vllm-project/semantic-router

6.5

Adjusted Score

6.5

Raw Score

100%

Time Factor

2026-07-14

Last Push

5.0K

Stars

Language

1.2M

Lines of Code

4.5K

Files

5.2K

Pattern Hits

2026-07-14

Scan Date

0.01

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 50MEDIUM 919LOW 4259

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 5228 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators670 hits · 2247 pts

Severity	File	Line	Snippet	Context
MEDIUM	bench/cpu-vs-gpu/bench-3way.sh	4	# =============================================================================	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-3way.sh	12	# =============================================================================	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-3way.sh	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-3way.sh	60	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-3way.sh	152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-3way.sh	182	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-3way.sh	224	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-3way.sh	259	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-3way.sh	369	# =============================================================================	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	4	# =============================================================================	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	9	# =============================================================================	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	193	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	229	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	231	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	292	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	294	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	330	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	332	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	353	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	355	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	482	# =============================================================================	COMMENT
MEDIUM	bench/cpu-vs-gpu/bench-long-context.sh	484	# =============================================================================	COMMENT
MEDIUM⚡	tools/security/ast_security_scanner.py	780	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/security/ast_security_scanner.py	782	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	86	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	88	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	206	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	208	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	299	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	301	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	330	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	332	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	398	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	400	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	668	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	670	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	1704	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	1706	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	1771	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	1773	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	1861	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	1863	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	1981	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	1983	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	2026	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/security/ast_security_scanner.py	2028	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/agent/scripts/tuning/engine_selection.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/agent/scripts/tuning/engine_selection.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/agent/scripts/tuning/engine_selection.py	72	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/agent/scripts/tuning/engine_selection.py	74	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/agent/scripts/tuning/engine_selection.py	198	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/agent/scripts/tuning/engine_selection.py	200	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/agent/scripts/tuning/engine_selection.py	256	# ---------------------------------------------------------------------------	COMMENT
610 more matches not shown…

Hyper-Verbose Identifiers1518 hits · 1549 pts

Severity	File	Line	Snippet	Context
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	2337	def missing_router_header_counts(rows: list[dict[str, Any]]) -> dict[str, int]:	CODE
LOW	bench/agent_task_live_benchmark.py	2344	def invalid_router_header_counts(rows: list[dict[str, Any]]) -> dict[str, int]:	CODE
LOW	bench/agent_task_live_benchmark.py	2357	def valid_router_header_value(header: str, value: str) -> bool:	CODE
LOW	bench/agent_task_live_benchmark.py	2494	def attach_validation_failures(	CODE
LOW	bench/agent_task_live_benchmark.py	2606	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
LOW	bench/test_session_routing_ga_report.py	1069	def test_markdown_renders_blockers_as_readable_sections():	CODE
LOW	bench/test_session_routing_branch_image_benchmark.py	106	def complete_agent_task_summary(	CODE
LOW	bench/test_session_routing_branch_image_benchmark.py	216	def test_full_branch_image_summary_passes_with_complete_evidence(tmp_path):	CODE
LOW	bench/test_session_routing_branch_image_benchmark.py	230	def test_full_branch_image_summary_blocks_mounted_binary_and_stale_tasks(tmp_path):	CODE
1458 more matches not shown…

Structural Annotation Overuse620 hits · 1041 pts

Severity	File	Line	Snippet	Context
LOW	bench/hallucination/README.md	34	### Step 1: Download the Large Model	COMMENT
LOW	bench/hallucination/README.md	44	### Step 2: Update Config	COMMENT
LOW	bench/hallucination/README.md	59	### Step 3: Restart Router	COMMENT
LOW	deploy/kserve/README.md	47	### Step 1: Verify LLMInferenceService	COMMENT
LOW	deploy/kserve/README.md	79	### Step 2: Configure Router Settings	COMMENT
LOW	deploy/kserve/README.md	92	### Step 3: Deploy Resources	COMMENT
LOW	deploy/kserve/README.md	110	### Step 4: Wait for Ready	COMMENT
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	deploy/amd/README.md	38	### Step 1: Start the AMD vLLM backend	COMMENT
LOW	deploy/amd/README.md	82	### Step 2: Install vLLM Semantic Router	COMMENT
LOW	deploy/amd/README.md	88	### Step 3: Access the dashboard	COMMENT
LOW	deploy/openshift/README.md	432	#### Step 1: Install Node Feature Discovery (NFD) Operator	COMMENT
LOW	deploy/openshift/README.md	443	#### Step 2: Create NFD Instance	COMMENT
LOW⚡	deploy/openshift/README.md	455	#### Step 3: Install NVIDIA GPU Operator	COMMENT
LOW⚡	deploy/openshift/README.md	465	#### Step 4: Create ClusterPolicy	COMMENT
LOW⚡	deploy/openshift/README.md	473	#### Step 5: Verify GPU Resources	COMMENT
LOW	deploy/kubernetes/istio/README.md	31	## Step 1: Create Minikube Cluster	COMMENT
LOW	deploy/kubernetes/istio/README.md	48	## Step 2: Deploy LLM models	COMMENT
LOW	deploy/kubernetes/istio/README.md	87	## Step 3: Install Istio Gateway, Gateway API, Inference Extension CRDs	COMMENT
LOW	deploy/kubernetes/istio/README.md	109	## Step 4: Update vsr config	COMMENT
LOW	deploy/kubernetes/istio/README.md	113	## Step 5: Deploy vLLM Semantic Router	COMMENT
LOW⚡	deploy/kubernetes/istio/README.md	128	## Step 6: Install additional Istio configuration	COMMENT
LOW⚡	deploy/kubernetes/istio/README.md	137	## Step 7: Install gateway routes	COMMENT
LOW⚡	deploy/kubernetes/istio/README.md	146	## Step 8: Testing the Deployment	COMMENT
LOW	deploy/kubernetes/llm-katan/README.md	558	### Step 1: Create Overlay Directory	COMMENT
LOW	deploy/kubernetes/llm-katan/README.md	565	### Step 2: Create kustomization.yaml	COMMENT
LOW	deploy/kubernetes/llm-katan/README.md	629	### Step 3: Deploy Your Custom Overlay	COMMENT
LOW	deploy/kubernetes/llm-katan/README.md	741	#### Step 1: Deploy LLM Katan	COMMENT
LOW	deploy/kubernetes/llm-katan/README.md	754	#### Step 2: Configure Semantic Router	COMMENT
LOW	deploy/kubernetes/llm-katan/README.md	786	#### Step 3: Deploy and Test	COMMENT
LOW	deploy/kubernetes/llmd-base/README.md	35	## Step 1: Common Steps from Istio Guide	COMMENT
LOW	deploy/kubernetes/llmd-base/README.md	39	## Step 2: Install Istio Gateway, Gateway API, Inference Extension CRDs	COMMENT
LOW	deploy/kubernetes/llmd-base/README.md	61	## Step 3: Deploy LLM models	COMMENT
LOW	deploy/kubernetes/llmd-base/README.md	100	## Step 4: Deploy InferencePools and LLM-D schedulers	COMMENT
LOW	deploy/kubernetes/llmd-base/README.md	118	## Step 5: Additional Istio config for LLM-D connection	COMMENT
LOW	deploy/kubernetes/llmd-base/README.md	132	## Step 6: Update vSR config	COMMENT
LOW	deploy/kubernetes/llmd-base/README.md	136	## Step 7: Deploy vLLM Semantic Router	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/README.md	151	## Step 8: Additional Istio configuration for the vSR connection	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/README.md	160	## Step 9: Install gateway routes	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/README.md	169	## Step 10: Testing the Deployment	COMMENT
LOW	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	30	## Step 1: Common Steps from Istio Guide	COMMENT
LOW	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	34	## Step 2: Install Istio Gateway, Gateway API, Inference Extension CRDs	COMMENT
LOW	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	60	## Step 3: Deploy local LLM model	COMMENT
LOW	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	92	## Step 4: Deploy InferencePool and LLM-D scheduler	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	103	## Step 5: Additional Istio config for LLM-D connection	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	112	## Step 6: Update vSR config	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	120	## Step 7: Deploy vLLM Semantic Router	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	135	## Step 8: Additional Istio configuration for the vSR connection	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	144	## Step 9: Create a K8S Service and an Istio ServiceEntry to represent the OpenAI target	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	153	## Step 10: Set up an Istio DestinationRule to upgrade the backend OpenAI connection to TLS	COMMENT
LOW⚡	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	161	## Step 11: Set up and check API account credentials for OpenAI api access	COMMENT
LOW	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	180	## Step 12: Move the OpenAI api key into Kubernetes and Istio Env	COMMENT
LOW	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	204	## Step 13: Patch the OPENAI_API_KEY into the HTTPRoute for OpenAI	COMMENT
LOW	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	213	## Step 14: Create HTTPRoutes for Local LLM and for the OpenAI target	COMMENT
LOW	deploy/kubernetes/llmd-base/llmd+public-llm/README.md	228	## Step 15: Testing the Deployment	COMMENT
LOW	website/docs/training/ml-model-selection.md	31	### Step 1: Benchmark	COMMENT
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Over-Commented Block589 hits · 535 pts

Severity	File	Line	Snippet	Context
LOW	.pre-commit-config.yaml	121		COMMENT
LOW	bench/reasoning_mode_eval.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	…/scripts/rust/candle-binding/continuous_batch_bench.rs	1	// Continuous Batch Scheduler Benchmark	COMMENT
LOW	…ipts/rust/candle-binding/pure_batch_inference_bench.rs	1	// Pure Batched Inference Benchmark (No Scheduler)	COMMENT
LOW	openvino-binding/semantic-router.go	101		COMMENT
LOW	…o-binding/cpp/src/ffi/openvino_semantic_router_ffi.cpp	1	/**	COMMENT
LOW	…nding/scripts/build_and_run_mmbert_classifier_bench.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…inding/scripts/build_and_run_mmbert_embedding_bench.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ml-binding/ml_binding.go	1	// Package ml_binding provides Go bindings for Linfa-based traditional ML algorithms.	COMMENT
LOW	ml-binding/src/lib.rs	1	//! ML Binding for Semantic Router	COMMENT
LOW	ml-binding/src/svm.rs	1	//! SVM (Support Vector Machine) inference implementation	COMMENT
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	61	# Configure logging	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	deploy/examples/runtime/vector-store/valkey.yaml	1	# Valkey Vector Store — Example Configuration	COMMENT
LOW	deploy/examples/runtime/vector-store/valkey.yaml	41	metric_type: COSINE	COMMENT
LOW	deploy/examples/runtime/vector-store/valkey.yaml	61	# valkey:	COMMENT
LOW	deploy/examples/runtime/memory/valkey.yaml	1	# Valkey Memory Store Configuration for Agentic Memory	COMMENT
LOW	deploy/examples/runtime/memory/valkey.yaml	41	# backend: valkey # <-- select Valkey backend	COMMENT
LOW	deploy/examples/runtime/memory/valkey.yaml	61	# hybrid_mode: rerank	COMMENT
LOW	deploy/examples/runtime/memory/valkey.yaml	81	# Production (Docker / Kubernetes):	COMMENT
LOW	deploy/examples/runtime/response-api/redis-cluster.yaml	41		COMMENT
LOW	deploy/examples/runtime/response-api/redis-cluster.yaml	61	# - Each master should have at least 1 replica for high availability	COMMENT
LOW	deploy/examples/runtime/response-api/redis-simple.yaml	21	# Timeouts (in seconds)	COMMENT
LOW	deploy/examples/runtime/response-api/redis-simple.yaml	41	# response_api:	COMMENT
LOW	…oy/examples/runtime/response-api/redis-production.yaml	41	# tls_enabled: true	COMMENT
LOW	…oy/examples/runtime/response-api/redis-production.yaml	61		COMMENT
LOW	deploy/examples/runtime/semantic-cache/milvus.yaml	1	# Milvus Vector Database Configuration for Semantic Cache	COMMENT
LOW	deploy/examples/runtime/semantic-cache/milvus.yaml	141	# Example configurations for different environments:	COMMENT
LOW	deploy/examples/runtime/semantic-cache/milvus.yaml	161	# enabled: true	COMMENT
LOW	deploy/examples/runtime/semantic-cache/valkey.yaml	1	# Valkey Vector Database Configuration for Semantic Cache	COMMENT
LOW	deploy/examples/runtime/semantic-cache/qdrant.yaml	1	# Qdrant Vector Search Engine Configuration for Semantic Cache	COMMENT
LOW	deploy/examples/runtime/semantic-cache/redis.yaml	1	# Redis Vector Database Configuration for Semantic Cache	COMMENT
LOW	deploy/examples/runtime/semantic-cache/redis.yaml	81	drop_index_on_startup: true # Enable for development to test dynamic dimensions	COMMENT
LOW	deploy/examples/runtime/semantic-cache/redis.yaml	101	# Production (Redis Enterprise Cloud):	COMMENT
LOW	deploy/examples/runtime/semantic-cache/redis.yaml	121	# - For HNSW index:	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	41	# Pod security context	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	121	# No initContainer is needed anymore	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	161	# Affinity rules	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	181	# -- Mount an existing ConfigMap over /app/config/knowledge_bases (overrides image-bundled seeds when set)	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	461	# - knn: K-Nearest Neighbors (semantic similarity)	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	481	# modelRefs:	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	541	# -- Dashboard image pull policy	COMMENT
LOW	deploy/helm/semantic-router/values.yaml	561	jwtSecret:	COMMENT
LOW	deploy/operator/config/crd/kustomization.yaml	1	# This kustomization.yaml is not intended to be run by itself,	COMMENT
LOW	…ig/samples/vllm.ai_v1alpha1_semanticrouter_mmbert.yaml	41	# Path to mmBERT model (downloads automatically on startup, or run: make download-models)	COMMENT
LOW	…rator/config/samples/vllm_v1alpha1_semanticrouter.yaml	61	# Readiness probe	COMMENT
LOW	deploy/operator/api/v1alpha1/semanticrouter_types.go	61	// +optional	COMMENT
LOW	deploy/operator/api/v1alpha1/semanticrouter_types.go	141	// Repository is the container image repository	COMMENT
LOW	deploy/operator/api/v1alpha1/semanticrouter_types.go	201	// Port is the service port	COMMENT
LOW	deploy/operator/api/v1alpha1/semanticrouter_types.go	241	// AccessMode is the access mode	COMMENT
LOW	deploy/operator/api/v1alpha1/semanticrouter_types.go	261	type ConfigSpec struct {	COMMENT
LOW	deploy/operator/api/v1alpha1/semanticrouter_types.go	321		COMMENT
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Verbosity Indicators304 hits · 520 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	…ndle-binding/examples/test_classifier_compatibility.rs	21	// Step 1: Download Extended32K base model	COMMENT
LOW	…ndle-binding/examples/test_classifier_compatibility.rs	53	// Step 2: Load base model configuration	COMMENT
LOW	…ndle-binding/examples/test_classifier_compatibility.rs	68	// Step 3: Load base model	COMMENT
LOW	…ndle-binding/examples/test_classifier_compatibility.rs	80	// Step 4: Test with existing PII classifier	COMMENT
LOW	candle-binding/examples/test_full_inference_32k.rs	22	// Step 1: Download Extended32K base model	COMMENT
LOW	candle-binding/examples/test_full_inference_32k.rs	54	// Step 2: Load base model configuration	COMMENT
LOW	candle-binding/examples/test_full_inference_32k.rs	65	// Step 3: Load PII classifier to get classifier weights	COMMENT
LOW	candle-binding/examples/test_full_inference_32k.rs	116	// Step 4: Create combined classifier using Extended32K base model + PII classifier weights	COMMENT
LOW⚡	candle-binding/examples/test_full_inference_32k.rs	144	// Step 9: Test inference on sample texts	COMMENT
LOW	…ndle-binding/examples/test_32k_classifier_inference.rs	30	// Step 1: Download Extended32K base model	COMMENT
LOW	…ndle-binding/examples/test_32k_classifier_inference.rs	62	// Step 2: Load base model configuration	COMMENT
LOW	…ndle-binding/examples/test_32k_classifier_inference.rs	73	// Step 3: Load PII classifier to get classifier weights	COMMENT
LOW	…ndle-binding/examples/test_32k_classifier_inference.rs	131	// Step 4: Load Extended32K base model	COMMENT
LOW⚡	…ndle-binding/examples/test_32k_classifier_inference.rs	142	// Step 5: Load classifier weights	COMMENT
LOW⚡	…ndle-binding/examples/test_32k_classifier_inference.rs	149	// Step 6: Load optional head (if exists in PII model)	COMMENT
LOW⚡	…ndle-binding/examples/test_32k_classifier_inference.rs	158	// Step 7: Create classifier with Extended32K base model	COMMENT
LOW⚡	…ndle-binding/examples/test_32k_classifier_inference.rs	230	// Step 10: Test inference on sample texts (including long texts)	COMMENT
LOW	candle-binding/examples/test_long_text_inference_32k.rs	27	// Step 1: Download and load ModernBERT-base-32k	COMMENT
LOW⚡	candle-binding/examples/test_long_text_inference_32k.rs	59	// Step 2: Load base model	COMMENT
LOW⚡	candle-binding/examples/test_long_text_inference_32k.rs	69	// Step 3: Load tokenizer	COMMENT
LOW	candle-binding/examples/test_long_text_inference_32k.rs	82	// Step 4: Test with different classifiers	COMMENT
LOW	candle-binding/examples/test_long_text_inference_32k.rs	127	// Step 5: Test with texts of various lengths	COMMENT
LOW	candle-binding/examples/test_lora_compatibility_32k.rs	26	// Step 1: Download and load ModernBERT-base-32k	COMMENT
LOW	candle-binding/examples/test_lora_compatibility_32k.rs	55	// Step 2: Check dimension compatibility	COMMENT
LOW	candle-binding/examples/test_lora_compatibility_32k.rs	77	// Step 3: Try to find existing LoRA adapter	COMMENT
LOW	candle-binding/examples/test_lora_compatibility_32k.rs	107	// Step 4: Check if this is a LoRA adapter or traditional classifier	COMMENT
LOW	candle-binding/examples/test_lora_compatibility_32k.rs	129	// Step 5: Try to load LoRA adapter	COMMENT
LOW	candle-binding/examples/test_lora_compatibility_32k.rs	194	// Step 5: Check for traditional classifier	COMMENT
LOW	candle-binding/examples/test_lora_compatibility_32k.rs	221	// Step 6: Summary	COMMENT
LOW	candle-binding/examples/test_lora_inference_32k.rs	29	// Step 1: Download and load ModernBERT-base-32k	COMMENT
LOW	candle-binding/examples/test_lora_inference_32k.rs	61	// Step 2: Load base model	COMMENT
LOW	candle-binding/examples/test_lora_inference_32k.rs	72	// Step 3: Load tokenizer	COMMENT
LOW	candle-binding/examples/test_lora_inference_32k.rs	85	// Step 4: Find and load LoRA adapter	COMMENT
LOW	candle-binding/examples/test_lora_inference_32k.rs	214	// Step 5: Test inference	COMMENT
LOW	candle-binding/examples/test_lora_inference_32k.rs	300	// Step 6: Summary	COMMENT
LOW⚡	…e-binding/src/model_architectures/embedding/pooling.rs	65	// Step 1: Expand attention_mask to match hidden_states dimensions	COMMENT
LOW⚡	…e-binding/src/model_architectures/embedding/pooling.rs	71	// Step 2: Apply mask to hidden states	COMMENT
LOW⚡	…e-binding/src/model_architectures/embedding/pooling.rs	74	// Step 3: Sum over sequence dimension (dim=1)	COMMENT
LOW⚡	…e-binding/src/model_architectures/embedding/pooling.rs	77	// Step 4: Count valid tokens	COMMENT
LOW⚡	…e-binding/src/model_architectures/embedding/pooling.rs	80	// Step 5: Average (handle division by zero gracefully)	COMMENT
LOW⚡	…e-binding/src/model_architectures/embedding/pooling.rs	162	// Step 3: Extract the last valid token for each batch	COMMENT
LOW⚡	…e-binding/src/model_architectures/embedding/pooling.rs	172	// Step 4: Concatenate all batch embeddings: [batch_size, hidden_size]	COMMENT
LOW	…e-binding/src/model_architectures/embedding/pooling.rs	130	// Step 1: Check if left padding	COMMENT
LOW⚡	…g/src/model_architectures/embedding/gemma_embedding.rs	479	// Step 1: Gemma3 Transformer backbone	COMMENT
LOW⚡	…g/src/model_architectures/embedding/gemma_embedding.rs	483	// Step 2: Mean Pooling	COMMENT
LOW⚡	…g/src/model_architectures/embedding/gemma_embedding.rs	504	// Step 3: Dense Bottleneck (768 → 3072 → 768)	COMMENT
LOW⚡	…g/src/model_architectures/embedding/gemma_embedding.rs	508	// Step 4: L2 Normalization	COMMENT
LOW⚡	…g/src/model_architectures/embedding/gemma_embedding.rs	573	// Step 5: Truncate to target dimension	COMMENT
LOW⚡	…g/src/model_architectures/embedding/gemma_embedding.rs	583	// Step 6: Re-normalize after truncation	COMMENT
LOW⚡	…g/src/model_architectures/embedding/qwen3_embedding.rs	381	// Step 2: Generate position sequence in f64	COMMENT
LOW⚡	…g/src/model_architectures/embedding/qwen3_embedding.rs	386	// Step 3: Compute outer product in f64: positions ⊗ inv_freq	COMMENT
LOW⚡	…g/src/model_architectures/embedding/qwen3_embedding.rs	399	// Step 4: Expand to full head_dim by concatenating freqs with itself	COMMENT
LOW⚡	…g/src/model_architectures/embedding/qwen3_embedding.rs	407	// Step 5: Compute cos and sin in f64, then convert to f32	COMMENT
LOW⚡	…g/src/model_architectures/embedding/qwen3_embedding.rs	560	// Step 3: Rotate half: rotate_half(x) = cat([-x2, x1], dim=-1)	COMMENT
LOW⚡	…g/src/model_architectures/embedding/qwen3_embedding.rs	568	// Step 4: Apply RoPE formula: x * cos + rotate_half(x) * sin	COMMENT
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Unused Imports551 hits · 512 pts

Severity	File	Line	Context
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/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/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	15	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	24	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	27	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	32	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	32	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/reporting.py	1	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	3	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	3	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	3	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	4	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	5	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	5	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	5	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	5	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	11	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	12	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	12	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	13	CODE
LOW	…/dataset_implementations/openmathrreasoning_dataset.py	12	CODE
LOW	bench/router_flow/flow_eval.py	10	CODE
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Modern AI Meta-Vocabulary150 hits · 422 pts

Severity	File	Line	Snippet	Context
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/README.md	12	# 2. Start semantic router with hallucination config	COMMENT
MEDIUM	bench/hallucination/README.md	127	# Sensitive: High recall, catch more hallucinations	COMMENT
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	133	# embedding model and otherwise fatal at startup) -- the benchmark routes	COMMENT
MEDIUM	…/dataset_implementations/openmathrreasoning_dataset.py	39	return True # Has detailed chain-of-thought solutions	CODE
MEDIUM	config/config.yaml	827	# (hallucination detector against context, else cross-model NLI) and	COMMENT
MEDIUM	config/signal/embedding/image-routing.yaml	3	# the multimodal embedding model.	COMMENT
MEDIUM	deploy/kserve/deploy.sh	82	# Deploy with custom storage class and a canonical embedding model	COMMENT
MEDIUM	deploy/amd/AGENTIC.md	207	https://raw.githubusercontent.com/vllm-project/semantic-router/main/deploy/recipes/agentic-saars.yaml	CODE
MEDIUM	deploy/examples/runtime/memory/valkey.yaml	3	# module) as the agentic memory backend.	COMMENT
MEDIUM	deploy/examples/runtime/semantic-cache/milvus.yaml	50	dimension: 384 # This value is ignored - dimension is auto-detected from the embedding model	CODE
MEDIUM	deploy/examples/runtime/semantic-cache/valkey.yaml	47	dimension: 384 # This value is ignored - dimension is auto-detected from the embedding model	CODE
MEDIUM	deploy/examples/runtime/semantic-cache/redis.yaml	47	dimension: 384 # This value is ignored - dimension is auto-detected from the embedding model	CODE
MEDIUM	deploy/operator/README.md	256	dimension: 384 # Match your embedding model	CODE
MEDIUM	deploy/operator/README.md	331	dimension: 1024 # Match your embedding model	CODE
MEDIUM	deploy/operator/README.md	579	# Define complexity rules with few-shot examples	COMMENT
MEDIUM	deploy/operator/main.go	40	// +kubebuilder:scaffold:imports	COMMENT
MEDIUM	deploy/operator/main.go	54	// +kubebuilder:scaffold:scheme	COMMENT
MEDIUM	deploy/operator/main.go	98	// +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/installation/valkey-memory.md	141	dimension: 384 # Must match your embedding model	CODE
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/installation/qdrant.md	162	dimension: 384 # Must match your embedding model	CODE
MEDIUM	website/docs/installation/configuration.md	123	# multimodal embedding model under	COMMENT
MEDIUM	website/docs/installation/k8s/operator.md	980	dimension: 768 # Match the default mmBERT ultra embedding model	CODE
MEDIUM	website/docs/installation/k8s/operator.md	1053	dimension: 768 # Match the default mmBERT ultra embedding model	CODE
MEDIUM	website/docs/tutorials/plugin/rag.md	1	# RAG	COMMENT
MEDIUM	website/docs/tutorials/algorithm/overview.md	71	### Looper Algorithms (multi-model orchestration)	COMMENT
MEDIUM	website/docs/proposals/agentic-memory.md	1010	dimension: 384 # Must match embedding model output	CODE
MEDIUM	website/docs/proposals/agentic-rag.md	1	# OpenAI RAG Integration	COMMENT
MEDIUM	website/docs/proposals/agentic-rag.md	144	### Example 1: Basic RAG Query	COMMENT
MEDIUM	…log/2026-06-18-agentic-intelligent-routing-amd-rocm.md	34	[deploy/recipes/agentic-saars.yaml](https://github.com/vllm-project/semantic-router/blob/main/deploy/recipes/agentic-saa	CODE
MEDIUM	…log/2026-06-18-agentic-intelligent-routing-amd-rocm.md	49	\| Recipe \| [`deploy/recipes/agentic-saars.yaml`](https://github.com/vllm-project/semantic-router/blob/main/deploy/recipe	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	293	https://raw.githubusercontent.com/vllm-project/semantic-router/main/deploy/recipes/agentic-saars.yaml	CODE
MEDIUM	…log/2026-06-18-agentic-intelligent-routing-amd-rocm.md	328	https://raw.githubusercontent.com/vllm-project/semantic-router/main/deploy/recipes/agentic-saars.yaml	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	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
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
MEDIUM	…/version-v0.1/tutorials/semantic-cache/milvus-cache.md	65	dimension: 384 # Must match embedding model dimension	CODE
MEDIUM	…s/version-v0.1/tutorials/semantic-cache/redis-cache.md	70	dimension: 384 # Must match embedding model dimension	CODE
MEDIUM	….1/tutorials/content-safety/hallucination-detection.md	32	# Disabled by default - enable in decisions via hallucination plugin	COMMENT
MEDIUM	….1/tutorials/content-safety/hallucination-detection.md	80	# Action when hallucination detected: "header", "body", "block", or "none"	COMMENT
MEDIUM	….1/tutorials/content-safety/hallucination-detection.md	126	### RAG (Retrieval Augmented Generation)	COMMENT
MEDIUM	…n-v0.1/proposals/hallucination-mitigation-milestone.md	1080	# Global hallucination detection settings	COMMENT
MEDIUM	…sioned_docs/version-v0.2/installation/configuration.md	40	# Vector Store — local document ingestion and search (RAG)	COMMENT
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Excessive Try-Catch Wrapping289 hits · 314 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	2040	except Exception as exc: # pragma: no cover - network errors vary by platform	CODE
LOW	bench/openai_fault_proxy.py	151	except Exception as exc: # pragma: no cover - network errors vary	CODE
LOW	bench/benchmark_comparison.sh	146	except Exception as e:	CODE
LOW	bench/benchmark_comparison.sh	172	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/grounded_fusion/ollama_proxy.py	94	except Exception as e:	CODE
MEDIUM⚡	bench/reasoning/router_reason_bench_multi_dataset.py	290	print(f"Error communicating with endpoint to list models: {e}")	CODE
MEDIUM	bench/reasoning/router_reason_bench_multi_dataset.py	1104	print(f"Error loading dataset '{args.dataset}': {e}")	CODE
LOW⚡	bench/reasoning/router_reason_bench_multi_dataset.py	289	except Exception as e:	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	329	except Exception:	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	619	except Exception as e:	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	795	except Exception:	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	919	except Exception:	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	1103	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	316	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
MEDIUM	tools/security/scan_malicious_code.py	225	print(f"Error: cannot load {SIGNATURES_CONFIG}: {exc}", file=sys.stderr)	CODE
MEDIUM	tools/security/scan_malicious_code.py	522	print(f"Error: {root} is not a directory", file=sys.stderr)	CODE
MEDIUM	tools/security/ast_security_scanner.py	1918	print(f"Error getting diff: {e}", file=sys.stderr)	CODE
MEDIUM	tools/security/ast_security_scanner.py	2061	print(f"Error: {root} is not a directory", file=sys.stderr)	CODE
LOW	tools/security/ast_security_scanner.py	2068	except Exception as exc:	CODE
LOW	tools/agent/scripts/router_calibration_loop.py	283	except Exception as exc:	CODE
LOW	tools/agent/scripts/tuning/client.py	47	except Exception:	CODE
LOW	tools/agent/scripts/tuning/client.py	87	except Exception as exc:	CODE
LOW	openvino-binding/convert_modernbert_models.py	188	except Exception as e:	CODE
LOW	openvino-binding/scripts/convert_tokenizers.py	56	except Exception as e:	CODE
LOW	openvino-binding/scripts/convert_test_tokenizers.py	86	except Exception as e:	CODE
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	287	except Exception:	CODE
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	350	except Exception as e:	CODE
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	637	except Exception as e:	CODE
229 more matches not shown…

Redundant / Tautological Comments106 hits · 160 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	826	# Check if dataset has actual CoT content by examining sample questions	COMMENT
LOW	tools/kind/generate-kind-config.sh	23	# Check if template exists	COMMENT
LOW	tools/kind/generate-kind-config.sh	29	# Check if models directory exists	COMMENT
LOW	tools/milvus/test-milvus-deployment.sh	103	# Check if release exists	COMMENT
LOW	tools/milvus/test-milvus-deployment.sh	256	# Check if Prometheus Operator is installed	COMMENT
LOW	openvino-binding/convert_modernbert_models.py	86	# Check if model exists	COMMENT
LOW	openvino-binding/convert_modernbert_models.py	91	# Check if already converted	COMMENT
LOW	openvino-binding/scripts/convert_test_tokenizers.py	118	# Check if the model directory exists (should be created by optimum-cli)	COMMENT
LOW	openvino-binding/scripts/convert_test_tokenizers.py	128	# Check if tokenizer already exists	COMMENT
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	320	# Check if it's a local path that exists	COMMENT
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	324	# Check if it looks like a HuggingFace model ID (contains /)	COMMENT
LOW⚡	deploy/addons/mcp-classifier-server/server_embedding.py	254	# Check if collection exists	COMMENT
LOW⚡	deploy/addons/mcp-classifier-server/server_embedding.py	258	# Check if we need to rebuild (verify count matches CSV)	COMMENT
LOW	deploy/kserve/deployment.yaml	74	# Check if model weights actually exist (not just the directory)	COMMENT
LOW	deploy/kserve/deploy.sh	302	# Check if logged in	COMMENT
LOW	deploy/kserve/deploy.sh	319	# 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	245	# Check if model already exists	COMMENT
LOW	deploy/openshift/deployment-simulator.yaml	180	# Check if model already exists	COMMENT
LOW	deploy/openshift/deploy-to-openshift.sh	94	# Check if logged in to OpenShift	COMMENT
LOW	deploy/openshift/deploy-to-openshift.sh	636	# Check if dashboard imagestream exists	COMMENT
LOW	deploy/openshift/deploy-to-openshift.sh	642	# 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	28	# Check if all required models already exist in PVC; if yes, skip downloads entirely	COMMENT
LOW	deploy/kubernetes/llm-katan/base/deployment.yaml	44	# Check if model already exists in PVC	COMMENT
LOW⚡	deploy/helm/validate-chart.sh	181	# Check if labels helper exists	COMMENT
LOW⚡	deploy/helm/validate-chart.sh	189	# Check if selector labels helper exists	COMMENT
LOW⚡	deploy/helm/validate-chart.sh	197	# Check if NOTES.txt exists	COMMENT
LOW	onnx-binding/scripts/run_benchmark_rocm.sh	14	# Check if binary exists	COMMENT
LOW	onnx-binding/ort-ck-flash-attn/scripts/rewrite_graph.py	516	# Check if any output is consumed (by existing nodes OR new nodes)	COMMENT
LOW	scripts/test-image-gen.sh	53	# Check if response contains image	COMMENT
LOW	scripts/test_classification_api.sh	62	# Check if expected domain is in matched domains	COMMENT
LOW	scripts/test_classification_api.sh	364	# Check if expected domain is in matched domains	COMMENT
LOW	scripts/test_classification_api.sh	629	# Check if expected signal is in matched fact check signals	COMMENT
LOW	scripts/test_classification_api.sh	769	# Check if expected signal is in matched user feedback signals	COMMENT
LOW	scripts/check-i18n-outdated.sh	66	# Check if EN has changes since source_commit	COMMENT
LOW	scripts/run-cache-benchmark.sh	62	# Check if benchmark binary exists, build if not	COMMENT
LOW	scripts/run-cache-benchmark.sh	222	# Check if Go is installed	COMMENT
LOW	scripts/run-cache-benchmark.sh	228	# Check if CGO is available	COMMENT
LOW	scripts/local-up-router.sh	228	# Check if all processes are still running. Prints a warning once each time	COMMENT
LOW	.github/workflows/integration-test-k8s.yml	267	# Check if there are more lines	COMMENT
LOW	.github/workflows/check-translation-staleness.yml	68	# Check if source file exists	COMMENT
LOW	e2e/testing/03-classification-api-test.py	147	# Check if classification is correct	COMMENT
LOW	e2e/testing/05-jailbreak-test.py	221	# Check if jailbreak was properly detected	COMMENT
LOW	e2e/testing/05-jailbreak-test.py	417	# Check if the request went through (indicating security bypass)	COMMENT
LOW	e2e/testing/05-jailbreak-test.py	433	# Check if response contains harmful instructions	COMMENT
LOW	e2e/testing/start-llm-katan.sh	63	# Check if ports are available	COMMENT
LOW	e2e/testing/02-router-classification-test.py	257	# 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
46 more matches not shown…

Deep Nesting191 hits · 153 pts

Severity	File	Line	Context
LOW	bench/agentic_routing_live_benchmark.py	514	CODE
LOW	bench/agent_task_live_benchmark.py	2104	CODE
LOW	bench/agentic_routing_experiment.py	855	CODE
LOW	bench/router_reason_bench.py	276	CODE
LOW	bench/hallucination/evaluate.py	309	CODE
LOW	bench/grounded_fusion/evaluate.py	221	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	186	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	294	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	448	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	666	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	742	CODE
LOW	bench/reasoning/router_reason_bench_multi_dataset.py	805	CODE
LOW	bench/reasoning/dataset_interface.py	124	CODE
LOW	bench/reasoning/cli.py	217	CODE
LOW	bench/reasoning/dataset_implementations/gpqa_dataset.py	68	CODE
LOW	bench/reasoning/dataset_implementations/gpqa_dataset.py	84	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	tools/security/scan_malicious_code.py	286	CODE
LOW	tools/security/scan_malicious_code.py	376	CODE
LOW	tools/security/ast_security_scanner.py	594	CODE
LOW	tools/security/ast_security_scanner.py	684	CODE
LOW	tools/security/ast_security_scanner.py	946	CODE
LOW	tools/security/ast_security_scanner.py	1254	CODE
LOW	tools/security/ast_security_scanner.py	1388	CODE
LOW	tools/security/ast_security_scanner.py	1492	CODE
LOW	tools/security/ast_security_scanner.py	1531	CODE
LOW	tools/security/ast_security_scanner.py	1709	CODE
LOW	tools/security/ast_security_scanner.py	1866	CODE
LOW	tools/security/ast_security_scanner.py	1722	CODE
LOW	tools/hf-playground/app.py	163	CODE
LOW	tools/hf-playground/app.py	604	CODE
LOW	tools/agent/scripts/maintainer_board.py	124	CODE
LOW	tools/agent/scripts/maintainer_board.py	178	CODE
LOW	tools/agent/scripts/maintainer_board.py	569	CODE
LOW	tools/agent/scripts/structure_check.py	407	CODE
LOW	tools/agent/scripts/tuning/engine_selection.py	533	CODE
LOW	tools/agent/scripts/tuning/engine_selection.py	556	CODE
LOW	tools/agent/scripts/tuning/analyzer.py	41	CODE
LOW	tools/agent/scripts/tuning/engine.py	160	CODE
LOW	tools/agent/scripts/tuning/engine.py	216	CODE
LOW	tools/agent/scripts/tuning/engine.py	540	CODE
LOW	tools/agent/scripts/tuning/engine.py	586	CODE
LOW	…s/tuning/verify_results/run_confidence_verification.py	35	CODE
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	621	CODE
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	693	CODE
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	717	CODE
LOW	deploy/addons/mcp-classifier-server/server_embedding.py	620	CODE
LOW	deploy/addons/mcp-classifier-server/server_embedding.py	646	CODE
LOW	deploy/addons/mcp-classifier-server/server_keyword.py	414	CODE
LOW	deploy/addons/mcp-classifier-server/server_keyword.py	428	CODE
LOW	deploy/openshift/demo/demo-semantic-router.py	221	CODE
LOW	deploy/openshift/demo/demo-semantic-router.py	494	CODE
LOW	onnx-binding/ort-ck-flash-attn/scripts/rewrite_graph.py	35	CODE
LOW	onnx-binding/ort-ck-flash-attn/scripts/rewrite_graph.py	300	CODE
LOW	e2e/testing/mock-vllm-hallucination.py	80	CODE
LOW	e2e/testing/08-rag-openai-test.py	94	CODE
LOW	e2e/testing/05-jailbreak-test.py	485	CODE
LOW	e2e/testing/02-router-classification-test.py	246	CODE
131 more matches not shown…

Cross-File Repetition30 hits · 150 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	…ploy/addons/mcp-classifier-server/server_generative.py	you are a history expert. when answering historical questions: - provide accurate dates, names, and historical context -	STRING
HIGH	deploy/addons/mcp-classifier-server/server_embedding.py	you are a history expert. when answering historical questions: - provide accurate dates, names, and historical context -	STRING
HIGH	deploy/addons/mcp-classifier-server/server_keyword.py	you are a history expert. when answering historical questions: - provide accurate dates, names, and historical context -	STRING
HIGH	…ploy/addons/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	deploy/addons/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	deploy/addons/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	…ploy/addons/mcp-classifier-server/server_generative.py	you are a knowledgeable assistant. when answering general questions: - provide balanced, well-rounded responses - draw f	STRING
HIGH	deploy/addons/mcp-classifier-server/server_embedding.py	you are a knowledgeable assistant. when answering general questions: - provide balanced, well-rounded responses - draw f	STRING
HIGH	deploy/addons/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	…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

AI Slop Vocabulary39 hits · 102 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	134	# purely on the sentinel the harness prepends to every prompt.	COMMENT
MEDIUM⚡	bench/reasoning/router_reason_bench_multi_dataset.py	296	# Normalize non-string responses into a string to be robust to providers	COMMENT
MEDIUM	bench/reasoning/cli.py	343	"""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⚡	deploy/helm/validate-chart.sh	177	# Test 8: 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	19738	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	candle-binding/Cargo.toml	84	# Example testing ModernBERT-base-32k comprehensive validation	COMMENT
MEDIUM	candle-binding/src/model_architectures/model_factory.rs	4	//! Traditional and LoRA models through a unified interface, enabling seamless	COMMENT
MEDIUM	dashboard/frontend/src/utils/mlPipelineApi.ts	103	// on connect, so reconnection is seamless.	COMMENT
LOW⚡	.github/workflows/nightly-build.yml	16	# docker-publish.yml already owns the nightly logic; we just call it here.	COMMENT
MEDIUM	.github/workflows/performance-test.yml	86	# the regular HF CDN. The gate depends on this step, so keep it robust.	COMMENT
MEDIUM	e2e/testing/run_memory_integration.sh	191	# Ensure the mmbert model used by the CI harness is available. Tests and	COMMENT
MEDIUM	e2e/testing/run_memory_integration.sh	193	# the CI stable and compatible with the rest of the harness (collection dims, etc.).	COMMENT
MEDIUM	src/semantic-router/pkg/cache/benchmark.go	113	// to leverage continuous batching for faster population	COMMENT
MEDIUM	src/semantic-router/pkg/looper/confidence.go	812	// 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	src/fleet-sim/fleet_sim/routing/compress_route.py	86	# Definitely short	COMMENT
MEDIUM	src/fleet-sim/fleet_sim/routing/compress_route.py	117	# Definitely long	COMMENT
MEDIUM	…r/prompt_guard_fine_tuning_lora/train_cpu_optimized.sh	20	LEARNING_RATE=3e-5 # Optimized learning rate based on PEFT best practices	CODE
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	281	# Use more robust tokenization that preserves character positions	COMMENT
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	324	# Add comprehensive data validation and quality analysis	COMMENT
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	566	# Use robust tokenization	COMMENT
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	1224	# Training arguments optimized for LoRA token classification based on PEFT best practices	COMMENT
MEDIUM	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	1131	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	354	"""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	556	# 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	1028	# Save comprehensive results	COMMENT
LOW	src/training/model_eval/signal_eval.py	44	# To add new datasets (e.g., multilingual), just add new entries here	COMMENT
MEDIUM	src/training/model_eval/mom_collection_eval.py	364	"""Load model and tokenizer with robust handling using base config."""	STRING
MEDIUM	src/training/model_eval/mom_collection_eval.py	428	"""Evaluate a single model with comprehensive error handling."""	STRING
MEDIUM	…raining/model_selection/ml_model_selection/validate.go	246	// Uses huggingface-cli for robust downloads (handles auth, LFS, caching, parquet, etc.)	COMMENT

Cross-Language Confusion12 hits · 70 pts

Severity	File	Line	Snippet	Context
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	openvino-binding/scripts/convert_test_tokenizers.py	157	print(" cd openvino-binding && make test")	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

Self-Referential Comments15 hits · 51 pts

Severity	File	Line	Snippet	Context
MEDIUM	deploy/kubernetes/llm-katan/base/deployment.yaml	17	# Create a non-root user for security (matching Dockerfile)	COMMENT
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	.github/workflows/docker-publish.yml	723	# Create the manifest list	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	190	# 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	471	# Create a temporary trainer to load datasets and determine configurations	COMMENT
MEDIUM	…/multitask_bert_fine_tuning/multitask_bert_training.py	514	# 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	…/training/model_selection/ml_model_selection/models.py	473	# Create a fitted SVM using sklearn's internal attributes	COMMENT
MEDIUM	src/vllm-sr/cli/templates/grafana-datasource.serve.yaml	2	# This file is provisioned automatically when Grafana starts	COMMENT

Fake / Example Data45 hits · 47 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	823	client = OpenAI(base_url=endpoint, api_key=api_key or "dummy-key", timeout=300.0)	CODE
LOW	…odel_architectures/classification/mmbert_classifier.rs	1170	text: "test@test.com".to_string(),	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	candle-binding/semantic-router_mock.go	581	addEntity("123 Main Street", "STREET_ADDRESS")	CODE
LOW⚡	candle-binding/examples/test_full_inference_32k.rs	154	"Lorem ipsum dolor sit amet. ".repeat(50)	CODE
LOW⚡	candle-binding/examples/test_full_inference_32k.rs	154	"Lorem ipsum dolor sit amet. ".repeat(50)	CODE
LOW⚡	…ndle-binding/examples/test_32k_classifier_inference.rs	240	"Lorem ipsum dolor sit amet. ".repeat(50)	CODE
LOW⚡	…ndle-binding/examples/test_32k_classifier_inference.rs	240	"Lorem ipsum dolor sit amet. ".repeat(50)	CODE
LOW	candle-binding/src/ffi/classify_test.rs	87	let text_cstring = CString::new("John Doe").expect("Failed to create CString");	CODE
LOW	candle-binding/src/ffi/classify_test.rs	116	assert_eq!(text_str, "John Doe");	CODE
LOW	dashboard/frontend/e2e/playground.spec.ts	426	await expect(dialog).toContainText('admin@example.com');	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	208	email: "admin@example.com",	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	227	email: "admin@example.com",	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	298	await page.getByPlaceholder("you@example.com").fill("admin@example.com");	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	503	email: "admin@example.com",	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	524	email: "admin@example.com",	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	576	await page.getByPlaceholder("you@example.com").fill("admin@example.com");	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	867	email: "admin@example.com",	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	919	email: "admin@example.com",	CODE
LOW	dashboard/frontend/e2e/auth-flow.spec.ts	936	email: "admin@example.com",	CODE
LOW	dashboard/frontend/e2e/public-responsive.spec.ts	212	await page.getByPlaceholder('you@example.com').fill('admin@example.com')	CODE
LOW	dashboard/frontend/e2e/public-responsive.spec.ts	257	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/e2e/support/auth.ts	20	email: 'admin@example.com',	CODE
LOW	dashboard/frontend/src/pages/UsersPageUserDialog.tsx	146	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/bootstrap_gate_test.go	79	newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	87	rec := postRegister(svc, "admin@example.com")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	101	newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	110	rec := postRegister(svc, "admin@example.com")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	121	rec := postRegister(svc, "admin@example.com")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	132	newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	174	newTestUser(t, svc, "admin@example.com", RoleAdmin, "active")	CODE
LOW	dashboard/backend/auth/bootstrap_gate_test.go	194	rec := postRegister(svc, "admin@example.com")	CODE
LOW	dashboard/backend/router/mcp_routes_test.go	200	BootstrapAdminEmail: "admin@example.com",	CODE
LOW	dashboard/backend/router/mcp_routes_test.go	240	body := bytes.NewBufferString(`{"email":"admin@example.com","password":"secret-password"}`)	CODE
LOW	e2e/scripts/generate_test_data.py	122	"PERSON": ["Jane Smith", "John Doe", "Michael Johnson"],	CODE
LOW	…antic-router/pkg/classification/classifier_pii_test.go	218	piiEntity("PERSON", "John Doe", 0, 8, 0.9),	CODE
LOW	…antic-router/pkg/classification/classifier_pii_test.go	232	piiEntity("PERSON", "John Doe", 0, 8, 0.9),	CODE

Modern Structural Boilerplate45 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	bench/hallucination/__init__.py	10	__all__ = [	CODE
LOW	bench/reasoning/__init__.py	38	__all__ = [	CODE
LOW	bench/reasoning/dataset_implementations/__init__.py	15	__all__ = [	CODE
LOW	tools/agent/scripts/agent_resolution.py	34	__all__ = [	CODE
LOW⚡	tools/agent/scripts/tuning/engine_selection.py	510	def _update_mapping_outputs(m: dict, fix: Fix) -> None:	CODE
LOW	tools/agent/scripts/tuning/engine_selection.py	525	def _update_score_weight(score: dict, signal_name: str, new_weight: float) -> None:	CODE
LOW	tools/agent/scripts/tuning/__init__.py	18	__all__ = [	CODE
LOW	tools/agent/scripts/tuning/scenarios/__init__.py	12	__all__ = ["CalibrationScenario", "PrivacyScenario"]	CODE
LOW	…ploy/addons/mcp-classifier-server/server_generative.py	65	logger = logging.getLogger(__name__)	CODE
LOW	deploy/addons/mcp-classifier-server/server_embedding.py	68	logger = logging.getLogger(__name__)	CODE
LOW	deploy/addons/mcp-classifier-server/server_keyword.py	58	logger = logging.getLogger(__name__)	CODE
LOW	e2e/testing/llm-katan/llm_katan/server.py	30	logger = logging.getLogger(__name__)	CODE
LOW	e2e/testing/llm-katan/llm_katan/__init__.py	24	__all__ = ["create_app", "ModelBackend", "main"]	CODE
LOW	e2e/testing/llm-katan/llm_katan/model.py	17	logger = logging.getLogger(__name__)	CODE
LOW	e2e/testing/llm-katan/llm_katan/cli.py	30	logger = logging.getLogger(__name__)	CODE
LOW	e2e/testing/memory_tests/__init__.py	21	__all__ = [	CODE
LOW	src/fleet-sim/fleet_sim/__init__.py	97	__all__ = [	CODE
LOW	src/fleet-sim/fleet_sim/hardware/__init__.py	21	__all__ = [	CODE
LOW	src/fleet-sim/fleet_sim/core/__init__.py	8	__all__ = [	CODE
LOW	src/fleet-sim/fleet_sim/optimizer/__init__.py	35	__all__ = [	CODE
LOW	src/fleet-sim/fleet_sim/models/__init__.py	23	__all__ = [	CODE
LOW	src/fleet-sim/fleet_sim/workload/__init__.py	6	__all__ = ["CdfWorkload", "PoissonWorkload", "TraceWorkload"]	CODE
LOW	src/fleet-sim/fleet_sim/routing/spillover.py	43	def set_pools(self, live_pools) -> None:	CODE
LOW	src/fleet-sim/fleet_sim/routing/__init__.py	11	__all__ = [	CODE
LOW	src/fleet-sim/fleet_sim/routing/least_loaded.py	25	def set_pools(self, live_pools) -> None:	CODE
LOW	src/fleet-sim/fleet_sim/gpu_profiles/__init__.py	9	__all__ = [	CODE
LOW	src/fleet-sim/fleet_sim/gpu_profiles/profiles.py	184	__all__ = [	CODE
LOW	src/training/model_classifier/common_lora_utils.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…odel_classifier/verify_text_classification_datasets.py	90	logger = logging.getLogger(__name__)	CODE
LOW	…/model_classifier/user_feedback_classifier/__init__.py	42	__all__ = [	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	21	logger = logging.getLogger(__name__)	CODE
LOW	…/multitask_bert_fine_tuning/multitask_bert_training.py	21	logger = logging.getLogger(__name__)	CODE
LOW	…training/model_embeddings/cache_embeddings/__init__.py	30	__all__ = ["setup_logging"]	CODE
LOW	…ning/model_embeddings/cache_embeddings/lora_trainer.py	50	logger = logging.getLogger(__name__)	CODE
LOW	…/model_selection/rl_model_selection/train_gmtrouter.py	48	logger = logging.getLogger(__name__)	CODE
LOW	…model_selection/rl_model_selection/automix_verifier.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…/model_selection/rl_model_selection/train_router_r1.py	52	logger = logging.getLogger(__name__)	CODE
LOW	…model_selection/rl_model_selection/router_r1_server.py	30	logger = logging.getLogger(__name__)	CODE
LOW	src/vllm-sr/cli/container_cli.py	31	__all__ = [	CODE
LOW	src/vllm-sr/cli/config_migration.py	719	def _set_if_missing(target: dict[str, Any], key: str, value: Any) -> None:	CODE
LOW	src/vllm-sr/cli/commands/__init__.py	6	__all__ = [	CODE
LOW	src/vllm-sr/cli/commands/recipe_learning_metrics.py	169	def update_decision_tier_metrics(metrics: DecisionMetrics, decision_tier: int) -> None:	CODE

Docstring Block Structure6 hits · 30 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	20	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	91	Validate and normalize LoRA configuration parameters. Args: lora_config: Dictionary containing LoRA pa	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	438	Parse and validate user configuration file. Args: config_path: Path to config.yaml Returns:	STRING
HIGH	src/vllm-sr/cli/parser.py	514	Load configuration file as dictionary. Args: config_path: Path to configuration file Returns:	STRING

Example Usage Blocks15 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	bench/reasoning_mode_eval.sh	11	# Usage:	COMMENT
LOW	bench/grounded_fusion/run_ab.sh	9	# Usage:	COMMENT
LOW	tools/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	scripts/check-i18n-outdated.sh	10	# Usage:	COMMENT
LOW⚡	scripts/test-authz-rbac.sh	22	# 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

Dead Code11 hits · 22 pts

Severity	File	Line	Context
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	713	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	714	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	722	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	725	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	740	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	745	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	751	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	756	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	763	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	768	CODE
MEDIUM	e2e/testing/llm-katan/llm_katan/model.py	775	CODE

AI Structural Patterns18 hits · 14 pts

Severity	File	Line	Context
LOW	src/fleet-sim/fleet_sim/optimizer/disagg.py	124	CODE
LOW	src/fleet-sim/examples/routing_comparison.py	70	CODE
LOW	…ck_fine_tuning_lora/fact_check_bert_finetuning_lora.py	1208	CODE
LOW	…ng_classifier/modality_routing_bert_finetuning_lora.py	2201	CODE
LOW	…ard_fine_tuning_lora/jailbreak_bert_finetuning_lora.py	481	CODE
LOW	…pii_model_fine_tuning_lora/pii_bert_finetuning_lora.py	1124	CODE
LOW	…ssifier/hallucination_detection_classifier/finetune.py	358	CODE
LOW	…ier_model_fine_tuning_lora/ft_qwen3_generative_lora.py	393	CODE
LOW	…er/classifier_model_fine_tuning_lora/ft_linear_lora.py	481	CODE
LOW	…r_model_fine_tuning_lora/ft_linear_lora_consistency.py	485	CODE
LOW	…ro_solver_lora/ft_qwen3_mmlu_solver_lora_no_leakage.py	1235	CODE
LOW	…ment/mmlu_pro_solver_lora/ft_qwen3_mmlu_solver_lora.py	687	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/vllm-sr/cli/container_backend.py	18	CODE
LOW	src/vllm-sr/cli/core.py	137	CODE
LOW	src/vllm-sr/cli/container_start.py	42	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
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

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/src/pages/community/contributing.tsx	17	<Translate id="contributing.subtitle">We welcome contributions from the community! Here's how you can help m	CODE

TODO Padding1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	onnx-binding/semantic-router.go	747	Probabilities: []float32{}, // TODO: implement probability extraction	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings