vllm-project/semantic-router

Pattern Findings

The scanner identified 10081 distinct pattern matches across 25 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.

Hyper-Verbose Identifiers6062 hits · 6154 pts

Severity	File	Line	Snippet	Context
LOW	bench/test_agent_session_replay.py	31	def test_requests_share_a_stable_prefix_and_append_history() -> None:	CODE
LOW	bench/test_agent_session_replay.py	121	def test_parse_session_rejects_malformed_sessions(mutate: Mutation, error: str) -> None:	CODE
LOW	bench/test_agent_session_replay.py	129	def test_load_session_rejects_duplicate_json_keys(tmp_path: Path) -> None:	CODE
LOW	bench/test_agent_session_replay.py	164	def test_replay_sends_each_turn_and_flags_a_tool_loop_switch(	CODE
LOW	bench/agentic_routing_live_benchmark.py	547	def missing_router_header_counts(rows: list[dict[str, Any]]) -> dict[str, int]:	CODE
LOW	bench/agentic_routing_live_benchmark.py	554	def invalid_router_header_counts(rows: list[dict[str, Any]]) -> dict[str, int]:	CODE
LOW	bench/agentic_routing_live_benchmark.py	567	def valid_router_header_value(header: str, value: str) -> bool:	CODE
LOW	bench/agentic_routing_live_benchmark.py	667	def attach_validation_failures(	CODE
LOW	bench/agentic_routing_live_benchmark.py	714	def render_comparison_markdown(comparison: dict[str, Any]) -> str:	CODE
LOW	bench/plot_session_routing_figures.py	225	def render_synthetic_headline(overall: dict[str, Any], output: Path, dpi: int) -> None:	CODE
LOW	bench/plot_session_routing_figures.py	358	def render_ablation_cost_quality(	CODE
LOW	bench/plot_session_routing_figures.py	660	def agent_task_readiness_metrics(	CODE
LOW	bench/plot_session_routing_figures.py	712	def render_agent_task_readiness(	CODE
LOW	bench/agent_task_live_benchmark.py	2575	def missing_router_header_counts(rows: list[dict[str, Any]]) -> dict[str, int]:	CODE
LOW	bench/agent_task_live_benchmark.py	2582	def invalid_router_header_counts(rows: list[dict[str, Any]]) -> dict[str, int]:	CODE
LOW	bench/agent_task_live_benchmark.py	2595	def valid_router_header_value(header: str, value: str) -> bool:	CODE
LOW	bench/agent_task_live_benchmark.py	2818	def attach_validation_failures(	CODE
LOW	bench/agent_task_live_benchmark.py	2943	def render_comparison_markdown(comparison: dict[str, Any]) -> str:	CODE
LOW	bench/session_routing_branch_image_benchmark.py	251	def add_evidence_identity_failures(	CODE
LOW	bench/session_routing_branch_image_benchmark.py	324	def add_cache_probe_identity_failures(	CODE
LOW	bench/session_routing_branch_image_benchmark.py	333	def add_cache_probe_pair_failures(	CODE
LOW	bench/session_routing_branch_image_benchmark.py	360	def add_cache_probe_serving_path_failures(	CODE
LOW	bench/session_routing_branch_image_benchmark.py	457	def evaluate_failure_aggregate(	CODE
LOW	bench/session_routing_branch_image_benchmark.py	513	def evaluate_agent_task_summary(	CODE
LOW	bench/session_routing_branch_image_benchmark.py	694	def has_mounted_binary_marker(*values: str) -> bool:	CODE
LOW	bench/agentic_routing_experiment.py	473	def agentic_boundary_decision(	CODE
LOW	bench/agentic_routing_experiment.py	805	def summarize_baseline_policy(rows: list[dict[str, Any]]) -> dict[str, Any]:	CODE
LOW	bench/agentic_routing_experiment.py	905	def learning_architecture_fixtures() -> list[dict[str, Any]]:	CODE
LOW	bench/agentic_routing_experiment.py	1078	def summarize_learning_architecture(rows: list[dict[str, Any]]) -> dict[str, Any]:	CODE
LOW	bench/agentic_routing_experiment.py	1178	def write_learning_architecture_outputs(out_dir: Path) -> dict[str, Any]:	CODE
LOW	bench/agentic_routing_experiment.py	1280	def render_learning_architecture_report(	CODE
LOW	bench/test_cache_token_probe.py	70	def test_cached_token_extraction_handles_missing_zero_and_positive_values():	CODE
LOW	bench/test_cache_token_probe.py	104	def test_usage_extraction_handles_chat_and_responses_token_names():	CODE
LOW	bench/test_cache_token_probe.py	127	def test_cache_reporting_state_distinguishes_missing_zero_and_positive():	CODE
LOW	bench/test_cache_token_probe.py	138	def test_summary_reports_cached_ratio_and_reporting_state():	CODE
LOW	bench/test_cache_token_probe.py	166	def test_summary_records_repeated_prefix_probe_metadata():	CODE
LOW	bench/test_cache_token_probe.py	179	def test_validate_summary_gates_positive_cache_evidence():	CODE
LOW	bench/test_cache_token_probe.py	197	def test_validate_summary_fails_missing_or_zero_cache_evidence():	CODE
LOW	bench/test_cache_token_probe.py	226	def test_validate_summary_fails_low_success_rate():	CODE
LOW	bench/test_cache_token_probe.py	237	def test_validate_baseline_identity_rejects_same_base_url():	CODE
LOW	bench/test_cache_token_probe.py	259	def test_validate_baseline_identity_accepts_direct_backend_url():	CODE
LOW	bench/test_cache_token_probe.py	279	def test_aggregate_summary_output_matches_ga_report_shape(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	53	def complete_branch_image_summary() -> dict:	CODE
LOW	bench/test_session_routing_ga_report.py	96	def complete_agent_task_summary() -> dict:	CODE
LOW	bench/test_session_routing_ga_report.py	235	def test_complete_evidence_passes_ga_gate(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	282	def test_missing_positive_cache_and_branch_image_block_ga(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	332	def test_positive_cache_without_probe_metadata_blocks_ga(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	380	def test_positive_cache_without_direct_backend_baseline_blocks_ga(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	431	def test_positive_cache_requires_router_baseline_probe_identity_match(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	493	def test_positive_cache_requires_direct_backend_serving_path_identity(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	555	def test_cache_runner_validation_failures_block_ga(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	601	def test_agent_task_runner_validation_failures_block_ga(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	643	def test_stale_agent_task_suite_blocks_ga(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	713	def test_diagnostic_probe_does_not_satisfy_branch_image_benchmark(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	771	def test_branch_image_summary_requires_all_child_checks(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	813	def test_branch_image_summary_requires_assembler_identity_and_evidence(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	861	def test_branch_image_summary_blocks_expected_identity_mismatch(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	910	def test_missing_initial_policy_baseline_blocks_ga(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	959	def test_main_writes_report_and_respects_allow_blockers(tmp_path):	CODE
LOW	bench/test_session_routing_ga_report.py	983	def test_main_stdout_lists_blockers_for_maintainer_ops(tmp_path, capsys):	CODE
6002 more matches not shown…

Decorative Section Separators476 hits · 1598 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/test/smoke/test-signal-api.sh	13	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-signal-api.sh	15	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-signal-api.sh	78	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-signal-api.sh	80	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-signal-api.sh	134	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-signal-api.sh	136	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-signal-api.sh	186	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-signal-api.sh	188	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-signal-api.sh	466	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-signal-api.sh	468	# ============================================================================	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	28	# ─── Configurable parameters (from env, with defaults) ───────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	38	# ─── Dynamic discovery ───────────────────────────────────────────────	COMMENT
MEDIUM	tools/test/smoke/test-authz-rbac.sh	103	# ─── Helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	175	# ─── Test 1: Admin → 14B ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	181	# ─── Test 2: Alice (engineering/pro_tier) → 7B ───────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	187	# ─── Test 3: Bob (premium) + complex query → 14B ─────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	193	# ─── Test 4: Bob (premium) + simple query → 7B ───────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	199	# ─── Test 5: Carol (free) → 7B ───────────────────────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	205	# ─── Test 6: Dave (contractor/free_tier) → 7B ────────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	211	# ─── Test 7: Invalid token → 401 ─────────────────────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	217	# ─── Test 8: No token → 401 ──────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-authz-rbac.sh	226	# ─── Summary ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/test/smoke/test-classification-api.sh	192	# ============================================================================	COMMENT
MEDIUM⚡	tools/test/smoke/test-classification-api.sh	194	# ============================================================================	COMMENT
MEDIUM⚡	tools/test/smoke/test-classification-api.sh	198	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/test/smoke/test-classification-api.sh	200	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	12	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	14	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	84	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	86	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	140	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	142	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	386	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	388	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	460	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	462	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	521	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	523	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	649	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	651	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	789	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	791	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	852	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	854	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	920	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-classification-api.sh	922	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	13	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	15	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	80	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	82	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	147	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	149	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	215	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	217	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	283	# ============================================================================	COMMENT
MEDIUM	tools/test/smoke/test-direct-api.sh	285	# ============================================================================	COMMENT
MEDIUM⚡	tools/security/ast_security_scanner.py	814	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/security/ast_security_scanner.py	816	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	37	# ---------------------------------------------------------------------------	COMMENT
416 more matches not shown…

Unused Imports1052 hits · 1040 pts

Severity	File	Line	Context
LOW	bench/test_agent_session_replay.py	1	CODE
LOW	bench/agentic_routing_live_benchmark.py	12	CODE
LOW	bench/plot_session_routing_figures.py	10	CODE
LOW	bench/agent_task_live_benchmark.py	4	CODE
LOW	bench/session_routing_branch_image_benchmark.py	10	CODE
LOW	bench/agentic_routing_experiment.py	9	CODE
LOW	bench/openai_fault_proxy.py	4	CODE
LOW	bench/agent_session_replay.py	2	CODE
LOW	bench/session_routing_ga_report.py	4	CODE
LOW	bench/cache_token_probe.py	4	CODE
LOW	bench/session_routing_branch_image_probe.py	4	CODE
LOW	bench/hallucination/datasets.py	12	CODE
LOW	bench/hallucination/__init__.py	7	CODE
LOW	bench/hallucination/__init__.py	8	CODE
LOW	bench/hallucination/__init__.py	8	CODE
LOW	bench/hallucination/__init__.py	8	CODE
LOW	bench/hallucination/evaluate.py	29	CODE
LOW	bench/redteam/test_attack.py	3	CODE
LOW	bench/redteam/scorers.py	7	CODE
LOW	bench/redteam/test_datasets.py	1	CODE
LOW	bench/redteam/datasets.py	7	CODE
LOW	bench/redteam/__init__.py	3	CODE
LOW	bench/redteam/__init__.py	3	CODE
LOW	bench/redteam/__init__.py	3	CODE
LOW	bench/redteam/__init__.py	3	CODE
LOW	bench/redteam/__init__.py	3	CODE
LOW	bench/redteam/__init__.py	3	CODE
LOW	bench/redteam/__init__.py	11	CODE
LOW	bench/redteam/__init__.py	12	CODE
LOW	bench/redteam/attack.py	7	CODE
LOW	bench/redteam/evaluate.py	12	CODE
LOW	bench/grounded_fusion/metrics.py	9	CODE
LOW	bench/grounded_fusion/runner.py	9	CODE
LOW	bench/grounded_fusion/ollama_proxy.py	17	CODE
LOW	bench/grounded_fusion/datasets.py	18	CODE
LOW	bench/grounded_fusion/grade_only.py	16	CODE
LOW	bench/grounded_fusion/compare_multiarm.py	22	CODE
LOW	bench/grounded_fusion/llm_client.py	12	CODE
LOW	bench/grounded_fusion/rubric_judge.py	17	CODE
LOW	bench/grounded_fusion/evaluate.py	20	CODE
LOW	bench/grounded_fusion/make_configs.py	16	CODE
LOW	bench/grounded_fusion/sanitize_results.py	14	CODE
LOW	bench/grounded_fusion/items.py	13	CODE
LOW	bench/grounded_fusion/compare.py	16	CODE
LOW	bench/reasoning/plotting.py	1	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	15	CODE
LOW	bench/reasoning/reasoning_mode_eval.py	16	CODE
LOW	bench/reasoning/__init__.py	28	CODE
LOW	bench/reasoning/__init__.py	28	CODE
LOW	bench/reasoning/__init__.py	29	CODE
LOW	bench/reasoning/__init__.py	29	CODE
LOW	bench/reasoning/__init__.py	29	CODE
LOW	bench/reasoning/__init__.py	29	CODE
LOW	bench/reasoning/__init__.py	32	CODE
LOW	bench/reasoning/__init__.py	32	CODE
LOW	bench/reasoning/dataset_factory.py	8	CODE
LOW	bench/reasoning/dataset_factory.py	18	CODE
LOW	bench/reasoning/canonical_patch.py	1	CODE
LOW	bench/reasoning/router_accounting.py	8	CODE
LOW	bench/reasoning/reporting.py	1	CODE
992 more matches not shown…

Structural Annotation Overuse359 hits · 629 pts

Severity	File	Line	Snippet	Context
LOW⚡	deploy/kserve/install-gpu-operator.sh	29	# Step 1: Install Node Feature Discovery (NFD) Operator	COMMENT
LOW	deploy/kserve/install-gpu-operator.sh	81	# Step 2: Create NFD Instance	COMMENT
LOW⚡	deploy/kserve/install-gpu-operator.sh	122	# Step 3: Install NVIDIA GPU Operator	COMMENT
LOW	deploy/kserve/install-gpu-operator.sh	175	# Step 4: Create ClusterPolicy	COMMENT
LOW	deploy/kserve/install-gpu-operator.sh	235	# Step 5: Verify GPU Resources	COMMENT
LOW	website/docs/installation/k8s/agentgateway.md	39	## Step 1: Create Kind Cluster (Optional)	COMMENT
LOW	website/docs/installation/k8s/agentgateway.md	50	## Step 2: Install agentgateway	COMMENT
LOW	website/docs/installation/k8s/agentgateway.md	73	## Step 3: Create an agentgateway proxy	COMMENT
LOW	website/docs/installation/k8s/agentgateway.md	100	## Step 4: Deploy Demo LLM	COMMENT
LOW	website/docs/installation/k8s/agentgateway.md	173	## Step 5: Deploy vLLM Semantic Router	COMMENT
LOW	website/docs/installation/k8s/agentgateway.md	193	## Step 6: Create agentgateway routing resources	COMMENT
LOW	website/docs/installation/k8s/agentgateway.md	231	## Step 7: Attach Semantic Router as ExtProc	COMMENT
LOW	website/docs/installation/k8s/istio.md	42	## Step 1: Verify the cluster	COMMENT
LOW	website/docs/installation/k8s/istio.md	48	## Step 2: Deploy LLM models	COMMENT
LOW	website/docs/installation/k8s/istio.md	79	## Step 3: Install Gateway API and Istio	COMMENT
LOW	website/docs/installation/k8s/istio.md	100	## Step 4: Update vsr config (Optional)	COMMENT
LOW	website/docs/installation/k8s/istio.md	111	## Step 5: Deploy vLLM Semantic Router	COMMENT
LOW	website/docs/installation/k8s/istio.md	138	## Step 6: Install additional Istio configuration	COMMENT
LOW	website/docs/installation/k8s/istio.md	156	## Step 7: Install gateway routes	COMMENT
LOW	website/docs/installation/k8s/istio.md	166	## Step 8: Testing the Deployment	COMMENT
LOW	website/docs/installation/k8s/ai-gateway.md	90	## Step 1: Create Kind Cluster (Optional)	COMMENT
LOW	website/docs/installation/k8s/ai-gateway.md	101	## Step 2: Deploy vLLM Semantic Router	COMMENT
LOW	website/docs/installation/k8s/ai-gateway.md	126	## Step 3: Install Envoy Gateway	COMMENT
LOW	website/docs/installation/k8s/ai-gateway.md	143	## Step 4: Install Agent Router	COMMENT
LOW	website/docs/installation/k8s/ai-gateway.md	164	## Step 5: Deploy Demo LLM	COMMENT
LOW	website/docs/installation/k8s/ai-gateway.md	173	## Step 6: Create Gateway API Resources	COMMENT
LOW⚡	website/blog/2026-01-23-mom-on-amd-gpu.md	270	### Step 1: Install vLLM-SR	COMMENT
LOW⚡	website/blog/2026-01-23-mom-on-amd-gpu.md	278	### Step 2: Initialize Configuration	COMMENT
LOW⚡	website/blog/2026-01-23-mom-on-amd-gpu.md	286	### Step 3: Deploy vLLM on AMD GPU	COMMENT
LOW	website/blog/2026-01-23-mom-on-amd-gpu.md	322	### Step 4: Start the Semantic Router	COMMENT
LOW	website/blog/2026-01-23-mom-on-amd-gpu.md	331	### Step 5: Test It	COMMENT
LOW	…site/blog/2026-03-25-vllm-sr-on-amd-developer-cloud.md	107	### Step 1: Create the Shared Docker Network	COMMENT
LOW	…site/blog/2026-03-25-vllm-sr-on-amd-developer-cloud.md	117	### Step 2: Start the AMD ROCm vLLM Backend	COMMENT
LOW⚡	…ite/versioned_docs/version-v0.1/installation/milvus.md	356	# Step 1: Deploy Milvus (using Helm for simplicity)	COMMENT
LOW⚡	…ite/versioned_docs/version-v0.1/installation/milvus.md	365	# Step 2: Wait for ready	COMMENT
LOW⚡	…ite/versioned_docs/version-v0.1/installation/milvus.md	369	# Step 3: Update router config (set backend_type: "milvus")	COMMENT
LOW⚡	…ite/versioned_docs/version-v0.1/installation/milvus.md	372	# Step 4: Restart router	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	35	## Step 1: Common Steps from Istio Guide	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	39	## Step 2: Install Istio Gateway, Gateway API, Inference Extension CRDs	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	61	## Step 3: Deploy LLM models	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	100	## Step 4: Deploy InferencePools and LLM-D schedulers	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	118	## Step 5: Additional Istio config for LLM-D connection	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	132	## Step 6: Update vsr config	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	136	## Step 7: Deploy vLLM Semantic Router	COMMENT
LOW⚡	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	151	## Step 6: Additional Istio configuration for the VSR connection	COMMENT
LOW⚡	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	160	## Step 7: Install gateway routes	COMMENT
LOW⚡	…/versioned_docs/version-v0.1/installation/k8s/llm-d.md	169	## Step 8: Testing the Deployment	COMMENT
LOW	…docs/version-v0.1/installation/k8s/production-stack.md	39	## Step 1: Deploy the vLLM Production Stack using your Helm values	COMMENT
LOW	…docs/version-v0.1/installation/k8s/production-stack.md	94	## Step 2: Deploy vLLM Semantic Router and point it at your vLLM router Service	COMMENT
LOW	…docs/version-v0.1/installation/k8s/production-stack.md	147	## Step 3: Test the deployment	COMMENT
LOW	…versioned_docs/version-v0.1/installation/k8s/aibrix.md	42	## Step 1: Create Kind Cluster (Optional)	COMMENT
LOW	…versioned_docs/version-v0.1/installation/k8s/aibrix.md	53	## Step 2: Deploy vLLM Semantic Router	COMMENT
LOW	…versioned_docs/version-v0.1/installation/k8s/aibrix.md	75	## Step 3: Install vLLM AIBrix	COMMENT
LOW	…versioned_docs/version-v0.1/installation/k8s/aibrix.md	91	## Step 4: Deploy Demo LLM	COMMENT
LOW	…versioned_docs/version-v0.1/installation/k8s/aibrix.md	102	## Step 5: Create Gateway API Resources	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/istio.md	27	## Step 1: Create Minikube Cluster	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/istio.md	44	## Step 2: Deploy LLM models	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/istio.md	83	## Step 3: Install Istio Gateway, Gateway API, Inference Extension CRDs	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/istio.md	105	## Step 4: Update vsr config	COMMENT
LOW	…/versioned_docs/version-v0.1/installation/k8s/istio.md	109	## Step 5: Deploy vLLM Semantic Router	COMMENT
299 more matches not shown…

Modern AI Meta-Vocabulary185 hits · 524 pts

Severity	File	Line	Snippet	Context
MEDIUM	bench/hallucination/test_trajectories.py	32	# running the same cases against the hallucination detector.	COMMENT
MEDIUM	bench/hallucination/datasets.py	27	context: str # Ground truth context (tool results / RAG context)	CODE
MEDIUM	bench/hallucination/datasets.py	31	hallucination_spans: Optional[List[dict]] = None # Annotated hallucination spans	CODE
MEDIUM⚡	bench/hallucination/evaluate.py	77	true_positives: int # Correctly detected hallucinations	CODE
MEDIUM⚡	bench/hallucination/evaluate.py	78	false_positives: int # Incorrectly flagged as hallucination	CODE
MEDIUM⚡	bench/hallucination/evaluate.py	80	false_negatives: int # Missed hallucinations	CODE
MEDIUM	bench/hallucination/evaluate.py	183	# Add tool result with context (enables hallucination detection)	COMMENT
MEDIUM	bench/hallucination/evaluate.py	217	# Extract hallucination detection headers	COMMENT
MEDIUM	bench/hallucination/evaluate.py	276	# Print hallucination detection immediately when found	COMMENT
MEDIUM	bench/grounded_fusion/make_configs.py	138	# embedding model and otherwise fatal at startup) -- the benchmark routes	COMMENT
MEDIUM	bench/grounded_fusion/make_configs.py	150	# Enable hallucination_mitigation so the router prepares its hallucination	COMMENT
MEDIUM	…/dataset_implementations/openmathrreasoning_dataset.py	39	return True # Has detailed chain-of-thought solutions	CODE
MEDIUM	…vices/provider-mocker/provider_mocker/demo_fixtures.py	6	# Response with hallucination - claims facts not in context	COMMENT
MEDIUM	…vices/provider-mocker/provider_mocker/demo_fixtures.py	11	# Response grounded in context - no hallucination	COMMENT
MEDIUM	tools/agent/docs/architecture-guardrails.md	1	# Architecture guardrails	COMMENT
MEDIUM	config/config.yaml	592	# hallucination plugin enforces on them.	COMMENT
MEDIUM	config/config.yaml	1246	# with the hallucination detector (against the request's context, else	COMMENT
MEDIUM	config/config.yaml	1782	# request context window, the decision falls back to its normal candidate	COMMENT
MEDIUM	…ig/fragments/signal/hallucination/grounded-answer.yaml	5	# has answered. The hallucination plugin of the decision selected for the	COMMENT
MEDIUM	config/fragments/signal/embedding/image-routing.yaml	3	# the multimodal embedding model.	COMMENT
MEDIUM	config/runtime/memory/valkey.yaml	3	# module) as the agentic memory backend.	COMMENT
MEDIUM	config/runtime/response-cache/milvus.yaml	49	# Embedding width: 0 takes the embedding model's own; a set width must be one	COMMENT
MEDIUM	config/runtime/response-cache/valkey.yaml	46	# Embedding width: 0 takes the embedding model's own; a set width must be one	COMMENT
MEDIUM	config/runtime/response-cache/redis.yaml	46	# Embedding width: 0 takes the embedding model's own; a set width must be one	COMMENT
MEDIUM	config/recipes/vela-amd/config.yaml	3	# Replace vs_your_documents after creating and indexing a vector store for RAG.	COMMENT
MEDIUM	deploy/kserve/deploy.sh	83	# Deploy with custom storage class and a canonical embedding model	COMMENT
MEDIUM	deploy/operator/main.go	38	// +kubebuilder:scaffold:imports	COMMENT
MEDIUM	deploy/operator/main.go	53	// +kubebuilder:scaffold:scheme	COMMENT
MEDIUM	deploy/operator/main.go	97	// +kubebuilder:scaffold:builder	COMMENT
MEDIUM⚡	deploy/operator/config/crd/kustomization.yaml	6	# +kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM⚡	deploy/operator/config/crd/kustomization.yaml	12	# +kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM⚡	deploy/operator/config/crd/kustomization.yaml	17	# +kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT
MEDIUM	…amples/vllm.ai_v1alpha1_semanticrouter_complexity.yaml	3	# This example demonstrates few-shot complexity classification for intelligent routing	COMMENT
MEDIUM	deploy/operator/config/samples/kustomization.yaml	4	#+kubebuilder:scaffold:manifestskustomizesamples	COMMENT
MEDIUM	website/docs/faq.md	103	## How do we avoid hurting multi-turn / agentic workloads?	COMMENT
MEDIUM	website/docs/training/model-performance-eval.md	116	## Generate a configuration scaffold	COMMENT
MEDIUM	website/docs/training/model-performance-eval.md	175	## Turn the scaffold into a routing policy	COMMENT
MEDIUM	website/docs/model-runtime/migrate.md	251	## Re-embed when the embedding model changes	COMMENT
MEDIUM	website/docs/installation/qdrant.md	7	This guide covers deploying [Qdrant](https://qdrant.tech/) as a backend for the Semantic Router. Qdrant can serve as the	CODE
MEDIUM	website/docs/troubleshooting/common-errors.md	438	## A classifier or embedding model cannot load	COMMENT
MEDIUM	website/docs/tutorials/plugin/rag.md	1	# RAG	COMMENT
MEDIUM	website/docs/tutorials/plugin/context-compression.md	45	## Requests beyond the model context window	COMMENT
MEDIUM	website/docs/tutorials/plugin/memory.md	74	## Upgrading the embedding model	COMMENT
MEDIUM	website/docs/tutorials/signal/heuristic/conversation.md	114	[`config/fragments/signal/conversation/agentic-shape.yaml`](https://github.com/vllm-project/semantic-router/blob/main/co	CODE
MEDIUM	website/docs/overview/use-cases.md	156	### Bounded recovery and orchestration	COMMENT
MEDIUM	website/blog/2026-06-29-micro-agent-frontier-models.md	333	[Agentic Intelligence Lab](https://agentic-in.ai/), especially	CODE
MEDIUM	…log/2026-06-18-agentic-intelligent-routing-amd-rocm.md	49	\| Recipe \| [`config/recipes/agent/config.yaml`](https://github.com/vllm-project/semantic-router/blob/main/config/recipes	CODE
MEDIUM	…log/2026-06-18-agentic-intelligent-routing-amd-rocm.md	50	\| Inferoa \| [github.com/agentic-in/inferoa](https://github.com/agentic-in/inferoa) \| Optional agent client with native v	CODE
MEDIUM	…log/2026-06-18-agentic-intelligent-routing-amd-rocm.md	396	[Inferoa](https://github.com/agentic-in/inferoa) is an inference-native agent	CODE
MEDIUM	…log/2026-06-18-agentic-intelligent-routing-amd-rocm.md	402	[inferoa.agentic-in.ai](https://inferoa.agentic-in.ai/docs/intro).	CODE
MEDIUM	…bsite/blog/2026-06-02-session-aware-agentic-routing.md	10	source_url: "https://github.com/vllm-project/vllm-project.github.io/blob/main/_posts/2026-06-02-session-aware-agentic-ro	CODE
MEDIUM	website/blog/2025-12-14-halugate.md	223	### The `hallucination` Plugin	COMMENT
MEDIUM	website/blog/2025-12-14-halugate.md	234	# Action when hallucination detected	COMMENT
MEDIUM	website/blog/2025-12-14-halugate.md	430	# Decision with hallucination plugin	COMMENT
MEDIUM	website/blog/2026-03-10-v0.2-vllm-sr-athena-release.md	153	### 4. Memory, RAG, and Response State Move Into the Core Runtime	COMMENT
MEDIUM	…/2026-10-06-vela-2-0-open-foundation-routing-models.md	66	The same question format works at every size. [The GPU example below](#try-it) combines request routing with PII and gro	CODE
MEDIUM	…lettucedetect-v2-generative-hallucination-detection.md	83	The `endpoint` backend (implemented by community contributor [@pranavthakur0-0](https://github.com/pranavthakur0-0) in [	CODE
MEDIUM	website/blog/2026-03-12-v0-3-themis-roadmap.md	64	The first track is NL-to-DSL authoring in the dashboard, tracked in [#1511](https://github.com/vllm-project/semantic	CODE
MEDIUM	website/blog/2026-03-12-v0-3-themis-roadmap.md	64	The first track is NL-to-DSL authoring in the dashboard, tracked in [#1511](https://github.com/vllm-project/semantic	CODE
MEDIUM	website/blog/2026-03-12-v0-3-themis-roadmap.md	98	That broader observability push now also includes ClawOS-specific visibility into model and tool behavior through [#1523	CODE
125 more matches not shown…

Deep Nesting476 hits · 437 pts

Severity	File	Line	Context
LOW	bench/agentic_routing_live_benchmark.py	514	CODE
LOW	bench/agent_task_live_benchmark.py	2062	CODE
LOW	bench/agent_task_live_benchmark.py	2245	CODE
LOW	bench/agent_task_live_benchmark.py	2366	CODE
LOW	bench/agentic_routing_experiment.py	855	CODE
LOW	bench/openai_fault_proxy.py	358	CODE
LOW	bench/openai_fault_proxy.py	168	CODE
LOW	bench/agent_session_replay.py	319	CODE
LOW	bench/router_reason_bench.py	276	CODE
LOW	bench/hallucination/evaluate.py	309	CODE
LOW	bench/redteam/scorers.py	18	CODE
LOW	bench/grounded_fusion/evaluate.py	221	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	205	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	313	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	467	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	721	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	806	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	867	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	1192	CODE
LOW	bench/reasoning/dataset_interface.py	124	CODE
LOW	bench/reasoning/cli.py	186	CODE
LOW	bench/reasoning/dataset_implementations/gpqa_dataset.py	68	CODE
LOW	bench/reasoning/dataset_implementations/gpqa_dataset.py	84	CODE
LOW	bench/looper_tts/config.py	64	CODE
LOW	bench/looper_tts/test_evidence_integrity.py	86	CODE
LOW	bench/looper_tts/test_evidence_integrity.py	105	CODE
LOW	bench/router_flow/render_report.py	101	CODE
LOW	…nch/router_flow/real_eval/collect_evalscope_results.py	322	CODE
LOW	…nch/router_flow/real_eval/collect_evalscope_results.py	353	CODE
LOW	bench/agent_crew/crew.py	362	CODE
LOW	bench/agent_crew/check_provider.py	223	CODE
LOW	bench/agent_crew/check_provider.py	226	CODE
LOW	…rovider-mocker/tests/test_provider_image_generation.py	39	CODE
LOW	…test/services/provider-mocker/provider_mocker/cache.py	31	CODE
LOW	…test/services/provider-mocker/provider_mocker/cache.py	160	CODE
LOW	…/services/provider-mocker/provider_mocker/chat_wire.py	59	CODE
LOW	…/services/provider-mocker/provider_mocker/chat_wire.py	76	CODE
LOW	…/services/provider-mocker/provider_mocker/chat_wire.py	164	CODE
LOW	…est/services/provider-mocker/provider_mocker/looper.py	53	CODE
LOW	…vices/provider-mocker/provider_mocker/messages_wire.py	18	CODE
LOW	…vices/provider-mocker/provider_mocker/messages_wire.py	36	CODE
LOW	tools/test/services/tiny-model/run.py	35	CODE
LOW	tools/test/services/tiny-model/run.py	123	CODE
LOW	tools/test/services/tiny-model/run.py	138	CODE
LOW	…st/services/mcp-classifier-server/server_generative.py	583	CODE
LOW	…st/services/mcp-classifier-server/server_generative.py	661	CODE
LOW	…st/services/mcp-classifier-server/server_generative.py	681	CODE
LOW	…est/services/mcp-classifier-server/server_embedding.py	580	CODE
LOW	…est/services/mcp-classifier-server/server_embedding.py	604	CODE
LOW	…/test/services/mcp-classifier-server/server_keyword.py	360	CODE
LOW	…/test/services/mcp-classifier-server/server_keyword.py	374	CODE
LOW	tools/security/scan_malicious_code.py	313	CODE
LOW	tools/security/scan_malicious_code.py	403	CODE
LOW	tools/security/ast_security_scanner.py	628	CODE
LOW	tools/security/ast_security_scanner.py	718	CODE
LOW	tools/security/ast_security_scanner.py	978	CODE
LOW	tools/security/ast_security_scanner.py	1261	CODE
LOW	tools/security/ast_security_scanner.py	1395	CODE
LOW	tools/security/ast_security_scanner.py	1499	CODE
LOW	tools/security/ast_security_scanner.py	1538	CODE
416 more matches not shown…

Over-Commented Block447 hits · 421 pts

Severity	File	Line	Snippet	Context
LOW	netlify.toml	1	# Production stays on Netlify's Git integration. PR previews are requested with	COMMENT
LOW	.pre-commit-config.yaml	201	# hooks:	COMMENT
LOW	bench/benchmark_comparison.sh	1	#!/bin/bash	COMMENT
LOW	bench/grounded_fusion/run_ab.sh	1	#!/usr/bin/env bash	COMMENT
LOW	bench/grounded_fusion/run_sweep.sh	1	#!/usr/bin/env bash	COMMENT
LOW	bench/grounded_fusion/fusioneval/main.go	1	// Command fusioneval is the paired, multi-arm evaluation driver for	COMMENT
LOW	bench/agent_crew/configs/crew.yaml	41	backend_refs:	COMMENT
LOW	tools/test/smoke/test-authz-rbac.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/test/services/provider-mocker/requirements.txt	1	# This file was autogenerated by uv via the following command:	COMMENT
LOW	tools/test/services/provider-mocker/requirements.txt	21	starlette==0.38.6	COMMENT
LOW	…ols/test/services/provider-mocker/requirements-dev.txt	1	# This file was autogenerated by uv via the following command:	COMMENT
LOW	…ols/test/services/provider-mocker/requirements-dev.txt	21	httpcore==1.0.9	COMMENT
LOW	…ols/test/services/provider-mocker/requirements-dev.txt	41	pygments==2.21.0	COMMENT
LOW	…st/services/mcp-classifier-server/server_generative.py	61		COMMENT
LOW	tools/ci/retry.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/ci/retry.sh	21	# The command runs as the condition of an `if`, where bash suspends errexit. A	COMMENT
LOW	config/config.yaml	2461	database: vsr	COMMENT
LOW	config/config.yaml	2641	# hallucination_detector, feedback_detector).	COMMENT
LOW	config/config.yaml	2861	positive_labels: [jailbreak]	COMMENT
LOW	config/config.yaml	2901	# whole text up to its scan budget, so it sets no window; a token	COMMENT
LOW	config/fragments/plugin/shadow-dispatch/sampled.yaml	21	capture_response_body: false	COMMENT
LOW	config/fragments/signal/embedding/image-routing.yaml	1	# Opt-in image-modality embedding pack. Inline under	COMMENT
LOW	config/runtime/vector-store/valkey.yaml	1	# Valkey Vector Store — Example Configuration	COMMENT
LOW	config/runtime/vector-store/valkey.yaml	41	metric_type: COSINE	COMMENT
LOW	config/runtime/vector-store/valkey.yaml	61	# valkey:	COMMENT
LOW	config/runtime/memory/valkey.yaml	1	# Valkey Memory Store Configuration for Agentic Memory	COMMENT
LOW	config/runtime/memory/valkey.yaml	41	# backend: valkey # <-- select Valkey backend	COMMENT
LOW	config/runtime/memory/valkey.yaml	61	# hybrid_mode: weighted	COMMENT
LOW	config/runtime/memory/valkey.yaml	81	# # Tune index_m and index_ef_construction with representative data; higher	COMMENT
LOW	config/runtime/response-api/redis-cluster.yaml	41		COMMENT
LOW	config/runtime/response-api/redis-cluster.yaml	61	# - Each master should have at least 1 replica for high availability	COMMENT
LOW	config/runtime/response-api/redis-simple.yaml	21	# Timeouts (in seconds)	COMMENT
LOW	config/runtime/response-api/redis-simple.yaml	41	# response_api:	COMMENT
LOW	config/runtime/response-api/redis-production.yaml	41	# tls_enabled: true	COMMENT
LOW	config/runtime/response-api/redis-production.yaml	61		COMMENT
LOW	config/runtime/response-cache/milvus.yaml	1	# Milvus Vector Database Configuration for Semantic Cache	COMMENT
LOW	config/runtime/response-cache/milvus.yaml	81	level: "info"	COMMENT
LOW	config/runtime/response-cache/milvus.yaml	101	# development:	COMMENT
LOW	config/runtime/response-cache/milvus.yaml	121	# port: 19530	COMMENT
LOW	config/runtime/response-cache/valkey.yaml	1	# Valkey Vector Database Configuration for Semantic Cache	COMMENT
LOW	config/runtime/response-cache/qdrant.yaml	1	# Qdrant Vector Search Engine Configuration for Semantic Cache	COMMENT
LOW	config/runtime/response-cache/redis.yaml	1	# Redis Vector Database Configuration for Semantic Cache	COMMENT
LOW	config/runtime/response-cache/redis.yaml	81		COMMENT
LOW	config/runtime/response-cache/redis.yaml	101	# tls:	COMMENT
LOW	config/runtime/response-cache/redis.yaml	121	# * L2: Euclidean distance, good for non-normalized vectors	COMMENT
LOW	deploy/openshift/demo/curl-examples.sh	1	#!/bin/bash	COMMENT
LOW	deploy/openshift/demo/live-semantic-router-logs.sh	1	#!/bin/bash	COMMENT
LOW	…s/dynamo/dynamo-resources/dynamo-graph-deployment.yaml	1	---	COMMENT
LOW	deploy/kubernetes/dynamo/helm-chart/values.yaml	1	# Dynamo vLLM Helm Chart Configuration	COMMENT
LOW	deploy/kubernetes/dynamo/helm-chart/values.yaml	21	huggingface:	COMMENT
LOW	…etes/dynamo/helm-chart/examples/values-multi-node.yaml	1	# Example: Multi-Node Deployment with Node Affinity	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	1	# Default values for semantic-router.	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	21	mode: standalone	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	101	# Metrics service	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	141	requests:	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	181	inflightRequests: 50	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	201	# Example:	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	261	size: 10Gi	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	481	# ============================================================================	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	501	# priority: 100	COMMENT
387 more matches not shown…

Excessive Try-Catch Wrapping334 hits · 358 pts

Severity	File	Line	Snippet	Context
LOW	bench/agentic_routing_live_benchmark.py	248	except Exception as exc: # pragma: no cover - network errors vary by platform	CODE
LOW	bench/agentic_routing_live_benchmark.py	636	except Exception as exc: # pragma: no cover - network errors vary by platform	CODE
LOW	bench/agent_task_live_benchmark.py	2146	except Exception as exc: # pragma: no cover - network errors vary by platform	CODE
LOW	bench/agent_task_live_benchmark.py	2762	except Exception as exc: # pragma: no cover - network errors vary by platform	CODE
LOW	bench/openai_fault_proxy.py	204	except Exception as exc: # pragma: no cover - network errors vary	CODE
LOW	bench/benchmark_comparison.sh	168	except Exception as e:	CODE
LOW	bench/benchmark_comparison.sh	193	except Exception as e:	CODE
LOW	bench/plot_comprehensive_results.py	61	except Exception as e:	CODE
LOW	bench/comprehensive_bench.sh	299	except Exception as e:	CODE
MEDIUM	bench/comprehensive_bench.sh	300	print(f'Error processing $target_file: {e}', file=sys.stderr)	CODE
LOW	bench/router_reason_bench.py	155	except Exception as e:	CODE
MEDIUM	bench/router_reason_bench.py	156	print(f"Error communicating with endpoint to list models: {e}")	CODE
LOW	bench/router_reason_bench.py	310	except Exception:	CODE
LOW	bench/router_reason_bench.py	344	except Exception as e:	CODE
LOW	bench/router_reason_bench.py	685	except Exception:	CODE
LOW	bench/router_reason_bench.py	1005	except Exception as e:	CODE
LOW	bench/router_reason_bench.py	1093	except Exception as e:	CODE
LOW	bench/cache_token_probe.py	166	except Exception as exc: # pragma: no cover - network errors vary by platform	CODE
LOW	bench/session_routing_branch_image_probe.py	108	except Exception as exc: # pragma: no cover - platform network errors vary	CODE
LOW	bench/hallucination/datasets.py	67	except Exception as e:	CODE
MEDIUM	bench/hallucination/datasets.py	68	print(f"Error loading HaluEval: {e}")	CODE
LOW	bench/hallucination/datasets.py	115	except Exception as e:	CODE
LOW	bench/hallucination/evaluate.py	238	except Exception as e:	CODE
LOW	bench/hallucination/evaluate.py	629	except Exception as e:	CODE
LOW	bench/hallucination/evaluate_detectors.py	110	except Exception as e:	CODE
LOW	bench/grounded_fusion/ollama_proxy.py	94	except Exception as e:	CODE
MEDIUM⚡	bench/reasoning/router_reason_bench_multi_dataset.py	309	print(f"Error communicating with endpoint to list models: {e}")	CODE
MEDIUM	bench/reasoning/router_reason_bench_multi_dataset.py	1230	print(f"Error loading dataset '{args.dataset}': {e}")	CODE
LOW⚡	bench/reasoning/router_reason_bench_multi_dataset.py	308	except Exception as e:	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	348	except Exception:	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	646	except Exception as e:	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	1137	except Exception as e:	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	1229	except Exception as e:	CODE
LOW	bench/reasoning/reasoning_mode_eval.py	213	except Exception as exc:	CODE
MEDIUM	bench/reasoning/reasoning_mode_eval.py	214	print(f"Error fetching models: {exc}")	CODE
LOW	bench/reasoning/reasoning_mode_eval.py	624	except Exception as exc:	CODE
LOW	bench/reasoning/dataset_factory.py	144	except Exception as e:	CODE
MEDIUM	bench/reasoning/cli.py	321	print(f"Error importing dataset factory: {e}")	CODE
LOW	bench/reasoning/dataset_implementations/gpqa_dataset.py	57	except Exception as e:	CODE
LOW	…oning/dataset_implementations/commonsenseqa_dataset.py	53	except Exception as e:	CODE
LOW	…easoning/dataset_implementations/truthfulqa_dataset.py	47	except Exception as e:	CODE
LOW	bench/reasoning/dataset_implementations/math_dataset.py	46	except Exception:	CODE
LOW	bench/reasoning/dataset_implementations/math_dataset.py	49	except Exception:	CODE
LOW	…reasoning/dataset_implementations/hellaswag_dataset.py	53	except Exception as e:	CODE
LOW	bench/router_flow/flow_eval.py	268	except Exception as exc:	CODE
LOW	bench/router_flow/real_eval/run_evalscope_suite.py	254	except Exception:	CODE
LOW	bench/router_flow/real_eval/test_run_evalscope_suite.py	736	except Exception:	STRING
LOW	bench/agent_crew/crew.py	243	except Exception as exc: # every failure is recorded, not raised	CODE
LOW	bench/agent_crew/crew.py	355	except Exception as exc:	CODE
LOW	…st/services/mcp-classifier-server/server_generative.py	292	except Exception:	CODE
LOW	…st/services/mcp-classifier-server/server_generative.py	352	except Exception as e:	CODE
LOW	…st/services/mcp-classifier-server/server_generative.py	599	except Exception as e:	CODE
LOW	…st/services/mcp-classifier-server/server_generative.py	801	except Exception as e:	CODE
LOW⚡	…est/services/mcp-classifier-server/server_embedding.py	248	except Exception as e:	CODE
LOW	…est/services/mcp-classifier-server/server_embedding.py	530	except Exception as e:	CODE
LOW	…est/services/mcp-classifier-server/server_embedding.py	724	except Exception as e:	CODE
LOW	…/test/services/mcp-classifier-server/server_keyword.py	315	except Exception as e:	CODE
LOW	…/test/services/mcp-classifier-server/server_keyword.py	481	except Exception as e:	CODE
MEDIUM	tools/security/scan_malicious_code.py	252	print(f"Error: cannot load {SIGNATURES_CONFIG}: {exc}", file=sys.stderr)	CODE
MEDIUM	tools/security/scan_malicious_code.py	549	print(f"Error: {root} is not a directory", file=sys.stderr)	CODE
274 more matches not shown…

Cross-Language Confusion56 hits · 292 pts

Severity	File	Line	Snippet	Context
HIGH	bench/test_openai_fault_proxy.py	65	b'data: {"choices":[{"delta":{"content":"one"},"finish_reason":null}]}\n\n',	CODE
HIGH	bench/test_openai_fault_proxy.py	66	b'data: {"choices":[{"delta":{"content":"two"},"finish_reason":null}]}\n\n',	CODE
HIGH⚡	bench/test_openai_fault_proxy.py	333	b'data: {"choices":[{"delta":{"content":"one"},"finish_reason":null}]}',	CODE
HIGH⚡	bench/test_openai_fault_proxy.py	334	b'data: {"choices":[{"delta":{"content":"two"},"finish_reason":null}]}',	CODE
HIGH	bench/router_flow/real_eval/test_run_amd_eval_matrix.py	121	assert "docker rm -f vllm-sr-router-container >/dev/null 2>&1 \|\| true" in script	CODE
HIGH⚡	bench/router_flow/real_eval/test_run_amd_eval_matrix.py	151	assert "curl -fsS http://127.0.0.1:8899/v1/models 2>/dev/null \|\| true" in script	CODE
HIGH	bench/router_flow/real_eval/run_amd_eval_matrix.py	519	" docker rm -f vllm-sr-router-container >/dev/null 2>&1 \|\| true",	CODE
HIGH	bench/router_flow/real_eval/run_amd_eval_matrix.py	540	" models_json=$(curl -fsS http://127.0.0.1:8899/v1/models 2>/dev/null \|\| true)",	CODE
HIGH	bench/router_flow/real_eval/run_amd_eval_matrix.py	541	f' if [ -n "$models_json" ] && printf \'%s\\n\' "$models_json" \| grep -F {quoted_model} >/dev/null; then',	CODE
HIGH⚡	tools/ci/tests/test_performance_workflow.py	134	'{"results": null, "has_regressions": false}',	CODE
HIGH⚡	tools/ci/tests/test_netlify_preview_workflow.py	59	"&& github.event.issue.number \|\| github.run_id }}",	CODE
HIGH	tools/ci/tests/test_python_package_publication.py	202	install["if"], "inputs.prebuilt-dist \|\| inputs.channel != 'dev'"	CODE
HIGH⚡	tools/ci/tests/test_retry_sh.py	89	RETRY_CLEANUP=cleanup retry_run 3 0 always_fails \|\| true	STRING
HIGH⚡	tools/ci/tests/test_retry_sh.py	104	RETRY_CLEANUP=bad_cleanup retry_run 3 0 always_fails \|\| true	STRING
HIGH⚡	tools/ci/tests/test_retry_sh.py	117	retry_run 2 1 always_fails \|\| true	STRING
HIGH⚡	tools/ci/tests/test_retry_sh.py	130	false && echo "the rest must not run"	STRING
HIGH⚡	tools/ci/tests/test_retry_sh.py	132	retry_run 2 0 install \|\| true	STRING
HIGH⚡	tools/ci/tests/test_retry_sh.py	175	retry_run 2 0 tracks \|\| true	STRING
HIGH⚡	tools/ci/tests/test_retry_sh.py	188	retry_run 0 5 tracks \|\| echo "zero=$?"	STRING
HIGH⚡	tools/ci/tests/test_retry_sh.py	189	retry_run 2 -1 tracks \|\| echo "negative=$?"	STRING
HIGH⚡	tools/ci/tests/test_retry_sh.py	190	retry_run 1 x tracks \|\| echo "nonnumeric=$?"	STRING
HIGH⚡	tools/ci/tests/test_retry_sh.py	191	retry_run 1 5 \|\| echo "missing=$?"	STRING
HIGH	tools/ci/tests/test_retry_sh.py	71	retry_run 3 0 always_fails \|\| echo "status=$?"	STRING
HIGH⚡	…mg/blog/system-one-auto/source/generate_blog_assets.py	344	if (a.x < 0 \|\| a.y < 0 \|\| a.right > bounds.width \|\| a.bottom > bounds.height)	CODE
HIGH⚡	…mg/blog/system-one-auto/source/generate_blog_assets.py	345	outside.push(a.text);	CODE
HIGH⚡	…mg/blog/system-one-auto/source/generate_blog_assets.py	348	if (a.x < x \|\| a.y < y \|\| a.right > x+w \|\| a.bottom > y+h)	CODE
HIGH⚡	…mg/blog/system-one-auto/source/generate_blog_assets.py	349	containers.push(a.text);	CODE
HIGH⚡	…mg/blog/system-one-auto/source/generate_blog_assets.py	354	overlaps.push([a.text,b.text]);	CODE
HIGH	…/testing/vllm-sr-cli/test_integration_recipe_bearer.py	367	'read -r credential; grep -rlF --exclude-dir=management-credential -- "$credential" /app/.vllm-sr /app/d	CODE
HIGH⚡	e2e/testing/hallucination-demo/web_client.py	311	const factCheckNeeded = data.headers && data.headers['x-vsr-fact-check-needed'] === 'true';	CODE
HIGH⚡	e2e/testing/hallucination-demo/web_client.py	315	const unverifiedResponse = data.headers && data.headers['x-vsr-unverified-factual-response'] === 'true';	CODE
HIGH⚡	e2e/testing/hallucination-demo/web_client.py	316	const hallucinationDetected = data.headers && data.headers['x-vsr-hallucination-detected'] === 'true';	CODE
HIGH	e2e/testing/hallucination-demo/web_client.py	215	if (typeEffect && role === 'assistant') {	CODE
HIGH	e2e/testing/hallucination-demo/web_client.py	239	if (detail && detailEl) detailEl.textContent = detail;	CODE
HIGH	e2e/testing/hallucination-demo/web_client.py	353	addMessage(data.error ? 'error' : 'assistant', data.response \|\| data.error, true);	CODE
HIGH	…del_classifier/safety_classifier/tests/test_release.py	70	'{"source_commit":null,"global_train_batch_size":64,'	CODE
HIGH	…training/model_classifier/sequence_repair/retention.py	21	"""Return detached T² KL(teacher \|\| student), summed over a logical batch."""	STRING
HIGH	src/training/model_eval/jailbreak_guard_eval.py	327	"""A slice can leave a number undefined, and that reads better than a crash."""	STRING
HIGH	src/training/kv_mapper/distill.py	148	"""Mean KL(target's own \|\| target on the mapped cache) over the continuation."""	STRING
HIGH	src/model-runtime/tools/embed_legacy.py	118	GO_TEMPLATE = r"""//go:build !windows && cgo	CODE
HIGH⚡	src/model-runtime/tools/legacy_parity.py	202	GO_TEMPLATE = r"""//go:build !windows && cgo	CODE
HIGH	src/model-runtime/tools/legacy_parity.py	286	if callErr == nil \|\| errors.Is(callErr, tasks.ErrTokenSpansTruncated) {	CODE
HIGH	src/model-runtime/tests/test_renderer.py	24	'\n<option>\n{"description":null,"key":"x"}\n</option>',	CODE
HIGH	src/model-runtime/tests/test_decision1_runtimes.py	427	'\n<option>\n{"description":null,"key":"other"}\n</option>'	CODE
HIGH	src/model-runtime/vllm_srun/systemone.py	64	"""Text, an object or an array of JSON values (Choice descriptions may be null)."""	STRING
HIGH	src/model-runtime/vllm_srun/systemone.py	107	(descriptions may be null), Noul the given subset of ``false`` / ``true``	STRING
HIGH	…odel-runtime/vllm_srun/families/decision1/questions.py	43	"""A runtime's Noul criteria when a request leaves them out (or, ``null_is_default``, sends null)."""	STRING
HIGH	src/vllm-sr/tests/test_release_script.py	139	assert undo.startswith("git tag -d v0.5.0 && git reset --hard ")	STRING
HIGH⚡	src/vllm-sr/tests/test_install_script_surface.py	114	"ensure_python_venv python3 && describe_python_dependency_plan python3",	CODE
HIGH	src/vllm-sr/tests/test_dashboard_dockerfile_surface.py	495	"RUN cd /tmp && gosu nonroot python3 -m cli.model_catalog_export >/dev/null"	CODE
HIGH⚡	src/vllm-sr/cli/container_log_spool.py	70	if [ -n "$relay_pid" ]; then kill "$relay_pid" 2>/dev/null \|\| true; fi	CODE
HIGH⚡	src/vllm-sr/cli/container_log_spool.py	71	if [ -n "$child_pid" ]; then kill "$child_pid" 2>/dev/null \|\| true; fi	CODE
HIGH⚡	src/vllm-sr/cli/container_log_spool.py	75	if [ -n "$child_pid" ]; then kill -TERM "$child_pid" 2>/dev/null \|\| true; fi	CODE
HIGH	src/vllm-sr/cli/container_log_spool.py	97	case "$(LC_ALL=C awk -W version </dev/null 2>/dev/null)" in	CODE
HIGH	src/vllm-sr/cli/goyaml_scalars.py	25	# text they are re-emitted as. None marks null, which the typed decoder turns	COMMENT
HIGH	src/vllm-sr/cli/goyaml_scalars.py	65	``None`` means yaml.v2 resolved the scalar to null, which the typed	STRING

Verbosity Indicators131 hits · 262 pts

Severity	File	Line	Snippet	Context
LOW⚡	deploy/kserve/install-gpu-operator.sh	29	# Step 1: Install Node Feature Discovery (NFD) Operator	COMMENT
LOW	deploy/kserve/install-gpu-operator.sh	81	# Step 2: Create NFD Instance	COMMENT
LOW⚡	deploy/kserve/install-gpu-operator.sh	122	# Step 3: Install NVIDIA GPU Operator	COMMENT
LOW	deploy/kserve/install-gpu-operator.sh	175	# Step 4: Create ClusterPolicy	COMMENT
LOW	deploy/kserve/install-gpu-operator.sh	235	# Step 5: Verify GPU Resources	COMMENT
LOW⚡	dashboard/backend/setupmode/resolver_test.go	590	// Step 1: config off, flag on -> conflict. First WARNING.	COMMENT
LOW⚡	dashboard/backend/setupmode/resolver_test.go	598	// Step 2: config on, flag on. They agree, so no new WARNING.	COMMENT
LOW⚡	dashboard/backend/setupmode/resolver_test.go	608	// Step 3: back to step 1's conflicting shape. Step 2 changed the last	COMMENT
LOW	dashboard/backend/handlers/deploy.go	259	// Step 2: Deep merge the routing fragment into the deploy base.	COMMENT
LOW	dashboard/backend/handlers/deploy.go	289	// Step 3: Create backup of current config	COMMENT
LOW⚡	dashboard/backend/handlers/deploy.go	302	// Step 4: Archive DSL source (for audit trail)	COMMENT
LOW⚡	dashboard/backend/handlers/deploy.go	305	// Step 5: Atomic write to config.yaml	COMMENT
LOW⚡	dashboard/backend/handlers/deploy.go	319	// Step 6: Propagate the new config to the managed runtime before returning.	COMMENT
LOW⚡	dashboard/backend/handlers/deploy.go	329	// Step 7: Clean up old backups (keep only maxBackups most recent)	COMMENT
LOW⚡	e2e/testing/vllm-sr-cli/test_integration.py	516	# Step 1: Create a lean active config	COMMENT
LOW⚡	e2e/testing/vllm-sr-cli/test_integration.py	519	# Step 2: Try to serve with fake image and never policy	COMMENT
LOW	e2e/testing/memory_tests/test_storage.py	108	# Step 2: Send follow-up (also stored as a per-turn chunk)	COMMENT
LOW⚡	e2e/testing/memory_tests/test_storage.py	120	# Step 3: Wait for storage to complete	COMMENT
LOW⚡	e2e/testing/memory_tests/test_storage.py	124	# Step 4: Query for the fact in NEW SESSION (no previous_response_id)	COMMENT
LOW⚡	e2e/testing/memory_tests/test_per_decision.py	33	# Step 1: Store fact via default_route.	COMMENT
LOW⚡	e2e/testing/memory_tests/test_per_decision.py	43	# Step 2: Wait for storage and verify prerequisite	COMMENT
LOW	e2e/testing/memory_tests/test_per_decision.py	58	# Step 3: Query via no_memory_route (NOMEM_MARKER triggers keyword match)	COMMENT
LOW	e2e/testing/memory_tests/test_per_decision.py	77	# Step 4: Control — same query via default_route (no marker)	COMMENT
LOW⚡	e2e/testing/memory_tests/test_per_decision.py	121	# Step 1: Store fact via default_route	COMMENT
LOW⚡	e2e/testing/memory_tests/test_per_decision.py	129	# Step 2: Wait for storage and verify prerequisite	COMMENT
LOW	e2e/testing/memory_tests/test_per_decision.py	144	# Step 3: Query via custom_threshold_route (threshold 0.99)	COMMENT
LOW	e2e/testing/memory_tests/test_per_decision.py	170	# Step 4: Control — same query via default_route (threshold 0.45)	COMMENT
LOW⚡	e2e/testing/hallucination-demo/web_client.py	307	// Step 1: Question sent	COMMENT
LOW⚡	e2e/testing/hallucination-demo/web_client.py	310	// Step 2: Router Signals - Need Fact Check	COMMENT
LOW	e2e/testing/hallucination-demo/web_client.py	329	// Step 5: Router Decisions - Hallucination Detection result	COMMENT
LOW	e2e/testing/hallucination-demo/run_demo.sh	69	# Step 1: Start Provider mocker with tool calling	COMMENT
LOW	e2e/testing/hallucination-demo/run_demo.sh	82	# Step 2: Start Mock Web Search	COMMENT
LOW	e2e/testing/hallucination-demo/run_demo.sh	95	# Step 3: Start Semantic Router (gRPC ExtProc on port 50051)	COMMENT
LOW	e2e/testing/hallucination-demo/run_demo.sh	117	# Step 4: Start Envoy proxy (HTTP to gRPC)	COMMENT
LOW	e2e/testing/hallucination-demo/run_demo.sh	132	# Step 5: Run Chat Client	COMMENT
LOW⚡	e2e/profiles/multimodal-routing/profile.go	63	// Step 3: Deploy Envoy Gateway	COMMENT
LOW⚡	e2e/profiles/multimodal-routing/profile.go	69	// Step 4: Deploy Envoy AI Gateway	COMMENT
LOW⚡	e2e/profiles/multimodal-routing/profile.go	75	// Step 5: Deploy Demo LLM and Gateway API Resources	COMMENT
LOW⚡	e2e/profiles/multimodal-routing/profile.go	81	// Step 6: Verify all components are ready	COMMENT
LOW⚡	e2e/profiles/ml-model-selection/profile.go	106	// Step 1: Train ML models (or verify they exist)	COMMENT
LOW⚡	e2e/profiles/ml-model-selection/profile.go	112	// Step 2: Deploy Semantic Router with ML selection	COMMENT
LOW⚡	e2e/profiles/ml-model-selection/profile.go	118	// Step 3: Deploy Envoy Gateway	COMMENT
LOW⚡	e2e/profiles/ml-model-selection/profile.go	124	// Step 4: Deploy Envoy AI Gateway	COMMENT
LOW⚡	e2e/profiles/ml-model-selection/profile.go	130	// Step 5: Deploy Gateway API Resources	COMMENT
LOW⚡	e2e/profiles/ml-model-selection/profile.go	136	// Step 6: Deploy Mock LLM (to receive routed requests)	COMMENT
LOW⚡	e2e/profiles/ml-model-selection/profile.go	142	// Step 7: Verify deployment	COMMENT
LOW	e2e/profiles/ml-model-selection/profile.go	371	// Step 1: Copy models to host directory for Linux CI (where hostPath works)	COMMENT
LOW	e2e/profiles/ml-model-selection/profile.go	393	// Step 2: Also copy models directly into Kind containers	COMMENT
LOW⚡	e2e/profiles/aibrix/profile.go	100	// Step 1: Deploy Semantic Router	COMMENT
LOW⚡	e2e/profiles/aibrix/profile.go	107	// Step 2: Deploy AIBrix Dependencies	COMMENT
LOW⚡	e2e/profiles/aibrix/profile.go	115	// Step 3: Deploy AIBrix Core	COMMENT
LOW⚡	e2e/profiles/aibrix/profile.go	123	// Step 4: Deploy Demo LLM and Gateway API Resources	COMMENT
LOW⚡	e2e/profiles/aibrix/profile.go	131	// Step 5: Verify all components are ready	COMMENT
LOW⚡	e2e/profiles/dynamo/profile.go	48	// Step 1: Deploy Nvidia Dynamo components (includes workers)	COMMENT
LOW⚡	e2e/profiles/dynamo/profile.go	54	// Step 2: Deploy Envoy Gateway (must be before Semantic Router to install Gateway API CRDs)	COMMENT
LOW⚡	e2e/profiles/dynamo/profile.go	60	// Step 3: Deploy Semantic Router with Dynamo integration	COMMENT
LOW⚡	e2e/profiles/dynamo/profile.go	66	// Step 4: Configure Gateway API routing	COMMENT
LOW⚡	e2e/profiles/dynamo/profile.go	72	// Step 5: Verify all components are ready	COMMENT
LOW⚡	e2e/profiles/dynamo/profile.go	172	// Step 3: List what was actually deployed (for debugging)	COMMENT
LOW⚡	e2e/profiles/dynamo/profile.go	180	// Step 3: Wait for platform components to be ready	COMMENT
71 more matches not shown…

Empty Error Handlers51 hits · 255 pts

Severity	File	Line	Snippet	Context
HIGH	bench/reasoning/router_reason_bench_multi_dataset.py	575	except (ValueError, AttributeError):	CODE
HIGH	bench/agent_crew/fixture/pr/billing.py	15	except:	CODE
HIGH	tools/test/services/tiny-model/run.py	132	except (urllib.error.URLError, TimeoutError):	CODE
HIGH	tools/security/scan_malicious_code.py	308	except (OSError, PermissionError):	CODE
HIGH	tools/security/scan_malicious_code.py	502	except (OSError, PermissionError):	CODE
HIGH	tools/security/ast_security_scanner.py	66	except (ImportError, AttributeError, Exception):	CODE
HIGH	tools/security/ast_security_scanner.py	639	except (OSError, PermissionError):	CODE
HIGH	tools/security/ast_security_scanner.py	1969	except (OSError, PermissionError):	CODE
HIGH	tools/security/ast_security_scanner.py	1983	except (OSError, PermissionError):	CODE
HIGH	tools/ci/image_artifacts.py	343	except mocker.PublicationUnavailableError:	CODE
HIGH	dashboard/backend/entrypoint_permissions.py	70	except FileNotFoundError:	CODE
HIGH	e2e/testing/09-openai-api-validation-test.py	336	except Exception:	CODE
HIGH	e2e/testing/09-openai-api-validation-test.py	399	except Exception:	CODE
HIGH	e2e/testing/vllm-sr-cli/serve_session.py	116	except (urllib_error.URLError, ConnectionError, TimeoutError):	CODE
HIGH	e2e/testing/vllm-sr-cli/runtime_http.py	152	except (urllib_error.URLError, ConnectionError):	CODE
HIGH	…/testing/vllm-sr-cli/test_integration_recipe_bearer.py	139	except (urllib_error.URLError, ConnectionError, TimeoutError):	CODE
HIGH	…testing/vllm-sr-cli/test_integration_plugin_example.py	230	except (URLError, ConnectionError):	CODE
HIGH	e2e/testing/vllm-sr-cli/test_integration_engine_mode.py	50	except OSError:	CODE
HIGH	e2e/testing/vllm-sr-cli/cli_test_base.py	559	except (urllib_error.URLError, urllib_error.HTTPError, OSError):	CODE
HIGH	…odel_classifier/verify_text_classification_datasets.py	836	except json.JSONDecodeError:	CODE
HIGH	…odel_classifier/verify_text_classification_datasets.py	872	except json.JSONDecodeError:	CODE
HIGH	…edback_classifier/data_processing/download_datasets.py	715	except (json.JSONDecodeError, AttributeError):	CODE
HIGH	…ck_classifier/data_processing/verify_dataset_labels.py	110	except json.JSONDecodeError:	CODE
HIGH	…ck_classifier/data_processing/verify_dataset_labels.py	123	except (json.JSONDecodeError, IndexError):	CODE
HIGH	…ck_classifier/data_processing/verify_dataset_labels.py	167	except json.JSONDecodeError:	CODE
HIGH	…ck_classifier/data_processing/verify_dataset_labels.py	148	except json.JSONDecodeError:	CODE
HIGH	src/training/model_eval/multi_benchmark_eval.py	165	except Exception:	CODE
HIGH	…aining/model_selection/ml_model_selection/benchmark.py	620	except Exception:	CODE
HIGH	…aining/model_selection/ml_model_selection/benchmark.py	637	except Exception:	CODE
HIGH	…aining/model_selection/ml_model_selection/benchmark.py	768	except Exception:	CODE
HIGH	…aining/model_selection/ml_model_selection/benchmark.py	759	except (AssertionError, TimeoutError):	CODE
HIGH	…aining/model_selection/ml_model_selection/benchmark.py	761	except Exception:	CODE
HIGH	src/model-runtime/tools/input_memory.py	148	except (OSError, urllib.error.URLError):	CODE
HIGH	src/model-runtime/tests/test_server.py	71	except OSError:	CODE
HIGH	src/model-runtime/tests/test_server.py	186	except OSError:	CODE
HIGH	src/model-runtime/vllm_srun/cli.py	294	except KeyError:	CODE
HIGH	src/model-runtime/vllm_srun/plugins/registry.py	95	except metadata.PackageNotFoundError:	CODE
HIGH	src/model-runtime/vllm_srun/accel/cpu.py	47	except (OSError, ValueError):	CODE
HIGH	src/model-runtime/vllm_srun/accel/cpu.py	56	except (OSError, ValueError):	CODE
HIGH	src/model-runtime/vllm_srun/accel/cpu.py	113	except (ValueError, OSError, AttributeError):	CODE
HIGH	src/vllm-sr/tests/test_sr_bench.py	103	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	src/vllm-sr/tests/test_sr_bench.py	593	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	src/vllm-sr/cli/instance_setup.py	54	except (OSError, ValueError, http.client.HTTPException):	CODE
HIGH	src/vllm-sr/cli/instance_runtime.py	135	except (OSError, ValueError, RuntimeError):	CODE
HIGH	src/vllm-sr/cli/container_runtime.py	79	except FileNotFoundError:	CODE
HIGH	src/vllm-sr/cli/execution_platform.py	101	except ValueError:	CODE
HIGH	src/vllm-sr/cli/container_services.py	239	except subprocess.CalledProcessError:	CODE
HIGH	src/vllm-sr/cli/recipe_activation_recovery.py	482	except FileNotFoundError:	CODE
HIGH	src/vllm-sr/cli/recipe_package.py	615	except ValueError:	CODE
HIGH	src/vllm-sr/cli/sr_bench/snapshots.py	43	except ValueError:	CODE
HIGH	src/vllm-sr/cli/sr_bench/dataset_io.py	131	except FileNotFoundError:	CODE

Cross-File Repetition38 hits · 190 pts

Severity	File	Snippet	Context
HIGH	bench/reasoning/dataset_interface.py	get list of all available categories in the dataset.	STRING
HIGH	bench/reasoning/dataset_implementations/drop_dataset.py	get list of all available categories in the dataset.	STRING
HIGH	…easoning/dataset_implementations/openbookqa_dataset.py	get list of all available categories in the dataset.	STRING
HIGH	…easoning/dataset_implementations/strategyqa_dataset.py	get list of all available categories in the dataset.	STRING
HIGH	bench/reasoning/dataset_implementations/math_dataset.py	get list of all available categories in the dataset.	STRING
HIGH	…/reasoning/dataset_implementations/aqua_rat_dataset.py	get list of all available categories in the dataset.	STRING
HIGH	bench/reasoning/dataset_implementations/sciq_dataset.py	get list of all available categories in the dataset.	STRING
HIGH	…nch/reasoning/dataset_implementations/gsm8k_dataset.py	get list of all available categories in the dataset.	STRING
HIGH	…/dataset_implementations/openmathrreasoning_dataset.py	get list of all available categories in the dataset.	STRING
HIGH	…st/services/mcp-classifier-server/server_generative.py	you are a history expert. when answering historical questions: - provide accurate dates, names, and historical context -	STRING
HIGH	…est/services/mcp-classifier-server/server_embedding.py	you are a history expert. when answering historical questions: - provide accurate dates, names, and historical context -	STRING
HIGH	…/test/services/mcp-classifier-server/server_keyword.py	you are a history expert. when answering historical questions: - provide accurate dates, names, and historical context -	STRING
HIGH	…st/services/mcp-classifier-server/server_generative.py	you are a mathematics expert. when answering math questions: - show step-by-step solutions with clear explanations - use	STRING
HIGH	…est/services/mcp-classifier-server/server_embedding.py	you are a mathematics expert. when answering math questions: - show step-by-step solutions with clear explanations - use	STRING
HIGH	…/test/services/mcp-classifier-server/server_keyword.py	you are a mathematics expert. when answering math questions: - show step-by-step solutions with clear explanations - use	STRING
HIGH	…st/services/mcp-classifier-server/server_generative.py	you are a knowledgeable assistant. when answering general questions: - provide balanced, well-rounded responses - draw f	STRING
HIGH	…est/services/mcp-classifier-server/server_embedding.py	you are a knowledgeable assistant. when answering general questions: - provide balanced, well-rounded responses - draw f	STRING
HIGH	…/test/services/mcp-classifier-server/server_keyword.py	you are a knowledgeable assistant. when answering general questions: - provide balanced, well-rounded responses - draw f	STRING
HIGH	e2e/testing/05-jailbreak-test.py	check if the services are running before running tests.	STRING
HIGH	e2e/testing/06-pii-detection-test.py	check if the services are running before running tests.	STRING
HIGH	e2e/testing/02-router-classification-test.py	check if the services are running before running tests.	STRING
HIGH	e2e/testing/04-cache-test.py	check if the services are running before running tests.	STRING
HIGH	…ck_fine_tuning_lora/fact_check_bert_finetuning_lora.py	create tokenizer with model-specific configuration. args: model_path: path to load tokenizer from base_model_name: optio	STRING
HIGH	…ng_classifier/modality_routing_bert_finetuning_lora.py	create tokenizer with model-specific configuration. args: model_path: path to load tokenizer from base_model_name: optio	STRING
HIGH	…ard_fine_tuning_lora/jailbreak_bert_finetuning_lora.py	create tokenizer with model-specific configuration. args: model_path: path to load tokenizer from base_model_name: optio	STRING
HIGH	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	create tokenizer with model-specific configuration. args: model_path: path to load tokenizer from base_model_name: optio	STRING
HIGH	…er/classifier_model_fine_tuning_lora/ft_linear_lora.py	create tokenizer with model-specific configuration. args: model_path: path to load tokenizer from base_model_name: optio	STRING
HIGH	…g_classifier/exploration_lfm25_scx/try_scx_zeroshot.py	build the command-line parser. returns: the parser.	STRING
HIGH	…routing_classifier/exploration_lfm25_scx/eval_lfm25.py	build the command-line parser. returns: the parser.	STRING
HIGH	…y_routing_classifier/exploration_lfm25_scx/eval_scx.py	build the command-line parser. returns: the parser.	STRING
HIGH	…g_classifier/exploration_lfm25_scx/train_scx_router.py	build the command-line parser. returns: the parser.	STRING
HIGH	…lassifier/exploration_lfm25_scx/train_lfm25_encoder.py	build the command-line parser. returns: the parser.	STRING
HIGH	…ard_fine_tuning_lora/jailbreak_bert_finetuning_lora.py	merge lora adapter with base model to create a complete model for rust inference. this function is automatically called	STRING
HIGH	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	merge lora adapter with base model to create a complete model for rust inference. this function is automatically called	STRING
HIGH	…er/classifier_model_fine_tuning_lora/ft_linear_lora.py	merge lora adapter with base model to create a complete model for rust inference. this function is automatically called	STRING
HIGH	…del_embeddings/multimodal/small/models/text_encoder.py	return encoder-layer states without the input embedding state.	STRING
HIGH	…el_embeddings/multimodal/small/models/image_encoder.py	return encoder-layer states without the input embedding state.	STRING
HIGH	…el_embeddings/multimodal/small/models/audio_encoder.py	return encoder-layer states without the input embedding state.	STRING

AI Slop Vocabulary56 hits · 152 pts

Severity	File	Line	Snippet	Context
MEDIUM	bench/comprehensive_bench.sh	352	# Generate updated comprehensive plots for current dataset	COMMENT
MEDIUM	bench/comprehensive_bench.sh	361	# Function to generate comprehensive plot with all completed datasets (called after each dataset completes)	COMMENT
MEDIUM	bench/router_reason_bench.py	277	# Normalize non-string responses into a string to be robust to providers	COMMENT
MEDIUM	bench/grounded_fusion/make_configs.py	139	# purely on the sentinel the harness prepends to every prompt.	COMMENT
MEDIUM⚡	bench/reasoning/router_reason_bench_multi_dataset.py	315	# Normalize non-string responses into a string to be robust to providers	COMMENT
MEDIUM	bench/reasoning/cli.py	109	"""Register the 'comprehensive' command - run full research benchmark."""	STRING
MEDIUM	bench/reasoning/cli.py	348	"""Run comprehensive benchmark."""	STRING
MEDIUM	bench/reasoning/reporting.py	9	"""Generate a comprehensive markdown report."""	STRING
MEDIUM	tools/linter/go/.golangci.yml	20	- testifylint # checks for best practices when using the testify testing framework	CODE
MEDIUM⚡	tools/ci/ci_plan.py	388	# release can't run the current harness. Each is a main commit whose	COMMENT
MEDIUM⚡	tools/ci/ci_plan.py	389	# Production Benchmarks job passed with the harness that cycle measures.	COMMENT
MEDIUM⚡	tools/ci/ci_plan.py	392	# current harness cannot compile there. #3852 introduced the paired Vela	COMMENT
MEDIUM⚡	tools/ci/tests/test_pr_change_classifier.py	417	# v0.4.0 predates the model runtime; #4707 runs the current harness.	COMMENT
MEDIUM	tools/ci/tests/test_e2e_batches.py	30	# without requiring a Kubernetes daemon for the deterministic harness tests.	COMMENT
MEDIUM	tools/agent/domains.yaml	446	# The release version contract reads these files. The harness tests check	COMMENT
MEDIUM⚡	deploy/helm/validate-chart.sh	430	# Test 10: Check for common Helm best practices	COMMENT
MEDIUM	…ig/samples/vllm.ai_v1alpha1_semanticrouter_simple.yaml	4	# For a comprehensive example with all features, see vllm.ai_v1alpha1_semanticrouter_openshift.yaml	COMMENT
MEDIUM	website/package-lock.json	20755	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	website/static/img/blog/vela-2-0/source/make_charts.py	169	# Section "Open extraction with the broad head": ACL-Verbatim word-F1, held out of training, one harness for all mod	COMMENT
MEDIUM	dashboard/frontend/src/utils/mlPipelineApi.ts	97	// on connect, so reconnection is seamless.	COMMENT
MEDIUM	e2e/testing/run_recipe_conformance.sh	44	# live output and generated config stay under ignored .agent-harness paths.	COMMENT
MEDIUM	e2e/testing/09-memory-features-test.py	102	# The shutdown phase ends the router process. The harness runs it last,	COMMENT
MEDIUM	e2e/profiles/response-jailbreak/values.yaml	21	# keyword signal, so the E2E exercises the same harness path a real	COMMENT
MEDIUM	perf/scripts/compare-model-baseline.sh	2	# Run the current benchmark harness against a real base revision. Both sides	COMMENT
MEDIUM	perf/scripts/compare-model-baseline.sh	32	# harness can measure both sides. Record the reset instead of a comparison,	COMMENT
MEDIUM	src/semantic-router/pkg/looper/confidence.go	1007	// Uses JSON marshaling for robust extraction across SDK versions	COMMENT
MEDIUM	src/semantic-router/pkg/selection/hybrid.go	69	// HybridSelector combines multiple selection methods for robust routing	COMMENT
MEDIUM	…lity_routing_classifier/evaluate_modality_candidate.py	21	- candidate vs published_baseline (secondary/reference; what #3856's harness	STRING
MEDIUM	…routing_classifier/modality_candidate_eval_report.json	7265	"same_run_p99_latency": "PENDING -- blocked on #3856 (same-run evaluation harness); not computed by this script.",	CODE
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	278	# Use more robust tokenization that preserves character positions	COMMENT
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	321	# Add comprehensive data validation and quality analysis	COMMENT
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	563	# Use robust tokenization	COMMENT
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	1221	# Training arguments optimized for LoRA token classification based on PEFT best practices	COMMENT
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	1128	learning_rate: float = 3e-5, # Optimized for LoRA based on PEFT best practices	CODE
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	351	"""Validate BIO label consistency and report comprehensive statistics."""	STRING
MEDIUM	…edback_classifier/data_processing/download_datasets.py	861	# Extract label using robust extraction	COMMENT
MEDIUM	…_classifier/user_feedback_classifier/configs/config.py	50	max_seq_length: int = 1024 # Increased from 512 to leverage longer context	CODE
MEDIUM	…assifier_model_fine_tuning_lora/train_cpu_optimized.sh	20	LEARNING_RATE=3e-5 # Optimized learning rate based on PEFT best practices	CODE
MEDIUM	…er/classifier_model_fine_tuning_lora/ft_linear_lora.py	625	# Training arguments optimized for LoRA sequence classification based on PEFT best practices	COMMENT
MEDIUM	…ment/mmlu_pro_solver_lora/ft_qwen3_mmlu_solver_lora.py	1042	# Save comprehensive results	COMMENT
LOW	src/training/model_eval/signal_eval.py	37	# To add new datasets (e.g., multilingual), just add new entries here	COMMENT
MEDIUM	src/training/model_eval/mom_collection_eval.py	379	"""Evaluate a single model with comprehensive error handling."""	STRING
MEDIUM	…raining/model_selection/ml_model_selection/validate.go	264	// Uses huggingface-cli for robust downloads (handles auth, LFS, caching, parquet, etc.)	COMMENT
MEDIUM	src/vllm-sr/tests/test_sr_bench_experiment_admin.py	51	# An untrusted manifest field cannot elevate a writer's experiment access.	COMMENT
MEDIUM	src/vllm-sr/tests/test_sr_bench_large_datasets.py	137	# Basic-adapter planning needs no external harness or model calls.	COMMENT
MEDIUM	src/vllm-sr/tests/test_sr_bench_bridge.py	180	# A failed bridge refuses another harness call; it does not retry the	COMMENT
MEDIUM	src/vllm-sr/tests/install_runtime_harness.sh	190	# Source install.sh with its main entrypoint stripped so the harness can	COMMENT
MEDIUM	src/vllm-sr/tests/install_runtime_harness.sh	195	# install.sh sets `set -euo pipefail` at the top; neutralize for the harness	COMMENT
MEDIUM	src/vllm-sr/tests/install_runtime_harness.sh	214	# that one in a subshell so the harness survives to report the kept file.	COMMENT
MEDIUM	src/vllm-sr/cli/sr_bench/transport.py	31	# Shared internal transport/harness contract; preserving its exception identity.	COMMENT
MEDIUM	src/vllm-sr/cli/sr_bench/engine.py	498	# Fail closed: no new cases are dispatched after a transport/harness failure.	COMMENT
MEDIUM	src/vllm-sr/cli/sr_bench/harness_worker.py	163	from tau2.run import ( # noqa: PLC0415 - isolated optional harness environment	CODE
MEDIUM	src/vllm-sr/cli/sr_bench/harness_worker.py	336	from inspect_evals.scicode.prompt_templates import ( # noqa: PLC0415 - isolated optional harness environment	CODE
MEDIUM	src/vllm-sr/cli/sr_bench/harness_worker.py	375	from harbor.job import Job # noqa: PLC0415 - isolated optional harness environment	CODE
MEDIUM	src/vllm-sr/cli/sr_bench/harness_worker.py	412	from harbor.environments.docker.docker import ( # noqa: PLC0415 - isolated optional harness environment	CODE
MEDIUM	src/vllm-sr/cli/sr_bench/external.py	156	import tomli as tomllib # noqa: PLC0415 - Python 3.10 compatibility for optional harness	CODE

Redundant / Tautological Comments89 hits · 133 pts

Severity	File	Line	Snippet	Context
LOW	bench/plot_comprehensive_results.py	312	# Check if we're dealing with a single dataset	COMMENT
LOW	bench/comprehensive_bench.sh	434	# Check if plots already exist	COMMENT
LOW	bench/hallucination/evaluate.py	641	# Print results	COMMENT
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	888	# Check if dataset has actual CoT content by examining sample questions	COMMENT
LOW	tools/test/smoke/test-image-gen.sh	53	# Check if response contains image	COMMENT
LOW	tools/test/smoke/test-classification-api.sh	62	# Check if expected domain is in matched domains	COMMENT
LOW	tools/test/smoke/test-classification-api.sh	364	# Check if expected domain is in matched domains	COMMENT
LOW	tools/test/smoke/test-classification-api.sh	629	# Check if expected signal is in matched fact check signals	COMMENT
LOW	tools/test/smoke/test-classification-api.sh	769	# Check if expected signal is in matched user feedback signals	COMMENT
LOW	tools/test/smoke/milvus/test-milvus-deployment.sh	103	# Check if release exists	COMMENT
LOW	tools/test/smoke/milvus/test-milvus-deployment.sh	256	# Check if Prometheus Operator is installed	COMMENT
LOW	…st/services/mcp-classifier-server/server_generative.py	325	# Check if it's a local path that exists	COMMENT
LOW	…st/services/mcp-classifier-server/server_generative.py	329	# Check if it looks like a HuggingFace model ID (contains /)	COMMENT
LOW⚡	…est/services/mcp-classifier-server/server_embedding.py	254	# Check if collection exists	COMMENT
LOW⚡	…est/services/mcp-classifier-server/server_embedding.py	258	# Check if we need to rebuild (verify count matches CSV)	COMMENT
LOW	tools/ci/retry.sh	30	# Set RETRY_CLEANUP to the name of a function that runs before every retry, so a	COMMENT
LOW	tools/dev/local-up-router.sh	228	# Check if all processes are still running. Prints a warning once each time	COMMENT
LOW	tools/dev/kind/generate-kind-config.sh	23	# Check if template exists	COMMENT
LOW	tools/dev/kind/generate-kind-config.sh	29	# Check if models directory exists	COMMENT
LOW	deploy/kserve/deployment.yaml	74	# Check if model weights actually exist (not just the directory)	COMMENT
LOW	deploy/kserve/deploy.sh	306	# Check if logged in	COMMENT
LOW	deploy/kserve/deploy.sh	323	# Check if namespace exists	COMMENT
LOW	deploy/kserve/install-kserve.sh	336	# Check if both KServe CRDs are already installed	COMMENT
LOW	deploy/kserve/install-gpu-operator.sh	14	# Check if running on OpenShift	COMMENT
LOW⚡	deploy/kserve/install-gpu-operator.sh	32	# Check if NFD operator is already installed	COMMENT
LOW⚡	deploy/kserve/install-gpu-operator.sh	126	# Check if GPU operator is already installed	COMMENT
LOW	deploy/openshift/deployment.yaml	189	# Check if model already exists	COMMENT
LOW	deploy/openshift/deploy-to-openshift.sh	108	# Check if logged in to OpenShift	COMMENT
LOW	deploy/openshift/deploy-to-openshift.sh	569	# Check if dashboard imagestream exists	COMMENT
LOW	deploy/openshift/deploy-to-openshift.sh	575	# Check if dashboard buildconfig exists	COMMENT
LOW	deploy/openshift/cleanup-openshift.sh	150	# Check if oc is installed	COMMENT
LOW	deploy/openshift/demo/curl-examples.sh	19	# Check if logged into OpenShift	COMMENT
LOW	deploy/openshift/demo/live-classifier-logs.sh	60	# Increment counter	COMMENT
LOW	deploy/kubernetes/istio/deployment.yaml	29	# Check if all required models already exist in PVC; if yes, skip downloads entirely	COMMENT
LOW⚡	deploy/helm/validate-chart.sh	434	# Check if labels helper exists	COMMENT
LOW⚡	deploy/helm/validate-chart.sh	442	# Check if selector labels helper exists	COMMENT
LOW⚡	deploy/helm/validate-chart.sh	450	# Check if NOTES.txt exists	COMMENT
LOW	e2e/testing/03-classification-api-test.py	146	# Check if classification is correct	COMMENT
LOW	e2e/testing/05-jailbreak-test.py	222	# Check if jailbreak was properly detected	COMMENT
LOW	e2e/testing/05-jailbreak-test.py	418	# Check if the request went through (indicating security bypass)	COMMENT
LOW	e2e/testing/05-jailbreak-test.py	434	# Check if response contains harmful instructions	COMMENT
LOW	e2e/testing/02-router-classification-test.py	255	# Check if classification and routing metrics exist	COMMENT
LOW	e2e/testing/06-pii-detection-test.py	220	# Check if PII was properly detected	COMMENT
LOW	e2e/testing/06-pii-detection-test.py	409	# Check if the request went through	COMMENT
LOW	e2e/testing/06-pii-detection-test.py	425	# Check if response potentially exposes PII patterns	COMMENT
LOW	e2e/testing/run_all_tests.py	104	# Check if services are running	COMMENT
LOW	e2e/testing/04-cache-test.py	90	# Check if cache is enabled in metrics	COMMENT
LOW	e2e/testing/04-cache-test.py	177	# Check if cache hits increased	COMMENT
LOW	e2e/testing/vllm-sr-cli/test_unit_serve.py	250	# Check if the default image exists	COMMENT
LOW	e2e/testing/vllm-sr-cli/test_unit_serve.py	448	# Check if models directory was created	COMMENT
LOW	e2e/testing/hallucination-demo/chat_client.py	116	# Check if we got tool_calls	COMMENT
LOW	e2e/scripts/generate_test_data.py	253	# Check if sample contains any of our required PII types	COMMENT
LOW	perf/scripts/run-cache-benchmark.sh	62	# Check if benchmark binary exists, build if not	COMMENT
LOW	perf/scripts/run-cache-benchmark.sh	222	# Check if Go is installed	COMMENT
LOW	perf/scripts/run-cache-benchmark.sh	228	# Check if CGO is available	COMMENT
LOW	…ck_fine_tuning_lora/fact_check_bert_finetuning_lora.py	775	# Check if it matches non-factual patterns	COMMENT
LOW	…ck_fine_tuning_lora/fact_check_bert_finetuning_lora.py	1456	# Check if this is a LoRA adapter or a merged model	COMMENT
LOW	…ng_classifier/modality_routing_bert_finetuning_lora.py	2686	# Check if this is a LoRA adapter or a merged model	COMMENT
LOW	…ard_fine_tuning_lora/jailbreak_bert_finetuning_lora.py	712	# Check if this is a LoRA adapter or a merged/complete model	COMMENT
LOW	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	299	# Check if token overlaps with entity span	COMMENT
29 more matches not shown…

Modern Structural Boilerplate96 hits · 96 pts

Severity	File	Line	Snippet	Context
LOW	bench/hallucination/__init__.py	10	__all__ = [	CODE
LOW	bench/redteam/__init__.py	14	__all__ = [	CODE
LOW	bench/reasoning/__init__.py	38	__all__ = [	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	15	__all__ = [	CODE
LOW	…est/services/provider-mocker/provider_mocker/memory.py	7	logger = logging.getLogger(__name__)	CODE
LOW	…st/services/mcp-classifier-server/server_generative.py	68	logger = logging.getLogger(__name__)	CODE
LOW	…est/services/mcp-classifier-server/server_embedding.py	68	logger = logging.getLogger(__name__)	CODE
LOW	…/test/services/mcp-classifier-server/server_keyword.py	59	logger = logging.getLogger(__name__)	CODE
LOW	tools/calibration/recipe/router_calibration_manifest.py	33	__all__ = [	CODE
LOW	…/calibration/recipe/router_calibration_fixture_test.py	153	def _update_probe_digest(digest: Any, probe_id: str, payload: bytes) -> None:	CODE
LOW	tools/calibration/recipe/router_calibration_support.py	54	__all__ = [	CODE
LOW⚡	tools/calibration/tuning/engine_selection.py	509	def _update_mapping_outputs(m: dict, fix: Fix) -> None:	CODE
LOW	tools/calibration/tuning/engine_selection.py	524	def _update_score_weight(score: dict, signal_name: str, new_weight: float) -> None:	CODE
LOW	tools/calibration/tuning/__init__.py	18	__all__ = [	CODE
LOW	tools/calibration/tuning/scenarios/__init__.py	12	__all__ = ["CalibrationScenario", "PrivacyScenario"]	CODE
LOW	tools/ci/community_lifecycle.py	40	__all__ = [	CODE
LOW	e2e/testing/memory_tests/__init__.py	26	__all__ = [	CODE
LOW	src/kv_connector/vllm_connector.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/training/model_classifier/common_lora_utils.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…odel_classifier/verify_text_classification_datasets.py	90	logger = logging.getLogger(__name__)	CODE
LOW	…raining/model_classifier/safety_classifier/__init__.py	36	__all__ = [	CODE
LOW	…classifier/exploration_lfm25_scx/exploration_common.py	196	__all__ = [	CODE
LOW	…/prompt_guard_fine_tuning_lora/jailbreak_provenance.py	336	__all__ = [	CODE
LOW	…/model_classifier/user_feedback_classifier/__init__.py	7	__all__ = ["FeedbackDetector", "FeedbackResult"]	CODE
LOW	…edback_classifier/data_processing/download_datasets.py	47	logger = logging.getLogger(__name__)	CODE
LOW	…ck_classifier/data_processing/verify_dataset_labels.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…lassifier/user_feedback_classifier/configs/__init__.py	15	__all__ = [	CODE
LOW	…model_experiment/multitask_wiki_classifier_training.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…/multitask_bert_fine_tuning/multitask_bert_training.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/training/model_eval/cost_aware_calib.py	92	logger = logging.getLogger(__name__)	CODE
LOW	src/training/model_eval/signal_predict.py	109	logger = logging.getLogger(__name__)	CODE
LOW	src/training/model_eval/provenance/metrics.py	17	__all__ = [	CODE
LOW	src/training/model_eval/provenance/__init__.py	23	__all__ = [	CODE
LOW	src/training/model_eval/provenance/crossref.py	22	__all__ = [	CODE
LOW	src/training/model_eval/provenance/emit.py	25	__all__ = [	CODE
LOW	src/training/kv_mapper/__init__.py	11	__all__ = [	CODE
LOW	…ing/model_embeddings/mmbert_32k/foundation_data_cli.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…ing/model_embeddings/mmbert_32k/foundation_training.py	38	logger = logging.getLogger(__name__)	CODE
LOW	…training/model_embeddings/mmbert_32k/foundation_cli.py	8	logger = logging.getLogger(__name__)	CODE
LOW	…c/training/model_embeddings/mmbert_32k/reranker_cli.py	8	logger = logging.getLogger(__name__)	CODE
LOW	…ining/model_embeddings/mmbert_32k/embedder_training.py	32	logger = logging.getLogger(__name__)	CODE
LOW	src/training/model_embeddings/mmbert_32k/reranker.py	32	__all__ = [	CODE
LOW	…g/model_embeddings/mmbert_32k/foundation_data_local.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…/training/model_embeddings/mmbert_32k/embedder_data.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…training/model_embeddings/mmbert_32k/reranker_model.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/training/model_embeddings/mmbert_32k/foundation.py	28	__all__ = [	CODE
LOW	…el_embeddings/mmbert_32k/foundation_data_transforms.py	7	logger = logging.getLogger(__name__)	CODE
LOW	…ing/model_embeddings/mmbert_32k/reranker_evaluation.py	7	logger = logging.getLogger(__name__)	CODE
LOW	…/training/model_embeddings/mmbert_32k/reranker_data.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…raining/model_embeddings/mmbert_32k/foundation_data.py	28	__all__ = [	CODE
LOW	…ining/model_embeddings/mmbert_32k/reranker_training.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/training/model_embeddings/mmbert_32k/embedder.py	34	__all__ = [	CODE
LOW	…/model_embeddings/mmbert_32k/foundation_materialize.py	42	logger = logging.getLogger(__name__)	CODE
LOW	…ing/model_embeddings/mmbert_32k/embedder_evaluation.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…/model_embeddings/mmbert_32k/foundation_data_remote.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…training/model_embeddings/mmbert_32k/foundation_ewc.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…ning/model_embeddings/mmbert_32k/foundation_packing.py	199	def update_token_digest(digest: Any, token_ids: Iterable[int]) -> None:	CODE
LOW	…/training/model_embeddings/multimodal/large/runtime.py	44	def set_seed(seed: int) -> None:	CODE
LOW	…ining/model_embeddings/multimodal/large/tri_encoder.py	209	def set_epoch(self, epoch: int) -> None:	CODE
LOW	src/training/model_embeddings/multimodal/large/data.py	19	__all__ = [	CODE
36 more matches not shown…

Docstring Block Structure19 hits · 95 pts

Severity	File	Line	Snippet	Context
HIGH	bench/reasoning/dataset_factory.py	58	Create a dataset instance by name. Args: name: Name of the dataset to create Returns:	STRING
HIGH	src/training/model_classifier/common_lora_utils.py	24	Get appropriate target_modules for LoRA based on model architecture. Args: model_name: Name of the mod	STRING
HIGH	src/training/model_classifier/common_lora_utils.py	110	Validate and normalize LoRA configuration parameters. Args: lora_config: Dictionary containing LoRA pa	STRING
HIGH	…lity_routing_classifier/evaluate_modality_candidate.py	113	Load a checkpoint and check that its labels map onto the canonical ones. Accepts a LoRA adapter directory or a merg	STRING
HIGH	…lassifier/modality_routing_classifier/modality_data.py	57	Compute class weights and the focal-loss gamma from the training labels. Weights are inverse frequency with sqrt da	STRING
HIGH	…/modality_routing_classifier/modality_label_mapping.py	22	Map checkpoint class ids to canonical MODALITY_LABELS ids, or raise. Raises unless id2label is a one-to-one mapping	STRING
HIGH	…ing_classifier/modality_routing_fixed_split_trainer.py	397	Add the frozen teacher's logits to the training set as a column. The student is trained in canonical label order, s	STRING
HIGH	…classifier/exploration_lfm25_scx/exploration_common.py	119	Score predicted label names against the true ones. Args: truth: True label names. preds: Predicted	STRING
HIGH	…odality_routing_classifier/label_audit/judge_labels.py	103	Load the split named in args, checking it against the dataset it was judged on. Judgments are keyed by row position	STRING
HIGH	…y_routing_classifier/label_audit/audit_lib/judgment.py	30	Parse one judgment line of the form "ID LABEL [flags]". Args: line: The line, for example "14 B M" or "15 A	STRING
HIGH	…uting_classifier/label_audit/audit_lib/human_review.py	94	Load the labels a human filled into the review sheet. Args: path: Path to the sheet written by write_sheet.	STRING
HIGH	…_routing_classifier/label_audit/audit_lib/api_judge.py	77	Send one batch to the model and return its reply. Retries the errors in `retryable` with a growing wait. Args:	STRING
HIGH	…ity_routing_classifier/label_audit/audit_lib/report.py	35	Check that predictions belong to the rows of the split, and put them in row order. Every row must be covered exactl	STRING
HIGH	…ity_routing_classifier/label_audit/audit_lib/report.py	70	Load the model predictions in an evaluation report, checked against the rows. Args: path: Path to modality_	STRING
HIGH	…ity_routing_classifier/label_audit/audit_lib/report.py	98	Load one model's predictions from a JSON file, checked against the rows. The file needs "preds" and "input_hashes"	STRING
HIGH	…ity_routing_classifier/label_audit/audit_lib/report.py	131	Load model predictions for re-scoring against the judged labels. Nothing is joined by position alone: every predict	STRING
HIGH	…edback_classifier/data_processing/download_datasets.py	1329	Label a list of examples using the LLM API with production features. Features: - Retry logic for failed AP	STRING
HIGH	src/vllm-sr/cli/parser.py	224	Parse and validate user configuration file. Args: config_path: Path to config.yaml log_summary	STRING
HIGH	src/vllm-sr/cli/parser.py	320	Load configuration file as dictionary. Args: config_path: Path to configuration file Returns:	STRING

Hallucination Indicators9 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	bench/agent_crew/crew.py	241	raw = self.client.chat.completions.with_raw_response.create(**kwargs)	CODE
CRITICAL	…ntic-router/pkg/modelservice/replica_readiness_test.go	74	worker.member.group.client.bundleTasks.Store(DefaultBundleTasks)	CODE
CRITICAL	src/semantic-router/pkg/modelservice/replica_pool.go	147	current := w.member.group.client.bundleTasks.Load()	CODE
CRITICAL	src/semantic-router/pkg/modelservice/replica_pool.go	151	current = w.member.group.client.apiMinor.Load()	CODE
CRITICAL	…c-router/pkg/extproc/router_learning_outcome_ingest.go	112	gate := rt.config.RouterLearning.Protection.Tuning.ProgressGate.EffectiveConfig()	CODE
CRITICAL	…pii_model_fine_tuning_lora/tests/test_full_training.py	151	self.source.head.norm.weight.fill_(3)	CODE
CRITICAL	src/vllm-sr/cli/sr_bench/transport.py	422	response.raw._fp.fp.raw._sock.shutdown(socket.SHUT_RDWR)	CODE
CRITICAL	src/vllm-sr/cli/sr_bench/engine.py	424	response.raw._fp.fp.raw._sock.shutdown(socket.SHUT_RDWR)	CODE
CRITICAL	src/vllm-sr/cli/sr_bench/native_output.py	262	response.raw._fp.fp.raw._sock.shutdown(socket.SHUT_RDWR)	CODE

Fake / Example Data82 hits · 84 pts

Severity	File	Line	Snippet	Context
LOW	bench/router_reason_bench.py	525	client = OpenAI(base_url=endpoint, api_key=api_key or "dummy-key")	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	885	client = OpenAI(base_url=endpoint, api_key=api_key or "dummy-key", timeout=300.0)	CODE
LOW⚡	tools/agent/scripts/tests/test_changed_files_path.py	124	"user.email=test@example.org",	CODE
LOW⚡	tools/agent/scripts/tests/test_changed_files_path.py	207	"user.email=test@example.org",	CODE
LOW	…version-v0.1/tutorials/content-safety/pii-detection.md	22	\| `EMAIL_ADDRESS` \| Email addresses \| "user@example.com" \|	CODE
LOW	…version-v0.2/tutorials/content-safety/pii-detection.md	22	\| `EMAIL_ADDRESS` \| Email addresses \| "user@example.com" \|	CODE
LOW	…version-v0.1/tutorials/content-safety/pii-detection.md	29	\| `EMAIL_ADDRESS` \| 电子邮件地址 \| "user@example.com" \|	CODE
LOW	…lugin-content-docs/version-v0.2/cookbook/pii-policy.md	62	\| `EMAIL_ADDRESS`\| 电子邮件地址 \| "user@example.com" \|	CODE
LOW	…lugin-content-docs/version-v0.2/cookbook/pii-policy.md	66	\| `ORGANIZATION` \| 公司/组织名称 \| "Acme Corp" \|	CODE
LOW	…version-v0.2/tutorials/content-safety/pii-detection.md	29	\| `EMAIL_ADDRESS` \| 电子邮件地址 \| "user@example.com" \|	CODE
LOW	dashboard/frontend/e2e/playground.spec.ts	559	await expect(dialog).toContainText('admin@example.com')	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	229	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	248	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	319	await page.getByPlaceholder('you@example.com').fill('admin@example.com')	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	659	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	678	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	725	await page.getByPlaceholder('you@example.com').fill('admin@example.com')	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	1063	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	1094	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	1130	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/public-responsive.spec.ts	206	await page.getByPlaceholder('you@example.com').fill('admin@example.com')	CODE
LOW	dashboard/frontend/e2e/public-responsive.spec.ts	251	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/support/auth.ts	30	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/evaluation/sr-bench.spec.ts	398	'placeholder',	CODE
LOW	…rontend/e2e/evaluation/sr-bench-missing-prices.spec.ts	135	await expect(budget).toHaveAttribute('placeholder', 'Not applied')	CODE
LOW	dashboard/frontend/src/pages/UsersPageUserDialog.tsx	152	placeholder="Jane Doe"	CODE
LOW	dashboard/backend/auth/handlers_test.go	66	user := newTestUser(t, svc, "admin@example.com", "admin", "active")	CODE
LOW	dashboard/backend/auth/store_test.go	19	admin := newTestUser(t, NewService(store, "test-secret", 1), "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/invitation_test.go	11	admin := newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/invitation_test.go	44	admin := newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/invitation_test.go	70	admin := newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/invitation_test.go	83	admin := newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/password_test.go	63	admin := newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/password_test.go	98	admin := newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/password_test.go	131	admin := newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	83	newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	91	rec := postRegister(svc, "admin@example.com")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	105	newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	114	rec := postRegister(svc, "admin@example.com")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	125	rec := postRegister(svc, "admin@example.com")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	136	newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	178	newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	198	rec := postRegister(svc, "admin@example.com")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	331	if rec := postRegister(svc, "admin@example.com"); rec.Code != http.StatusOK {	CODE
LOW	…esting/vllm-sr-cli/test_integration_first_run_setup.py	109	"email": "admin@example.com",	CODE
LOW	…sting/vllm-sr-cli/test_integration_restart_required.py	79	"email": "admin@example.com",	CODE
LOW	…/testing/vllm-sr-cli/test_integration_recipe_bearer.py	87	"email": "admin@example.com",	CODE
LOW	e2e/scripts/generate_test_data.py	120	"PERSON": ["Jane Smith", "John Doe", "Michael Johnson"],	CODE
LOW	…kg/classification/generic_classifier_reasoning_test.go	29	c, err := newLLMLabelClassifier(config.ClassifierSignalRule{Name: "labels", Model: "test", Labels: []string{"A", "B"}	CODE
LOW	…ntic-router/pkg/classification/vllm_classifier_test.go	19	ModelEndpoint: config.ClassifierVLLMEndpoint{Address: "placeholder", Port: 1},	CODE
LOW	…c-router/pkg/classification/vllm_client_limits_test.go	16	ModelEndpoint: config.ClassifierVLLMEndpoint{Address: "placeholder", Port: 1},	CODE
LOW	…ter/pkg/classification/classifier_full_context_test.go	60	const email = "alice@example.org"	CODE
LOW	…c-router/pkg/classification/generic_classifier_test.go	52	ModelEndpoint: config.ClassifierVLLMEndpoint{Address: "placeholder", Port: 1},	CODE
LOW	…antic-router/pkg/classification/classifier_pii_test.go	224	piiEntity("PERSON", "John Doe", 0, 8, 0.9),	CODE
LOW	…antic-router/pkg/classification/classifier_pii_test.go	238	piiEntity("PERSON", "John Doe", 0, 8, 0.9),	CODE
LOW	…c-router/pkg/classification/pii_remote_backend_test.go	20	{"label": "EMAIL_ADDRESS", "score": 0.9, "text": "jane@example.org", "start": 19, "end": 35},	CODE
LOW	…c-router/pkg/classification/pii_remote_backend_test.go	21	{"label": "URL", "score": 0.9, "text": "mailto:jane@example.org", "start": 12, "end": 35},	CODE
LOW	…uter/pkg/classification/generic_classifier_llm_test.go	46	ModelEndpoint: config.ClassifierVLLMEndpoint{Address: "placeholder", Port: 1},	CODE
LOW	…uter/pkg/classification/generic_classifier_llm_test.go	168	ModelEndpoint: config.ClassifierVLLMEndpoint{Address: "placeholder", Port: 1},	CODE
LOW	…-router/pkg/classification/vllm_client_timeout_test.go	28	ModelEndpoint: config.ClassifierVLLMEndpoint{Address: "placeholder", Port: 1},	CODE
22 more matches not shown…

Self-Referential Comments12 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	deploy/operator/config/crd/kustomizeconfig.yaml	1	# This file is for teaching kustomize how to substitute name and namespace reference in CRD	COMMENT
MEDIUM⚡	e2e/testing/08-rag-openai-test.py	42	# Create a request with RAG enabled (direct_search mode)	COMMENT
MEDIUM⚡	e2e/testing/08-rag-openai-test.py	98	# Create a request with file_search tool (Responses API format)	COMMENT
MEDIUM⚡	e2e/testing/run_all_tests.py	153	# Create a test suite from the module	COMMENT
MEDIUM	e2e/scripts/generate_test_data.py	188	# Define the PII types we need (matching semantic-router config)	COMMENT
MEDIUM	…ng/model_experiment/dual_classifier/dual_classifier.py	165	# Create a new instance	COMMENT
MEDIUM	…/multitask_bert_fine_tuning/multitask_bert_training.py	469	# Create a temporary trainer to load datasets and determine configurations	COMMENT
MEDIUM	…/multitask_bert_fine_tuning/multitask_bert_training.py	512	# Create the real trainer	COMMENT
MEDIUM	src/training/model_eval/plot_category_accuracies.py	108	# Create a new dict to avoid modifying the original during iteration	COMMENT
MEDIUM	…model_embeddings/cache_embeddings/domains/prompts.yaml	3	# This file defines how the LLM should generate paraphrases and hard negatives	COMMENT
MEDIUM⚡	…model_selection/ml_model_selection/models.example.yaml	3	# This file defines multiple LLM models with different endpoints and authentication.	COMMENT
MEDIUM	src/vllm-sr/cli/templates/grafana-datasource.serve.yaml	2	# This file is provisioned automatically when Grafana starts	COMMENT

AI Structural Patterns32 hits · 28 pts

Severity	File	Line	Context
LOW	e2e/testing/vllm-sr-cli/serve_session.py	159	CODE
LOW	e2e/testing/vllm-sr-cli/cli_test_base.py	388	CODE
LOW	…raining/model_classifier/safety_classifier/evaluate.py	376	CODE
LOW	…raining/model_classifier/safety_classifier/evaluate.py	591	CODE
LOW	…ck_fine_tuning_lora/fact_check_bert_finetuning_lora.py	1230	CODE
LOW	…ng_classifier/modality_routing_bert_finetuning_lora.py	2264	CODE
LOW	…ard_fine_tuning_lora/jailbreak_bert_finetuning_lora.py	488	CODE
LOW	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	1121	CODE
LOW	…ssifier/hallucination_detection_classifier/finetune.py	358	CODE
LOW	…ier_model_fine_tuning_lora/ft_qwen3_generative_lora.py	401	CODE
LOW	…er/classifier_model_fine_tuning_lora/ft_linear_lora.py	544	CODE
LOW	…r_model_fine_tuning_lora/ft_linear_lora_consistency.py	493	CODE
LOW	…ro_solver_lora/ft_qwen3_mmlu_solver_lora_no_leakage.py	1249	CODE
LOW	…ment/mmlu_pro_solver_lora/ft_qwen3_mmlu_solver_lora.py	698	CODE
LOW	…/model_embeddings/mmbert_32k/foundation_data_remote.py	231	CODE
LOW	…/training/model_embeddings/multimodal/large/records.py	254	CODE
LOW	…/training/model_embeddings/multimodal/large/records.py	315	CODE
LOW	…training/model_embeddings/multimodal/small/training.py	188	CODE
LOW	…ing/model_embeddings/multimodal/small/models/fusion.py	148	CODE
LOW	…g/model_embeddings/multimodal/small/models/embedder.py	33	CODE
LOW	…g/model_embeddings/multimodal/small/data/sequential.py	18	CODE
LOW	…aining/model_selection/ml_model_selection/benchmark.py	1037	CODE
LOW	…c/training/model_selection/ml_model_selection/train.py	86	CODE
LOW	…c/training/model_selection/ml_model_selection/train.py	207	CODE
LOW	src/model-runtime/vllm_srun/testing/onnx_graphs.py	51	CODE
LOW	src/vllm-sr/cli/config_translator.py	45	CODE
LOW	src/vllm-sr/cli/container_backend.py	27	CODE
LOW	src/vllm-sr/cli/core.py	152	CODE
LOW	src/vllm-sr/cli/k8s_backend.py	186	CODE
LOW	src/vllm-sr/cli/container_images.py	354	CODE
LOW	src/vllm-sr/cli/container_start.py	90	CODE
LOW	src/vllm-sr/cli/sr_bench/sources.py	273	CODE

Example Usage Blocks13 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	bench/grounded_fusion/run_ab.sh	9	# Usage:	COMMENT
LOW⚡	tools/test/smoke/test-authz-rbac.sh	22	# Usage:	COMMENT
LOW	tools/test/smoke/milvus/test-milvus-deployment.sh	5	# Usage:	COMMENT
LOW	…tes/dynamo/helm-chart/examples/values-multi-model.yaml	5	# Usage:	COMMENT
LOW	…etes/dynamo/helm-chart/examples/values-multi-node.yaml	5	# Usage:	COMMENT
LOW	…classifier/modality_routing_classifier/run_training.sh	5	# Usage:	COMMENT
LOW	…_feedback_classifier/scripts/label_balanced_dataset.sh	18	# Usage:	COMMENT
LOW⚡	…lu_pro_solver_lora/train_all_specialists_no_leakage.sh	8	# Usage:	COMMENT
LOW	src/training/model_eval/arc_challenge_vllm_eval.py	3	# Usage example:	COMMENT
LOW	src/training/model_eval/mmlu_pro_vllm_eval.py	3	# Sample usage:	COMMENT
LOW⚡	…model_selection/ml_model_selection/models.example.yaml	6	# Usage:	COMMENT
LOW	…tion/rl_model_selection/scripts/train_router_r1_gpu.sh	9	# Usage:	COMMENT
LOW	…tion/rl_model_selection/scripts/train_gmtrouter_gpu.sh	9	# Usage:	COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…tend/src/pages/ConfigPageMoMWorkspace.contract.test.ts	59	expect(usage).not.toContain('YOUR_API_KEY')	CODE
HIGH	e2e/testing/09-openai-api-validation-test.py	47	"your-api-key",	CODE
HIGH	…mantic-router/pkg/openai/openai_validation_e2e_test.go	18	var placeholderKeys = []string{"sk-your-key", "sk-your-real-key", "sk-...", "your-api-key"}	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…oard/frontend/src/pages/ConfigPageModelUsageDialog.tsx	51	print(chunk.choices[0].delta.content or "", end="")`,	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/src/pages/community/contributing.tsx	18	description={<Translate id="contributing.subtitle">We welcome contributions from the community! Here's how you c	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/vllm-sr/tests/test_sr_bench_preparation_cli.py	41	def handle_request(self):	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings