE
MEDIUM…ython/agent-os/modules/cmvk/src/cmvk/constitutional.py209 ("I cannot provide instructions for making weapons.", False, "Appropriately refuses"),CODE
MEDIUM…nce-python/agent-os/modules/control-plane/benchmark.py144 response = "I notice this request contains suspicious instructions. I must follow my core safety guideliCODE
MEDIUM…t-os/modules/control-plane/examples/compliance_demo.py136 good_response = "I'd be happy to help you with that task. Let me know if you need clarification."CODE
MEDIUM…gent-os/modules/control-plane/examples/adapter_demo.py24 Mock OpenAI client for demonstration purposes.STRING
MEDIUM…/control-plane/src/agent_control_plane/agent_kernel.py433 Note: This returns simulated execution results for demonstration purposes.STRING
Magic Placeholder Names2 hits · 10 pts
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HIGH…nt-governance-python/agent-mesh/services/api/README.md40 -H "x-api-key: <your-api-key>" \CODE
HIGH…nt-governance-python/agent-mesh/services/api/README.md78 -H "x-api-key: <your-api-key>" \CODE
TODO Padding2 hits · 3 pts
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LOW⚡tests/ci/test_no_stubs.py56 result = _run_gate_with_added_line(tmp_path, "sample.py", "# TODO: implement this")CODE
LOW…gentmesh-integrations/nostr-wot/tests/test_provider.py13 # TODO: Add tests using respx to mock the WoT APICOMMENT