lemonade-sdk/lemonade

7.5

Adjusted Score

7.5

Raw Score

100%

Time Factor

2026-07-14

Last Push

4.9K

Stars

C++

Language

201.1K

Lines of Code

608

Files

836

Pattern Hits

2026-07-14

Scan Date

0.03

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 21MEDIUM 268LOW 547

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 836 distinct pattern matches across 17 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 Separators227 hits · 673 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	CMakeLists.txt	431	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	433	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	438	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	440	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	744	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	746	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	749	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	751	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	758	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	760	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	38	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	40	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	73	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	75	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	95	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	97	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	214	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	216	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	460	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	462	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	479	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	481	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	616	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	618	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	691	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	693	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	779	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	781	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	895	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	897	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	948	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	950	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1085	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1087	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1234	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1236	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1487	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1489	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1733	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1735	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1823	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1825	# ============================================================	COMMENT
MEDIUM	test/test_cuda_arch_mapping.py	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_cuda_arch_mapping.py	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_cuda_arch_mapping.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_cuda_arch_mapping.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_cuda_arch_mapping.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_cuda_arch_mapping.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_ollama.py	104	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	106	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	300	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	302	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	487	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	489	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	608	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	610	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	639	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	641	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	663	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	665	# ========================================================================	COMMENT
167 more matches not shown…

Over-Commented Block187 hits · 186 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	41	# The authoritative backend list. Each entry is "<recipe>\|<stem>":	COMMENT
LOW	mkdocs.yml	1	# Configuration for the Lemonade Server documentation site.	COMMENT
LOW	test/server_endpoints.py	4121	self.assertTrue(	COMMENT
LOW	test/cpp/test_rocm_root_resolution.cpp	1	// Unit tests for lemon::backends::BackendUtils::resolve_rocm_root() and its	COMMENT
LOW	test/cpp/test_install_atomicity.cpp	1	// Standalone test for lemon::backends::commit_staged_install.	COMMENT
LOW	test/cpp/test_directory_watcher.cpp	1	// Standalone test for lemon::DirectoryWatcher.	COMMENT
LOW	test/cpp/test_routing_policy_contract.cpp	1	// Foundation contract test for the generic routing engine.	COMMENT
LOW	test/cpp/test_routing_policy_contract.cpp	21		COMMENT
LOW	test/cpp/fake_classifier_services.h	1	#pragma once	COMMENT
LOW	test/cpp/test_routing_policy_store.cpp	1	// Unit tests for the directory-backed RoutingPolicyStore (#2383).	COMMENT
LOW	test/cpp/test_latest_version_fallback.cpp	1	// Standalone unit tests for lemon::resolve_latest_pin() — the pure policy that	COMMENT
LOW	test/cpp/test_routing_policy_engine.cpp	1	// Unit tests for the RoutingPolicyEngine assembly (#2382).	COMMENT
LOW	test/cpp/test_config_migration.cpp	1	// Standalone unit tests for lemon::config_get_version(),	COMMENT
LOW	test/cpp/test_routing_policy_deterministic.cpp	1	// Unit tests for the Lemonade Router deterministic leaf conditions (#2380).	COMMENT
LOW	test/cpp/test_gguf_capabilities.cpp	1	// Standalone test for lemon GGUF capability detection (src/cpp/include/lemon/gguf_capabilities.h).	COMMENT
LOW	test/cpp/test_network_utils.cpp	1	#include "lemon/utils/network_utils.h"	COMMENT
LOW	test/cpp/test_routing_policy_parser.cpp	1	// Unit tests for the Lemonade Router policy parser (#2383).	COMMENT
LOW	test/cpp/test_cloud_discovery_policy.cpp	1	// Unit tests for CloudServer::discovery_policy(), which selects the HTTP trust	COMMENT
LOW	test/cpp/test_ggml_hip_path.cpp	1	// Standalone test for lemon::utils::is_ggml_hip_plugin_available().	COMMENT
LOW	test/cpp/test_routing_policy_evaluator.cpp	1	// Unit tests for the Lemonade Router match evaluator (#2378).	COMMENT
LOW	test/cpp/test_telemetry_helpers.cpp	1	#include <algorithm>	COMMENT
LOW	test/cpp/test_routing_policy_semantic.cpp	1	// Unit tests for the Lemonade Router semantic_similarity classifier (#2381).	COMMENT
LOW	test/cpp/test_http_client_security.cpp	1	// Unit tests for the HttpSecurityPolicy trust boundaries applied by	COMMENT
LOW	docs/assets/flowchart.js	1	// ============================================================================	COMMENT
LOW	docs/assets/flowchart.js	61	// durations are fixed (in ms); within a route the dot moves at constant	COMMENT
LOW	docs/assets/flowchart.js	461	var opacityTimes = routerTimes([0, fadeIn, routerFrac(t.end), routerFrac(t.end + routerFlow.dotFade), 1]);	COMMENT
LOW	docs/assets/flowchart.js	821	// ------------------------------------------------------------------------	COMMENT
LOW	docs/assets/flowchart.js	1301		COMMENT
LOW	docs/assets/flowchart.js	1501	function routerDemo(kind) {	COMMENT
LOW	docs/assets/persona-demo/framework.js	1	// ============================================================================	COMMENT
LOW	docs/assets/persona-demo/common.js	1	// ============================================================================	COMMENT
LOW	docs/assets/persona-demo/developers/interfaces.js	1	// Developers · section 2 · "Standard interfaces"	COMMENT
LOW	contrib/debian/salsa-ci.yml	1	# For more information on what jobs are run see:	COMMENT
LOW	.github/workflows/triage-dashboard.yml	1	name: Triage dashboard	COMMENT
LOW	.github/workflows/monitor_selfhosted_runners.yml	81	# LOOKBACK_DAYS, regardless of event type. We intentionally do NOT	COMMENT
LOW	.github/workflows/auto-label.yml	1	# Auto-label issues and PRs.	COMMENT
LOW	src/web-app/tauri-stub.js	1	// Stub module used only by the src/web-app/ webpack build.	COMMENT
LOW	src/app/src-tauri/src/webview_shim.rs	1	//! Platform-specific webview tweaks the original Electron app got "for free"	COMMENT
LOW	src/app/src-tauri/src/webview_shim.rs	21	//! auto-grants every media-capture request — nothing to do here.	COMMENT
LOW	src/app/src-tauri/src/webview_shim.rs	181	// a future Tauri change that violates that assumption, in which case a	COMMENT
LOW	src/app/src-tauri/src/beacon.rs	1	//! UDP beacon discovery for the running Lemonade server.	COMMENT
LOW	src/app/src-tauri/src/settings.rs	121	#[serde(rename = "assistantVoice")]	COMMENT
LOW	src/app/src/renderer/tauriShim.ts	1	// Tauri shim: installs `window.api` on the renderer so the existing React	COMMENT
LOW	src/app/src/renderer/utils/collectionImageConfig.ts	1	// The fixed image size used by collection-mode image tools. Drives:	COMMENT
LOW	src/app/src/renderer/utils/modelDisplayName.ts	1	// Canonical-prefix table for shadowed-source model IDs. A "shadowed" id is	COMMENT
LOW	src/app/src/renderer/utils/modelData.ts	281	return {};	COMMENT
LOW	src/cpp/include/lemon_tray/tray_ui.h	1	#pragma once	COMMENT
LOW	src/cpp/include/lemon_tray/platform/linux_tray.h	1	#pragma once	COMMENT
LOW	src/cpp/include/lemon_tray/platform/windows_tray.h	1	#pragma once	COMMENT
LOW	src/cpp/include/lemon/collection_orchestrator.h	1	#pragma once	COMMENT
LOW	src/cpp/include/lemon/collection_orchestrator.h	21	// targets the collection name behave like a single multimodal model: it injects	COMMENT
LOW	src/cpp/include/lemon/realtime_session.h	1	#pragma once	COMMENT
LOW	src/cpp/include/lemon/canonical_id.h	1	#pragma once	COMMENT
LOW	src/cpp/include/lemon/backend_version_policy.h	1	#pragma once	COMMENT
LOW	src/cpp/include/lemon/backend_version_policy.h	21	};	COMMENT
LOW	src/cpp/include/lemon/mcp_server.h	1	#pragma once	COMMENT
LOW	src/cpp/include/lemon/config_file.h	81	/// Manages reading and writing config.json in the lemonade cache dir.	COMMENT
LOW	src/cpp/include/lemon/model_manager.h	1	#pragma once	COMMENT
LOW	src/cpp/include/lemon/model_manager.h	21		COMMENT
LOW	src/cpp/include/lemon/model_manager.h	101	// Per-collection system prompt template (collection.omni models only).	COMMENT
127 more matches not shown…

Hyper-Verbose Identifiers119 hits · 121 pts

Severity	File	Line	Snippet	Context
LOW	tools/moonshine-server/main.py	61	def convert_tokenizer_json_to_bin(	CODE
LOW	tools/moonshine-server/main.py	276	async def _handle_streaming_session(reader, sender: _EventSender, transcriber_factory):	CODE
LOW	test/server_watchdog_lifecycle.py	128	def _wait_for_model_absent_from_health(	CODE
LOW	test/server_watchdog_lifecycle.py	177	def _non_streaming_chat_completion(self, model_name):	CODE
LOW	test/server_watchdog_lifecycle.py	260	def _assert_fresh_backend_pid(self, model_name, old_pid):	CODE
LOW	test/server_watchdog_lifecycle.py	271	def test_idle_crashed_backend_is_reaped_and_removed_from_health(self):	CODE
LOW	test/server_watchdog_lifecycle.py	292	def test_next_streaming_request_reaps_and_reloads_crashed_backend(self):	CODE
LOW	test/server_watchdog_lifecycle.py	316	def test_active_non_streaming_request_reloads_and_replays_after_backend_crash(self):	CODE
LOW	test/server_watchdog_lifecycle.py	374	def test_next_non_streaming_request_reaps_reloads_and_returns_completion(self):	CODE
LOW	test/server_watchdog_lifecycle.py	405	def test_concurrent_non_streaming_request_during_reload_also_completes(self):	CODE
LOW	test/server_pinning.py	118	def test_pinning_lru_eviction_protection(self):	CODE
LOW	test/server_pinning.py	166	def test_eviction_engine_skips_pinned_models(self):	CODE
LOW	test/server_pinning.py	208	def test_pinned_model_bypasses_idle_timeout_downsize(self):	CODE
LOW	test/server_pinning.py	235	def test_watchdog_reload_preserves_pin_state(self):	CODE
LOW	test/test_multi_checkpoint_completeness.py	81	def test_multi_checkpoint_completeness(self):	CODE
LOW	test/test_multi_checkpoint_completeness.py	186	def test_collection_status_with_incomplete_component(self):	CODE
LOW	test/test_multi_checkpoint_completeness.py	233	def test_single_checkpoint_guard(self):	CODE
LOW	test/test_cuda_arch_mapping.py	132	def identify_cuda_arch_from_name(device_name: str) -> str:	CODE
LOW⚡	test/test_cuda_arch_mapping.py	187	def test_unsupported_but_parseable(self):	CODE
LOW⚡	test/test_cuda_arch_mapping.py	197	def test_supported_arch_membership(self):	CODE
LOW⚡	test/test_cuda_arch_mapping.py	204	def test_unsupported_arch_not_in_set(self):	CODE
LOW	test/test_cuda_arch_mapping.py	253	def test_blackwell_datacenter_guard(self):	CODE
LOW	test/test_cuda_arch_mapping.py	266	def test_non_nvidia_returns_empty(self):	CODE
LOW	test/test_cuda_arch_mapping.py	271	def test_unsupported_nvidia_returns_empty(self):	CODE
LOW	test/test_ollama.py	93	def ensure_tool_calling_model_pulled(self):	CODE
LOW	test/server_streaming_errors.py	70	def _wait_for_no_running_models(self, timeout=15):	CODE
LOW	test/server_streaming_errors.py	102	def _ensure_test_model_loaded(self, attempts=3):	CODE
LOW	test/server_endpoints.py	871	def _start_mock_cloud_provider(	CODE
LOW	test/server_endpoints.py	2694	def _write_collection_manifest(self, cache_root, repo_id, components, models):	CODE
LOW	test/server_endpoints.py	3165	def _cleanup_router_collection(self, canonical_name):	CODE
LOW	test/server_endpoints.py	3187	def _assert_stream_route_decision(self, resp, endpoint_name):	CODE
LOW	test/server_moonshine.py	75	def test_moonshine_file_transcription(self):	CODE
LOW	test/server_moonshine.py	105	def test_moonshine_file_transcription_real_speech(self):	CODE
LOW	test/server_moonshine.py	254	def test_moonshine_realtime_streaming_main_port(self):	CODE
LOW	test/server_moonshine.py	264	def test_moonshine_realtime_streaming_legacy_port(self):	CODE
LOW	test/server_moonshine.py	279	def test_moonshine_realtime_clear_then_append(self):	CODE
LOW	test/server_moonshine.py	293	def test_moonshine_thread_count(self):	CODE
LOW⚡	test/server_moonshine.py	327	def test_moonshine_invalid_file_transcription(self):	CODE
LOW	test/server_moonshine.py	364	def test_moonshine_unsupported_ogg_transcription(self):	CODE
LOW	test/test_routing_fixtures.py	48	def test_route_policy_fixtures_validate(self):	CODE
LOW⚡	test/test_routing_fixtures.py	60	def test_decision_example_validates(self):	CODE
LOW⚡	test/test_routing_fixtures.py	64	def test_request_example_validates(self):	CODE
LOW⚡	test/test_routing_fixtures.py	68	def test_request_rejects_non_string_metadata(self):	CODE
LOW⚡	test/test_routing_fixtures.py	74	def test_classifier_type_specific_requirements(self):	CODE
LOW	test/test_routing_fixtures.py	93	def test_locked_structural_invariants(self):	CODE
LOW	test/server_omni.py	111	def _solid_color_png_data_uri(r, g, b, size=256):	CODE
LOW	test/test_model_name_normalization.py	33	def test_chat_completions_with_latest_suffix(self):	CODE
LOW	test/test_model_name_normalization.py	59	def test_chat_completions_streaming_with_latest_suffix(self):	CODE
LOW	test/test_model_name_normalization.py	97	def test_completions_with_latest_suffix(self):	CODE
LOW	test/test_model_name_normalization.py	123	def test_completions_streaming_with_latest_suffix(self):	CODE
LOW	test/test_model_name_normalization.py	161	def test_without_latest_suffix_still_works(self):	CODE
LOW⚡	test/test_device_family_matching.py	16	def device_matches_constraint(device_family: str, allowed_families: set) -> bool:	CODE
LOW	test/test_device_family_matching.py	54	def test_empty_allowed_families(self):	CODE
LOW	test/test_device_family_matching.py	58	def test_multiple_allowed_families(self):	CODE
LOW	test/test_schema_lock.py	74	def test_every_schema_is_locked(self):	CODE
LOW	test/test_flm_status.py	462	def test_unsupported_system_info(self):	CODE
LOW	test/test_flm_status.py	527	def test_installable_system_info(self):	CODE
LOW	test/test_flm_status.py	607	def test_update_required_old_version_system_info(self):	CODE
LOW	test/test_flm_status.py	625	def test_update_required_old_version_models(self):	CODE
LOW	test/test_flm_status.py	637	def test_update_required_old_version_load(self):	CODE
59 more matches not shown…

Cross-Language Confusion17 hits · 120 pts

Severity	File	Line	Snippet	Context
HIGH	.github/scripts/triage_dashboard.py	247	let dateFrom = null; // "YYYY-MM-DD" or null	CODE
HIGH	.github/scripts/triage_dashboard.py	248	let dateTo = null; // "YYYY-MM-DD" or null	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	262	if (dateFrom && day < dateFrom) return false;	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	263	if (dateTo && day > dateTo) return false;	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	268	return activeFilters.size > 0 \|\| dateFrom \|\| dateTo;	CODE
HIGH	.github/scripts/triage_dashboard.py	282	const isCollapsed = collapsible && collapsedFamilies.has(fname);	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	326	if (f === ASSIGNEE_UNASSIGNED \|\| f.startsWith("assignee::")) assigneeFilters.push(f);	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	326	if (f === ASSIGNEE_UNASSIGNED \|\| f.startsWith("assignee::")) assigneeFilters.push(f);	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	327	else labelFilters.push(f);	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	377	matches.sort((a, b) => b.comments - a.comments \|\| b.number - a.number);	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	379	if (dateFrom) dateBits.push("from " + dateFrom);	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	380	if (dateTo) dateBits.push("to " + dateTo);	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	450	dateFromEl.addEventListener("change", () => { dateFrom = dateFromEl.value \|\| null; render(); });	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	450	dateFromEl.addEventListener("change", () => { dateFrom = dateFromEl.value \|\| null; render(); });	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	451	dateToEl.addEventListener("change", () => { dateTo = dateToEl.value \|\| null; render(); });	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	451	dateToEl.addEventListener("change", () => { dateTo = dateToEl.value \|\| null; render(); });	CODE
HIGH⚡	.github/scripts/triage_dashboard.py	453	dateFrom = null; dateTo = null;	CODE

Excessive Try-Catch Wrapping104 hits · 120 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/moonshine-server/main.py	208	def _drain(self):	CODE
LOW⚡	tools/moonshine-server/main.py	197	except Exception:	CODE
LOW⚡	tools/moonshine-server/main.py	205	except Exception:	CODE
LOW⚡	tools/moonshine-server/main.py	211	except Exception:	CODE
LOW	tools/moonshine-server/main.py	173	except Exception:	CODE
LOW	tools/moonshine-server/main.py	319	except Exception:	CODE
LOW	tools/moonshine-server/main.py	342	except Exception:	CODE
LOW	tools/moonshine-server/main.py	365	except Exception:	CODE
LOW	tools/moonshine-server/main.py	369	except Exception:	CODE
LOW	tools/moonshine-server/main.py	394	except Exception:	CODE
LOW	tools/moonshine-server/main.py	481	except Exception as e:	CODE
LOW	tools/moonshine-server/main.py	487	except Exception:	CODE
LOW	tools/moonshine-server/main.py	518	except Exception as e:	CODE
LOW	test/server_websocket_auth.py	90	except Exception:	CODE
LOW	test/server_websocket_auth.py	105	except Exception:	CODE
LOW	test/validate_sdcpp.py	41	except Exception as exc: # noqa: BLE001 - argparse shows the clean message	CODE
LOW	test/validate_sdcpp.py	283	except Exception as exc: # noqa: BLE001 - keep JSON on all failures	CODE
LOW	test/validate_sdcpp.py	354	except Exception as exc: # noqa: BLE001 - keep JSON on all failures	CODE
LOW	test/server_watchdog_lifecycle.py	79	except Exception:	CODE
LOW	test/validate_vllm.py	52	except Exception as exc:	CODE
LOW⚡	test/server_websocket_telemetry.py	88	except Exception:	CODE
LOW⚡	test/server_websocket_telemetry.py	92	except Exception:	CODE
LOW⚡	test/server_websocket_telemetry.py	96	except Exception:	CODE
LOW⚡	test/server_websocket_telemetry.py	104	except Exception:	CODE
LOW	test/server_websocket_telemetry.py	156	except Exception:	CODE
LOW	test/server_websocket_telemetry.py	164	except Exception:	CODE
LOW	test/server_websocket_telemetry.py	402	except Exception as e:	CODE
MEDIUM	test/server_websocket_telemetry.py	403	print("Error parsing mock OTLP data:", e)	CODE
LOW	test/validate_llamacpp.py	53	except Exception as exc:	CODE
LOW	test/test_ollama.py	442	except Exception as exc: # noqa: BLE001 - best-effort cleanup	CODE
LOW	test/test_ollama.py	935	except Exception as exc: # noqa: BLE001 - best-effort cleanup	CODE
LOW	test/server_cli_apikey.py	159	except Exception:	CODE
LOW	test/server_endpoints.py	1946	except Exception:	CODE
LOW	test/server_endpoints.py	2156	except Exception:	CODE
LOW	test/server_endpoints.py	2295	except Exception:	CODE
LOW	test/server_endpoints.py	2343	except Exception:	CODE
LOW	test/server_endpoints.py	2408	except Exception:	CODE
LOW	test/server_endpoints.py	2545	except Exception:	CODE
LOW	test/server_endpoints.py	2686	except Exception:	CODE
LOW	test/server_endpoints.py	2839	except Exception:	CODE
LOW	test/server_endpoints.py	2942	except Exception:	CODE
LOW	test/server_endpoints.py	2950	except Exception:	CODE
LOW	test/server_endpoints.py	3059	except Exception:	CODE
LOW	test/server_endpoints.py	3067	except Exception:	CODE
LOW	test/server_endpoints.py	3174	except Exception:	CODE
LOW	test/server_endpoints.py	3210	except Exception:	CODE
LOW	test/server_endpoints.py	3427	except Exception:	CODE
LOW	test/server_endpoints.py	3553	except Exception:	CODE
LOW	test/server_endpoints.py	3665	except Exception:	CODE
LOW	test/server_endpoints.py	3719	except Exception:	CODE
LOW	test/server_endpoints.py	3831	except Exception:	CODE
LOW	test/server_endpoints.py	4647	except Exception:	CODE
LOW⚡	test/server_moonshine.py	323	except Exception as e:	CODE
LOW	test/server_sd.py	104	except Exception as e:	CODE
LOW	test/test_flm_status.py	89	except Exception:	CODE
LOW	test/test_flm_status.py	102	except Exception:	CODE
LOW	test/test_flm_status.py	284	except Exception:	CODE
LOW	test/test_flm_status.py	373	except Exception:	CODE
LOW	test/test_flm_status.py	380	except Exception:	CODE
LOW	test/server_eviction.py	272	except Exception as exc: # noqa: BLE001 - surfaced via errors list	CODE
44 more matches not shown…

Structural Annotation Overuse32 hits · 55 pts

Severity	File	Line	Snippet	Context
LOW	test/cpp/test_config_migration.cpp	329	// Step 1: merge with fresh defaults	COMMENT
LOW	docs/guide/install/ubuntu.md	7	## Step 1: Install lemonade-server	COMMENT
LOW	docs/guide/install/ubuntu.md	22	## Step 2: Choose your frontend	COMMENT
LOW	docs/guide/install/arch.md	3	## Step 1: Install lemonade-server	COMMENT
LOW	docs/guide/install/arch.md	11	## Step 2: Choose your frontend	COMMENT
LOW	docs/api/openai.md	803	# Step 1: Generate an image and save the base64 response	COMMENT
LOW	docs/api/openai.md	814	# Step 2: Build the upscale JSON payload and pipe it to curl via stdin	COMMENT
LOW	docs/api/openai.md	828	# Step 1: Generate an image	COMMENT
LOW	docs/api/openai.md	841	# Step 2: Extract the base64 image	COMMENT
LOW	docs/api/openai.md	844	# Step 3: Upscale the image with Real-ESRGAN	COMMENT
LOW⚡	docs/api/openai.md	861	# Step 1: Generate an image	COMMENT
LOW⚡	docs/api/openai.md	871	# Step 2: Upscale the image with Real-ESRGAN (512x512 -> 2048x2048)	COMMENT
LOW⚡	docs/api/openai.md	877	# Step 3: Save the upscaled image to a file	COMMENT
LOW	docs/dev/release.md	19	## Step 1: Update the Version	COMMENT
LOW	docs/dev/release.md	34	## Step 2: Create the Release Branch	COMMENT
LOW	docs/dev/release.md	83	## Step 3: Push a Tag	COMMENT
LOW	docs/dev/release.md	103	## Step 4: Windows Signing	COMMENT
LOW	docs/dev/release.md	119	## Step 5: Release Action Finishes	COMMENT
LOW	docs/dev/release.md	135	## Step 6: Reconcile the Tag into `main`	COMMENT
LOW	docs/dev/release.md	153	## Step 7: Update the Release Notes	COMMENT
LOW	docs/dev/release.md	174	## Step 8: Discord Announcement	COMMENT
LOW	docs/dev/release.md	183	## Step 9: Social Media	COMMENT
LOW	src/app/src/renderer/utils/backendInstaller.ts	721	// Step 1: Check if model is already loaded via health endpoint	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	740	// Step 2: Signal UI that model loading is in progress	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	743	// Step 3: Ensure backend is installed (fetch fresh system info to avoid stale closure)	COMMENT
LOW	src/app/src/renderer/utils/backendInstaller.ts	775	// Step 4: Check if model is downloaded	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	792	// Step 5: Pull model if not downloaded (shows in Download Manager)	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	797	// Step 6: Load model into memory (merge loadBody if provided)	COMMENT
LOW	src/cpp/server/system_info.cpp	827	// NOTE: This function collects hardware info only (no inference engines).	COMMENT
LOW	src/cpp/server/model_manager.cpp	1591	// Step 1: Load ALL models from JSON (server models)	COMMENT
LOW⚡	src/cpp/server/model_manager.cpp	1754	// Step 2: Filter by backend availability	COMMENT
LOW⚡	src/cpp/server/model_manager.cpp	1757	// Step 3: Check download status for all models. Dynamic-discovery backends	COMMENT

Unused Imports43 hits · 38 pts

Severity	File	Line	Context
LOW	tools/moonshine-server/main.py	25	CODE
LOW	tools/moonshine-server/main.py	27	CODE
LOW	tools/moonshine-server/main.py	41	CODE
LOW	test/server_webapp.py	17	CODE
LOW	test/server_webapp.py	18	CODE
LOW	test/server_webapp.py	19	CODE
LOW	test/validate_sdcpp.py	11	CODE
LOW	test/server_watchdog_lifecycle.py	36	CODE
LOW	test/server_pinning.py	6	CODE
LOW	test/server_gfx_topology.py	29	CODE
LOW	test/test_ollama.py	16	CODE
LOW	test/test_ollama.py	29	CODE
LOW	test/server_tts.py	11	CODE
LOW	test/server_tts.py	18	CODE
LOW	test/server_llm.py	28	CODE
LOW	test/server_llm.py	28	CODE
LOW	test/server_llm.py	28	CODE
LOW	test/server_llm.py	35	CODE
LOW	test/server_llm.py	35	CODE
LOW	test/server_llm.py	41	CODE
LOW	test/server_llm.py	41	CODE
LOW	test/server_llm.py	41	CODE
LOW	test/server_endpoints.py	37	CODE
LOW	test/server_endpoints.py	43	CODE
LOW	test/server_moonshine.py	16	CODE
LOW	test/server_moonshine.py	18	CODE
LOW	test/server_omni.py	31	CODE
LOW	test/server_omni.py	31	CODE
LOW	test/server_omni.py	42	CODE
LOW	test/server_sd.py	24	CODE
LOW	test/server_downloads.py	18	CODE
LOW	test/utils/server_base.py	35	CODE
LOW	test/utils/server_base.py	35	CODE
LOW	test/utils/server_base.py	43	CODE
LOW	test/utils/capabilities.py	11	CODE
LOW	examples/api_image_edits.py	21	CODE
LOW	examples/api_text_to_speech.py	14	CODE
LOW	examples/api_text_to_speech.py	16	CODE
LOW	examples/realtime_transcription.py	49	CODE
LOW	examples/api_image_variations.py	22	CODE
LOW	.github/scripts/render_sdcpp_pr_body.py	10	CODE
LOW	.github/scripts/update_sdcpp_versions.py	10	CODE
LOW	src/cpp/installer/generate_tauri_fragment.py	16	CODE

Deep Nesting42 hits · 33 pts

Severity	File	Line	Context
LOW	tools/model_sizes.py	183	CODE
LOW	tools/model_sizes.py	304	CODE
LOW	tools/moonshine-server/main.py	61	CODE
LOW	tools/moonshine-server/main.py	276	CODE
LOW	tools/moonshine-server/main.py	398	CODE
LOW	tools/moonshine-server/main.py	423	CODE
LOW	test/validate_sdcpp.py	245	CODE
LOW	test/server_websocket_telemetry.py	82	CODE
LOW	test/server_websocket_telemetry.py	108	CODE
LOW	test/server_websocket_telemetry.py	390	CODE
LOW	test/server_gfx_topology.py	144	CODE
LOW	test/server_llm.py	307	CODE
LOW	test/server_llm.py	826	CODE
LOW	test/server_llm.py	909	CODE
LOW	test/server_endpoints.py	414	CODE
LOW	test/server_endpoints.py	1278	CODE
LOW	test/server_endpoints.py	3972	CODE
LOW	test/server_endpoints.py	4098	CODE
LOW	test/server_endpoints.py	4287	CODE
LOW	test/server_endpoints.py	4545	CODE
LOW	test/server_moonshine.py	293	CODE
LOW	test/test_model_name_normalization.py	59	CODE
LOW	test/test_model_name_normalization.py	123	CODE
LOW	test/test_flm_status.py	74	CODE
LOW	test/test_flm_status.py	255	CODE
LOW	test/test_flm_status.py	296	CODE
LOW	test/test_flm_status.py	937	CODE
LOW	test/server_cli2.py	84	CODE
LOW	test/server_cli2.py	583	CODE
LOW	test/server_cli2.py	2094	CODE
LOW	test/server_telemetry.py	53	CODE
LOW	test/server_telemetry.py	82	CODE
LOW	test/server_telemetry.py	121	CODE
LOW	test/server_telemetry.py	355	CODE
LOW	test/server_whisper.py	424	CODE
LOW	test/utils/server_base.py	192	CODE
LOW	test/utils/server_base.py	278	CODE
LOW	docs/tools/gen_backend_boilerplate.py	164	CODE
LOW	examples/realtime_transcription.py	86	CODE
LOW	examples/realtime_transcription.py	129	CODE
LOW	examples/realtime_transcription.py	169	CODE
LOW	.github/scripts/render_sdcpp_pr_body.py	140	CODE

Modern AI Meta-Vocabulary11 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/guide/configuration/custom-models.md	469	### Example 3: Adding an embedding model	COMMENT
MEDIUM	docs/integrations/langchain.md	72	## Example 2 — RAG Pipeline (Chat with Your Documents)	COMMENT
MEDIUM	docs/integrations/langchain.md	107	# Requires the embedding model to be pulled first:	COMMENT
MEDIUM⚡	docs/integrations/langchain.md	129	# ── Build RAG chain ──────────────────────────────────────	COMMENT
MEDIUM	docs/integrations/anythingLLM.md	80	You can always use the built in no-code [Agent Flow builder](https://docs.anythingllm.com/agent-flows/overview), [create	CODE
MEDIUM	docs/integrations/anythingLLM.md	100	<img src="https://github.com/lemonade-sdk/assets/blob/main/anythingllm/tool-calling.png?raw=true" alt="Complex multi-s	CODE
MEDIUM	docs/dev/app.md	44	│ ├── App.tsx # Root component, layout orchestration	CODE
MEDIUM	docs/assets/news-data.js	158	url: "https://styrk.ai/styrk-ai-and-amd-guardrails-for-your-on-device-ai-revolution/",	CODE
MEDIUM	.github/workflows/routing_schema_tests.yml	27	# policy/decision schemas. Keeps the back-compat guardrails enforced.	COMMENT
MEDIUM	src/app/src/renderer/utils/chatTypes.ts	29	// Wire protocol types for tool-calling agentic loop	COMMENT
MEDIUM	src/app/src/renderer/components/panels/LLMChatPanel.tsx	1154	// Assistant-generated TTS audio (from the collection agentic loop)	COMMENT

Magic Placeholder Names4 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH⚡	docs/guide/cli.md	93	export LEMONADE_API_KEY=your-api-key-here	CODE
HIGH⚡	docs/guide/cli.md	101	set LEMONADE_API_KEY=your-api-key-here	CODE
HIGH⚡	docs/guide/cli.md	109	$env:LEMONADE_API_KEY="your-api-key-here"	CODE
HIGH	docs/guide/telemetry.md	148	telemetry.otlp.headers='{"x-honeycomb-team": "YOUR_API_KEY"}'	CODE

Redundant / Tautological Comments17 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW⚡	setup.sh	30	# Check if command exists	COMMENT
LOW⚡	setup.sh	35	# Check if system is managed by rpm-ostree	COMMENT
LOW⚡	setup.sh	40	# Check if running as root	COMMENT
LOW	setup.sh	615	# Check if running in CI environment	COMMENT
LOW	setup.sh	634	# Check if pre-commit needs pip	COMMENT
LOW⚡	test/server_cli2.py	586	# Set host to 0.0.0.0 (listen on all interfaces).	COMMENT
LOW	docs/update_readme_marketplace.py	84	# Check if markers exist	COMMENT
LOW	examples/migrate-to-systemd.sh	11	# Check if running as root	COMMENT
LOW	examples/migrate-to-systemd.sh	43	# Check if lemonade user exists	COMMENT
LOW	examples/migrate-to-systemd.sh	138	# Check if destination already exists	COMMENT
LOW	.github/workflows/validate_llamacpp.yml	721	# Check if a PR already exists for this update	COMMENT
LOW	.github/workflows/cpp_server_build_test_release.yml	44	# Check if CMake is already installed	COMMENT
LOW	.github/actions/install-lemonade-server-msi/action.yml	75	# Check if installation directory exists	COMMENT
LOW	.github/actions/build-macos-dmg/action.yml	84	# Check if binaries are signed (non-fatal)	COMMENT
LOW	.github/actions/setup-python/action.yml	43	# Check if already installed	COMMENT
LOW	.github/actions/generate-release-notes/action.yml	33	# Check if tag exists via GitHub API (works without local git tags)	COMMENT
LOW	.github/actions/generate-release-notes/action.yml	36	# Check if this tag already has a release on GitHub	COMMENT

Self-Referential Comments8 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	test/server_moonshine.py	335	# Create an invalid WAV file (just some text content) using NamedTemporaryFile	COMMENT
MEDIUM	test/test_llamacpp_system_backend.py	40	# Define a dummy executable content (e.g., a simple shell script)	COMMENT
MEDIUM	test/test_llamacpp_system_backend.py	344	# Create a temporary directory for our dummy llama-server executable	COMMENT
MEDIUM	examples/api_image_edits.py	32	# Create a 512x512 white image with a simple shape	COMMENT
MEDIUM	examples/api_image_variations.py	33	# Create a 512x512 image with a simple pattern	COMMENT
MEDIUM	.github/actions/setup-venv/action.yml	113	# Create the venv using the explicit Python path	COMMENT
MEDIUM	.github/actions/setup-venv/action.yml	165	# Create the venv using the explicit Python path	COMMENT
MEDIUM	.github/actions/setup-macos-keychain/action.yml	34	# Create a temporary keychain	COMMENT

Verbosity Indicators10 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	test/cpp/test_config_migration.cpp	329	// Step 1: merge with fresh defaults	COMMENT
LOW	src/app/src/renderer/utils/backendInstaller.ts	721	// Step 1: Check if model is already loaded via health endpoint	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	740	// Step 2: Signal UI that model loading is in progress	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	743	// Step 3: Ensure backend is installed (fetch fresh system info to avoid stale closure)	COMMENT
LOW	src/app/src/renderer/utils/backendInstaller.ts	775	// Step 4: Check if model is downloaded	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	792	// Step 5: Pull model if not downloaded (shows in Download Manager)	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	797	// Step 6: Load model into memory (merge loadBody if provided)	COMMENT
LOW	src/cpp/server/model_manager.cpp	1591	// Step 1: Load ALL models from JSON (server models)	COMMENT
LOW⚡	src/cpp/server/model_manager.cpp	1754	// Step 2: Filter by backend availability	COMMENT
LOW⚡	src/cpp/server/model_manager.cpp	1757	// Step 3: Check download status for all models. Dynamic-discovery backends	COMMENT

AI Slop Vocabulary7 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/server_watchdog_lifecycle.py	59	# Make the file usable under pytest too. The existing test harness calls	COMMENT
MEDIUM	docs/index.html	734	// Duplicate for seamless loop	COMMENT
MEDIUM	.github/actions/install-lemonade-deb/action.yml	136	# an in-use port. The resolved port is exported so the test harness	COMMENT
LOW	src/app/src/renderer/utils/toolDefinitions.json	139	"description": "Transcribe audio to text (speech-to-text). Use this when the user provides an audio file or when	CODE
MEDIUM	src/cpp/server/model_manager.cpp	336	// TODO: A more robust approach would be to extend cleanup_orphaned_cache()	COMMENT
MEDIUM	src/cpp/server/model_manager.cpp	3413	// Download each file with robust retry and resume support	COMMENT
MEDIUM	src/cpp/cli/main.cpp	644	// This preserves existing user configuration while providing seamless first-time UX.	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	test/server_endpoints.py	1035	"api_key": "dummy-key",	CODE
LOW	test/server_endpoints.py	1478	"api_key": "dummy-key",	CODE
LOW	test/server_endpoints.py	1492	"api_key": "dummy-key",	CODE
LOW	test/server_endpoints.py	1526	json={"provider": provider, "api_key": "dummy-key"},	CODE
LOW	test/server_endpoints.py	1537	"api_key": "dummy-key",	CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/server_gfx_topology.py	101		CODE
LOW	test/utils/server_base.py	185		CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/utils/server_base.py	575	__all__ = [	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings