NVIDIA-NeMo/Switchyard

6.6

Adjusted Score

6.6

Raw Score

100%

Time Factor

2026-08-13

Last Push

1.1K

Stars

Rust

Language

59.5K

Lines of Code

257

Files

323

Pattern Hits

2026-08-13

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 3MEDIUM 29LOW 291

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 323 distinct pattern matches across 9 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.

Hyper-Verbose Identifiers165 hits · 159 pts

Severity	File	Line	Snippet	Context
LOW	mkdocs_hooks.py	66	def _rewrite_link_destinations(	CODE
LOW	mkdocs_hooks.py	94	def _rewrite_outside_code_spans(	CODE
LOW	benchmark/run_manifest.py	140	def snapshot_dataset_manifest(source: Path \| None, run_dir: Path) -> Path \| None:	CODE
LOW	benchmark/prepare_harbor_dataset.py	129	def _exported_dataset_candidates(download_root: Path, source_dataset: str) -> list[Path]:	CODE
LOW	benchmark/prepare_harbor_dataset.py	144	def _proxy_allowlist_hosts_for_dataset(source_dataset: str) -> tuple[str, ...]:	CODE
LOW	benchmark/prepare_harbor_dataset.py	151	def _find_exported_dataset_root(download_root: Path, source_dataset: str) -> Path:	CODE
LOW	benchmark/prepare_harbor_dataset.py	182	def _remove_toml_key_from_table(text: str, table: str, key: str) -> str:	CODE
LOW	switchyard/cli/launchers/claude_code_launcher.py	114	def _run_claude_with_switchyard(	CODE
LOW	switchyard/cli/launchers/codex_cli_launcher.py	142	def _run_codex_with_switchyard(	CODE
LOW	switchyard/cli/launchers/openclaw_launcher.py	73	def _openclaw_model_display_name(model_id: str) -> str:	CODE
LOW	switchyard/cli/launchers/openclaw_launcher.py	119	def _write_openclaw_workspace(	CODE
LOW	switchyard/cli/launchers/openclaw_launcher.py	137	def _remove_openclaw_workspace(workspace: str \| None) -> None:	CODE
LOW	switchyard/cli/launchers/openclaw_launcher.py	181	def _run_openclaw_with_switchyard(	CODE
LOW	switchyard/cli/launchers/launcher_runtime.py	36	def configure_debug_file_logging(*, display_model: str) -> Path:	CODE
LOW	switchyard/cli/launchers/launcher_runtime.py	128	def _format_strategy_indented(	CODE
LOW	switchyard/cli/launchers/codex_model_catalog.py	31	def _fallback_codex_model_template() -> dict[str, Any]:	CODE
LOW	switchyard/cli/launchers/codex_model_catalog.py	76	def _load_codex_model_template(codex_bin: str) -> dict[str, Any]:	CODE
LOW	switchyard/cli/launchers/codex_model_catalog.py	106	def _build_codex_model_catalog(	CODE
LOW	switchyard/cli/launchers/codex_model_catalog.py	127	def _write_codex_model_catalog(	CODE
LOW	switchyard/cli/launchers/codex_model_catalog.py	148	def _remove_codex_model_catalog(path: str \| None) -> None:	CODE
LOW	switchyard/cli/launchers/codex_model_catalog.py	158	def _codex_model_display_name(model_id: str) -> str:	CODE
LOW	tests/test_run_baseline_script.py	127	def _write_fake_harbor_python(tmp_path: Path, *, patched: bool = True) -> Path:	CODE
LOW	tests/test_run_baseline_script.py	237	def _write_closed_book_dataset(path: Path) -> Path:	STRING
LOW	tests/test_run_baseline_script.py	251	def test_direct_mode_requires_model(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	258	def test_direct_mode_defaults_to_openrouter_upstream_without_switchyard(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	285	def test_direct_mode_uses_generic_upstream_key_when_set(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	304	def test_direct_mode_requires_selected_api_key_env(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	317	def test_direct_mode_rejects_server_only_options(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	341	def test_legacy_routing_profiles_are_rejected(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	356	def test_dry_run_claude_code_opus_defaults_high_reasoning(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	378	def test_dry_run_codex_gpt_defaults_high_reasoning(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	404	def test_dry_run_explicit_empty_reasoning_omits_kwarg(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	427	def test_dry_run_explicit_reasoning_overrides_default(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	449	def test_dry_run_explicit_claude_thinking_overrides_adaptive_default(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	475	def test_harbor_path_is_required(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	492	def test_closed_book_dataset_rejects_unpatched_harbor(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	518	def test_dry_run_server_config_uses_rust_switchyard_server(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	542	def test_foreground_server_run_collects_rust_stats_endpoint(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	568	def test_dry_run_route_model_alias_uses_rust_switchyard_server(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	589	def test_dry_run_server_config_honors_explicit_harbor_model(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	608	def test_dry_run_harbor_extra(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	631	def test_dry_run_harbor_path_uses_local_dataset_and_closed_book_artifact(	STRING
LOW	tests/test_run_baseline_script.py	676	def test_dry_run_open_book_uses_proxy_topology_without_tool_disables(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	708	def test_dry_run_claude_closed_book_merges_disallowed_tools(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	736	def test_dry_run_opencode_closed_book_disables_webfetch(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	761	def test_task_list_file_expands_to_include_task_name(tmp_path: Path) -> None:	STRING
LOW	tests/test_run_baseline_script.py	782	def test_dry_run_uses_harbor_bin_override(tmp_path: Path) -> None:	STRING
LOW	tests/test_dev_wheel_versioning.py	27	def test_parse_dev_wheel_version(raw_version: str, normalized: str) -> None:	CODE
LOW	tests/test_dev_wheel_versioning.py	43	def test_parse_dev_wheel_version_rejects_non_dev_versions(raw_version: str) -> None:	CODE
LOW	tests/test_dev_wheel_versioning.py	48	def test_metadata_file_updates(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	53	def test_find_exported_dataset_root_uses_harbor_package_short_name(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	66	def test_find_exported_dataset_root_keeps_legacy_dataset_name(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	76	def test_find_exported_dataset_root_ignores_other_exported_datasets(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	142	def test_swe_bench_pro_dataset_keeps_agent_proxy_allowlist_empty(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	163	def test_legacy_dataset_keeps_proxy_allowlist_empty(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	176	def test_prebuilt_docker_image_task_becomes_derived_dockerfile(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	195	def test_dockerfile_only_task_gets_prebake_layer(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	213	def test_generated_compose_contains_closed_book_proxy_topology(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	274	def test_generated_dataset_manifest_records_pins_tasks_and_digests(tmp_path: Path) -> None:	CODE
LOW	tests/test_prepare_harbor_dataset.py	297	def test_generated_compose_bakes_task_id_into_proxy_env(tmp_path: Path) -> None:	CODE
105 more matches not shown…

Decorative Section Separators24 hits · 78 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/libsy/src/algorithms/stage.rs	328	// ── routing integration tests ────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/llm_class.rs	440	// ── Escalation classifier ──────────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/llm_class.rs	1736	// ── with_escalation tests ──────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/util/tool_signals.rs	23	// ─── severity constants ───────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/util/tool_signals.rs	29	// ─── pattern table ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/util/tool_signals.rs	199	// ─── output type ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/util/tool_signals.rs	333	// ─── extraction entry point ───────────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/util/tool_signals.rs	501	// ─── pure helpers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/util/tool_signals.rs	600	// ─── tests ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/util/tool_signals.rs	963	// ─── asymmetric-signal extensions ────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/util/stage.rs	669	// ─── StageClassifier ─────────────────────────────────────────────────	COMMENT
MEDIUM	crates/libsy/src/algorithms/util/stage.rs	820	// ─── handoff notes ───────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/perf.yml	57	# ------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/perf.yml	62	# ------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/perf.yml	129	# ------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/perf.yml	131	# ------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/perf.yml	168	# ------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/perf.yml	173	# ------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/perf.yml	184	# ------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/perf.yml	186	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/workflows/perf.yml	219	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/workflows/perf.yml	221	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/workflows/perf.yml	228	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/workflows/perf.yml	230	# ------------------------------------------------------------------	COMMENT

Over-Commented Block69 hits · 69 pts

Severity	File	Line	Snippet	Context
LOW	.sir-merge-a-lot.yml	1	# .sir-merge-a-lot.yml — switchyard	COMMENT
LOW	.sir-merge-a-lot.yml	21	# bot was explicitly invited to groom (on_demand mode). Every LLM	COMMENT
LOW	benchmark/tb_lite_subset_20.txt	1	# Curated 20-task iteration subset for openthoughts-tblite@2.0.	COMMENT
LOW	benchmark/closed_book_proxy/proxy/allowlist-base.txt	1	# SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	switchyard/cli/launchers/shell_tui.py	121	self._out_lock = threading.Lock()	COMMENT
LOW	switchyard/cli/launchers/shell_tui.py	341	fcntl.fcntl(	COMMENT
LOW	switchyard/cli/launchers/cost_estimator.py	121	),	COMMENT
LOW	switchyard/cli/launchers/cost_estimator.py	161	input=1.50, output=9.00, cached=0.15, cache_write=1.50,	COMMENT
LOW	crates/libsy-llm-client/src/client.rs	441	metadata,	COMMENT
LOW	crates/libsy-llm-client/src/client.rs	661	// Drops fields accepted by OpenAI-like APIs but rejected by Anthropic Messages.	COMMENT
LOW	crates/libsy-llm-client/src/error.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy-llm-client/src/lib.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy-llm-client/src/raw.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy-llm-client/src/run.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy-llm-client/src/run.rs	21		COMMENT
LOW	crates/protocol/src/llm.rs	261	pub response_format: Option<Value>,	COMMENT
LOW	crates/protocol/src/llm.rs	281	pub fields: Map<String, Value>,	COMMENT
LOW	crates/protocol/src/llm.rs	321	/// Provider fields without first-class normalized equivalents.	COMMENT
LOW	crates/protocol/src/llm.rs	421	#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]	COMMENT
LOW	crates/protocol/src/stream.rs	301	message: String,	COMMENT
LOW	crates/protocol/src/client.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/protocol/src/client.rs	21	/// Failures a routed LLM client can surface to its caller.	COMMENT
LOW	crates/protocol/src/client.rs	161	pub fn reasoning(&self) -> Option<&str> {	COMMENT
LOW	crates/protocol/src/client.rs	181	#[async_trait]	COMMENT
LOW	crates/protocol/src/metadata.rs	161	pub session_id: Option<String>,	COMMENT
LOW	crates/protocol/src/metadata.rs	221	///	COMMENT
LOW	crates/protocol/src/model_id.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/protocol/src/envelope.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/switchyard-skill-distillation/src/lib.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/switchyard-skill-distillation/src/model.rs	21	#[derive(Clone, Debug, Default, PartialEq, Serialize, Deserialize)]	COMMENT
LOW	crates/switchyard-skill-distillation/src/model.rs	41	/// Model used for the run, when known.	COMMENT
LOW	crates/switchyard-skill-distillation/src/model.rs	61	/// Optional source-local run or session ID kept when this record is created.	COMMENT
LOW	crates/switchyard-skill-distillation/src/model.rs	101	/// Additional event fields, including source-specific identifiers.	COMMENT
LOW	crates/switchyard-skill-distillation/src/model.rs	121	pub metrics: BTreeMap<String, f64>,	COMMENT
LOW	crates/switchyard-skill-distillation/src/model.rs	261	Ok(())	COMMENT
LOW	crates/switchyard-skill-distillation/src/model.rs	301	/// Stable human-readable check name.	COMMENT
LOW	crates/libsy/src/observability.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy/src/observability.rs	21	//! tasks create there (see the `tracing` docs on spans in asynchronous code).	COMMENT
LOW	crates/libsy/src/core/processor.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy/src/core/classifier.rs	81	/// Stateless classifiers do not need to implement this hook.	COMMENT
LOW	crates/libsy/src/core/algorithm.rs	41		COMMENT
LOW	crates/libsy/src/core/algorithm.rs	81	///	COMMENT
LOW	crates/libsy/src/core/algorithm.rs	221	}	COMMENT
LOW	crates/libsy/src/core/algorithm.rs	501	decision = fallback_decision(&target, &next, reason);	COMMENT
LOW	crates/libsy/src/core/algorithm.rs	521	///	COMMENT
LOW	crates/libsy/src/core/testing.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy/src/algorithms/stage.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy/src/algorithms/stage.rs	81	pub struct StageRouterConfig {	COMMENT
LOW	crates/libsy/src/algorithms/llm_class.rs	101	/// start therefore moves back to the nearest one that keeps every tool pair whole.	COMMENT
LOW	crates/libsy/src/algorithms/llm_class.rs	221		COMMENT
LOW	crates/libsy/src/algorithms/fall_through.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy/src/algorithms/fall_through.rs	41		COMMENT
LOW	crates/libsy/src/algorithms/util/affinity.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy/src/algorithms/util/affinity.rs	41	/// another request's selected model.	COMMENT
LOW	crates/libsy/src/algorithms/util/prompts.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy/src/algorithms/util/prompts.rs	21	//! request — so an addition that leaves exact replay in place never reaches the	COMMENT
LOW	crates/libsy/src/algorithms/util/prompts.rs	61	/// its normal path, which encodes from the request itself.	COMMENT
LOW	crates/libsy/src/algorithms/util/escalation.rs	41		COMMENT
LOW	crates/libsy/src/algorithms/util/subagent.rs	1	// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	crates/libsy/src/algorithms/util/tool_signals.rs	181	// matched as-is. Patterns that pair with a count (e.g. "failed", "errors")	COMMENT
9 more matches not shown…

Unused Imports35 hits · 35 pts

Severity	File	Line	Context
LOW	benchmark/run_manifest.py	11	CODE
LOW	benchmark/prepare_harbor_dataset.py	6	CODE
LOW	benchmark/codex_model_catalog.py	6	CODE
LOW	benchmark/closed_book_proxy/proxy/rewriter.py	6	CODE
LOW	switchyard/cli/launchers/session_summary.py	6	CODE
LOW	switchyard/cli/launchers/native_server.py	6	CODE
LOW	switchyard/cli/launchers/stats_source.py	6	CODE
LOW	switchyard/cli/launchers/codex_model_catalog.py	12	CODE
LOW	switchyard/cli/launchers/shell_tui.py	18	CODE
LOW	switchyard/cli/launchers/cost_estimator.py	21	CODE
LOW	switchyard/cli/launchers/live_stats_footer.py	10	CODE
LOW	switchyard/libsy/algorithms.py	6	CODE
LOW	switchyard/libsy/algorithms.py	7	CODE
LOW	switchyard/libsy/algorithms.py	8	CODE
LOW	switchyard/libsy/algorithms.py	9	CODE
LOW	switchyard/libsy/__init__.py	6	CODE
LOW	switchyard/libsy/__init__.py	6	CODE
LOW	switchyard/libsy/__init__.py	6	CODE
LOW	switchyard/libsy/__init__.py	6	CODE
LOW	switchyard/libsy/__init__.py	6	CODE
LOW	switchyard/libsy/__init__.py	6	CODE
LOW	switchyard/libsy/__init__.py	15	CODE
LOW	tests/test_run_baseline_script.py	4	CODE
LOW	tests/test_prepare_harbor_dataset.py	4	CODE
LOW	tests/test_shell_tui.py	28	CODE
LOW	tests/test_live_stats_footer.py	10	CODE
LOW	tests/test_no_stale_module_paths.py	6	CODE
LOW	tests/test_run_manifest.py	4	CODE
LOW	tests/test_cost_estimator_gemini.py	11	CODE
LOW	tests/e2e/test_closed_book_proxy_integration.py	4	CODE
LOW	switchyard_rust/server.py	6	CODE
LOW	switchyard_rust/_native.py	6	CODE
LOW	switchyard_rust/libsy.py	6	CODE
LOW	…/experimental/litellm/src/switchyard_litellm/client.py	6	CODE
LOW	…xperimental/litellm/src/switchyard_litellm/__init__.py	6	CODE

Modern Structural Boilerplate15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	switchyard/__init__.py	14	__all__ = ["__version__"]	CODE
LOW	switchyard/cli/launch_command.py	61	__all__ = [	CODE
LOW	switchyard/cli/command_utils.py	16	__all__ = ["strip_forwarded_args"]	CODE
LOW	switchyard/cli/launchers/claude_code_launcher.py	27	logger = logging.getLogger(__name__)	CODE
LOW	switchyard/cli/launchers/native_server.py	56	__all__ = ["HttpStatsSource", "NativeServer"]	CODE
LOW	switchyard/cli/launchers/codex_cli_launcher.py	35	logger = logging.getLogger(__name__)	CODE
LOW	switchyard/cli/launchers/openclaw_launcher.py	31	logger = logging.getLogger(__name__)	CODE
LOW	switchyard/cli/launchers/stats_source.py	20	__all__ = ["StatsSource"]	CODE
LOW	switchyard/cli/launchers/codex_model_catalog.py	23	logger = logging.getLogger(__name__)	CODE
LOW	switchyard/cli/launchers/shell_tui.py	58	def _set_winsize(fd: int, rows: int, cols: int) -> None:	CODE
LOW	switchyard/libsy/algorithms.py	11	__all__ = ["llm_task_classifier", "noop", "random", "stage_router"]	CODE
LOW	switchyard/libsy/__init__.py	17	__all__ = [	CODE
LOW	switchyard_rust/server.py	46	__all__ = ["Server"]	CODE
LOW	switchyard_rust/libsy.py	118	__all__ = [*sorted(_EXPORTS), "LlmClient"]	CODE
LOW	…xperimental/litellm/src/switchyard_litellm/__init__.py	8	__all__ = ["LiteLLMSyClient"]	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	switchyard/cli/launchers/claude_code_launcher.py	start the native server; kept separate for supervision tests.	STRING
HIGH	switchyard/cli/launchers/codex_cli_launcher.py	start the native server; kept separate for supervision tests.	STRING
HIGH	switchyard/cli/launchers/openclaw_launcher.py	start the native server; kept separate for supervision tests.	STRING

Excessive Try-Catch Wrapping7 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	switchyard/cli/launchers/session_summary.py	28	except Exception:	CODE
LOW	switchyard/cli/launchers/native_server.py	35	except Exception:	CODE
LOW	switchyard/cli/launchers/proxy_health_monitor.py	37	except Exception:	CODE
LOW	switchyard/cli/launchers/launcher_runtime.py	31	except Exception:	CODE
LOW	switchyard/cli/launchers/launcher_runtime.py	98	except Exception:	CODE
MEDIUM	.hooks/add_spdx_headers.py	67	print(f"Error reading {filepath}: {e}", file=sys.stderr)	CODE
MEDIUM	.hooks/add_spdx_headers.py	96	print(f"Error writing {filepath}: {e}", file=sys.stderr)	CODE

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	switchyard/cli/launchers/cost_estimator.py	74	# context window. OpenAI wire format on NIH; no cache_write premium.	COMMENT
MEDIUM	crates/protocol/src/client.rs	72	#[error("context window exceeded for model {model}: {message}")]	COMMENT
MEDIUM	crates/libsy/src/error.rs	54	#[error("every target exceeded its context window")]	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	switchyard/cli/launchers/shell_tui.py	316		CODE
LOW	…/experimental/litellm/src/switchyard_litellm/client.py	112		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings