lemonade-sdk/lemonade

7.0

Adjusted Score

7.0

Raw Score

100%

Time Factor

2026-08-29

Last Push

5.5K

Stars

C++

Language

266.2K

Lines of Code

772

Files

1.1K

Pattern Hits

2026-08-29

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 22MEDIUM 303LOW 799

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 1124 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 Separators257 hits · 758 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	CMakeLists.txt	723	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	725	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	730	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	732	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	1088	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	1090	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	1093	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	1095	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	1102	# ============================================================	COMMENT
MEDIUM⚡	CMakeLists.txt	1104	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	136	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	138	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	175	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	177	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	197	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	199	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	317	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	319	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	466	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	468	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	537	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	539	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	762	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	764	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	781	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	783	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	945	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	947	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1028	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1030	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1124	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1126	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1279	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1281	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1332	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1334	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1469	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1471	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1622	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1624	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1875	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	1877	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	2126	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	2128	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	2216	# ============================================================	COMMENT
MEDIUM	CMakeLists.txt	2218	# ============================================================	COMMENT
MEDIUM	test/test_ollama.py	108	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	110	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	304	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	306	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	491	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	493	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	619	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	621	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	650	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	652	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	674	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	676	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	770	# ========================================================================	COMMENT
MEDIUM	test/test_ollama.py	772	# ========================================================================	COMMENT
197 more matches not shown…

Over-Commented Block268 hits · 264 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	41	# before the test section) so that every test states, at its call site, whether	COMMENT
LOW	CMakeLists.txt	141	# stem - identifier-safe name and folder. Each backend lives in its own	COMMENT
LOW	CMakeLists.txt	1281	# ============================================================	COMMENT
LOW	CMakeLists.txt	1401	# subprocess, so a developer who has Rust installed but hasn't sourced	COMMENT
LOW	CMakeLists.txt	2121	# RPM specific variables defined within	COMMENT
LOW	mkdocs.yml	1	# Configuration for the Lemonade Server documentation site.	COMMENT
LOW	test/server_endpoints.py	7141	break	COMMENT
LOW	test/cpp/test_backend_mode_contract.cpp	1	// Proves each backend descriptor's declared `supported_modes` matches the	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_http_client_timeout.cpp	1	// Unit tests for the timeout convention shared by lemon::utils::HttpClient's	COMMENT
LOW	test/cpp/test_routing_policy_llm_router.cpp	1	// Unit + end-to-end tests for the `llm` router classifier and the	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/test_config_discovery.cpp	1	#include <cstdio>	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_routing_helper_reconcile.cpp	1	// Concurrency/residency test for routing-helper reconciliation.	COMMENT
LOW	test/cpp/test_routing_helper_reconcile.cpp	21		COMMENT
LOW	test/cpp/test_pip_download_parser.cpp	1	// Unit tests for lemon::backends::BackendUtils::parse_pip_download_line().	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_backend_utils_dll_version.cpp	1	// Unit tests for BackendUtils::read_dll_version().	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_anthropic_relay_headers.cpp	1	// Unit tests for the /v1/messages relay header allowlists.	COMMENT
LOW	test/cpp/test_backend_utils_gpu_env.cpp	1	// Unit tests for lemon::backends::BackendUtils::validate_device_backend_match()	COMMENT
LOW	test/cpp/test_log_rotation.cpp	1	#include "lemon/logging_config.h"	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	// Windows header discipline — must precede all other includes.	COMMENT
LOW	test/cpp/test_hrx_contract.cpp	1	// Proves HRX keeps its narrow install, custom-argument, and process-launch	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 the CloudServer statics that address an outbound provider	COMMENT
LOW	test/cpp/test_llamacpp_system_backend.cpp	1	// Direct coverage for the Linux llamacpp "system" backend resolver.	COMMENT
LOW	test/cpp/test_github_api.cpp	1	#include <lemon/utils/github_api.h>	COMMENT
LOW	test/cpp/test_mcp_client_config.cpp	1	#include "lemon/mcp_client.h"	COMMENT
LOW	test/cpp/test_streaming_proxy_cancel.cpp	1	// Regression test for cancelling a proxied SSE request before the first body byte.	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_conformance_corpus.cpp	1	// Back-compat conformance corpus runner (#2425).	COMMENT
LOW	test/cpp/test_recipe_hiding.cpp	1	// Tests for the rule that reports a backend as unavailable (so clients hide it	COMMENT
LOW	test/cpp/test_model_alias.cpp	1	#include "lemon/alias_manager.h"	COMMENT
LOW	test/cpp/test_system_info_helpers.cpp	1	// C++ coverage for the pure SystemInfo CUDA mapping and device-family matching	COMMENT
LOW	test/cpp/test_config_dir_migration.cpp	1	#include <cassert>	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_process_manager.cpp	1	#include <lemon/utils/process_manager.h>	COMMENT
LOW	test/cpp/test_model_sync_and_auto_update.cpp	1	// Contract and unit tests for Model Sync and Auto-Update features.	COMMENT
LOW	test/cpp/test_config_merging.cpp	1	#include <cassert>	COMMENT
LOW	test/cpp/test_cloud_provider_registry_config.cpp	1	// Unit tests for the CloudProviderRegistry per-provider config fields that	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
208 more matches not shown…

Hyper-Verbose Identifiers184 hits · 186 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_log_rotation.py	70	def test_log_rotation_and_retention_cap(self):	CODE
LOW	test/server_log_rotation.py	193	def test_runtime_log_rotation(self):	CODE
LOW	test/server_log_rotation.py	281	def test_reject_directory_path(self):	CODE
LOW	test/server_log_rotation.py	335	def test_invalid_cli_does_not_corrupt_config_json(self):	CODE
LOW	test/server_watchdog_lifecycle.py	135	def _wait_for_model_absent_from_health(	CODE
LOW	test/server_watchdog_lifecycle.py	184	def _non_streaming_chat_completion(self, model_name, max_tokens=8):	CODE
LOW	test/server_watchdog_lifecycle.py	264	def _assert_fresh_backend_pid(self, model_name, old_pid):	CODE
LOW	test/server_watchdog_lifecycle.py	275	def test_idle_crashed_backend_is_reaped_and_removed_from_health(self):	CODE
LOW	test/server_watchdog_lifecycle.py	296	def test_next_streaming_request_reaps_and_reloads_crashed_backend(self):	CODE
LOW	test/server_watchdog_lifecycle.py	320	def test_active_non_streaming_request_reloads_and_replays_after_backend_crash(self):	CODE
LOW	test/server_watchdog_lifecycle.py	377	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_jobs.py	250	def installed_llamacpp_backend(self):	CODE
LOW	test/server_jobs.py	298	def test_system_info_job_completes(self):	CODE
LOW	test/server_jobs.py	317	def test_invalid_graph_rejected(self):	CODE
LOW	test/server_jobs.py	365	def test_on_fail_goto_recovery(self):	CODE
LOW	test/server_jobs.py	405	def test_delete_terminal_and_active(self):	CODE
LOW	test/server_jobs.py	423	def test_persistence_across_restart(self):	CODE
LOW	test/server_jobs.py	443	def test_persistence_multiple_writes(self):	CODE
LOW	test/server_jobs.py	471	def test_delete_active_is_durable_across_crash(self):	CODE
LOW	test/server_jobs.py	506	def test_pause_and_interrupt_queued_jobs_take_effect_immediately(self):	CODE
LOW	test/server_jobs.py	547	def test_job_cap_rejected_when_nothing_evictable(self):	CODE
LOW	test/server_jobs.py	575	def test_progress_counts_handled_failures(self):	CODE
LOW	test/server_jobs.py	660	def test_queue_behind_exclusive_job(self):	CODE
LOW	test/server_jobs.py	728	def test_tokenize_gated_behind_exclusive_job(self):	CODE
LOW	test/server_jobs.py	783	def test_exclusive_job_drains_inflight_chat(self):	CODE
LOW	test/server_jobs.py	866	def test_interrupt_mid_job_cleans_up(self):	CODE
LOW	test/server_jobs.py	921	def test_delete_active_exclusive_cleans_up(self):	CODE
LOW	test/server_jobs.py	958	def test_preexisting_model_survives_job_interrupt(self):	CODE
LOW	test/server_jobs.py	1022	def test_delete_active_pinned_model_cleans_up(self):	CODE
LOW	test/server_jobs.py	1042	def test_interrupt_pinned_model_cleans_up(self):	CODE
LOW	test/server_jobs.py	1062	def test_preexisting_pinned_model_survives_job_interrupt(self):	CODE
LOW	test/server_jobs.py	1106	def loaded_model_pinned_state(self, model):	CODE
LOW	test/server_jobs.py	1109	def test_pin_state_of_preexisting_model_restored_after_job(self):	CODE
LOW	test/server_jobs.py	1180	def test_job_ownership_survives_pause_resume_interrupt(self):	CODE
LOW	test/server_jobs.py	1227	def test_delete_while_paused_cleans_up(self):	CODE
LOW	test/server_jobs.py	1275	def test_interrupted_job_restores_model_on_resume(self):	CODE
LOW	test/server_jobs.py	1331	def test_external_model_survives_job_cleanup(self):	CODE
LOW	test/server_jobs.py	1419	def test_external_same_name_model_survives_delete_of_interrupted_job(self):	CODE
LOW	test/server_jobs.py	1481	def test_resume_adopts_external_same_name_model(self):	CODE
LOW	test/server_jobs.py	1544	def test_alias_loaded_model_unloads_after_interrupt_resume_interrupt(self):	CODE
LOW	test/server_jobs.py	1618	def test_model_dependent_resume_after_hard_restart(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	75	def test_incomplete_component_reaches_cli_and_collection_pull(self):	CODE
LOW⚡	test/test_benchmark_large_request_memory.py	70	def test_request_without_credentials_has_no_authorization_header(self) -> None:	CODE
LOW⚡	test/test_benchmark_large_request_memory.py	76	def test_regular_api_key_is_forwarded(self) -> None:	CODE
LOW⚡	test/test_benchmark_large_request_memory.py	84	def test_admin_api_key_takes_precedence(self) -> None:	CODE
LOW	test/test_ollama.py	97	def ensure_tool_calling_model_pulled(self):	CODE
LOW	test/test_ollama.py	949	def _anthropic_overflow_payload(self, stream):	CODE
LOW	test/server_streaming_errors.py	79	def _wait_for_no_running_models(self, timeout=15):	CODE
LOW	test/server_streaming_errors.py	111	def _ensure_test_model_loaded(self, attempts=3):	CODE
LOW	test/server_endpoints.py	207	def _assert_loaded_model_launch_command(self, model_info):	CODE
LOW	test/server_endpoints.py	817	def _unload_for_configured_context(self):	CODE
LOW	test/server_endpoints.py	1384	def _set_global_llamacpp_args(self, args):	CODE
LOW	test/server_endpoints.py	2050	def _start_mock_cloud_provider(	CODE
124 more matches not shown…

Excessive Try-Catch Wrapping167 hits · 176 pts

Severity	File	Line	Snippet	Context
LOW	tools/benchmark_large_request_memory.py	311	except Exception as error:	CODE
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/server_websocket_auth.py	368	except Exception:	CODE
LOW	test/server_websocket_auth.py	443	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_log_rotation.py	65	except Exception:	CODE
LOW	test/server_log_rotation.py	151	except Exception:	CODE
LOW	test/server_log_rotation.py	156	except Exception:	CODE
LOW	test/server_log_rotation.py	238	except Exception:	CODE
LOW	test/server_log_rotation.py	259	except Exception:	CODE
LOW	test/server_log_rotation.py	266	except Exception:	CODE
LOW	test/server_watchdog_lifecycle.py	79	except Exception:	CODE
MEDIUM	test/server_watchdog_lifecycle.py	71	def tearDownClass(cls):	CODE
LOW	test/server_jobs.py	111	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	160	except Exception:	CODE
LOW	test/server_websocket_telemetry.py	168	except Exception:	CODE
LOW	test/server_websocket_telemetry.py	556	except Exception as e:	CODE
MEDIUM	test/server_websocket_telemetry.py	557	print("Error parsing mock OTLP data:", e)	CODE
LOW	test/validate_llamacpp.py	53	except Exception as exc:	CODE
LOW	test/test_ollama.py	446	except Exception as exc: # noqa: BLE001 - best-effort cleanup	CODE
LOW	test/test_ollama.py	946	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	5243	except Exception:	CODE
LOW⚡	test/server_endpoints.py	5251	except Exception:	CODE
LOW⚡	test/server_endpoints.py	5259	except Exception:	CODE
LOW⚡	test/server_endpoints.py	5687	except Exception:	CODE
LOW⚡	test/server_endpoints.py	5695	except Exception:	CODE
LOW⚡	test/server_endpoints.py	5703	except Exception:	CODE
LOW	test/server_endpoints.py	376	except Exception:	CODE
LOW	test/server_endpoints.py	477	except Exception:	CODE
LOW	test/server_endpoints.py	574	except Exception as e:	CODE
LOW	test/server_endpoints.py	3125	except Exception:	CODE
LOW	test/server_endpoints.py	3335	except Exception:	CODE
LOW	test/server_endpoints.py	3554	except Exception:	CODE
LOW	test/server_endpoints.py	3643	except Exception:	CODE
LOW	test/server_endpoints.py	3758	except Exception:	CODE
LOW	test/server_endpoints.py	3823	except Exception:	CODE
LOW	test/server_endpoints.py	3960	except Exception:	CODE
LOW	test/server_endpoints.py	4099	except Exception:	CODE
107 more matches not shown…

Cross-Language Confusion18 hits · 125 pts

Severity	File	Line	Snippet	Context
HIGH	test/server_endpoints.py	1715	print("[OK] Options merge on POST, clear on null, and are erased by DELETE")	CODE
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

Structural Annotation Overuse45 hits · 77 pts

Severity	File	Line	Snippet	Context
LOW	test/server_log_rotation.py	81	# Step 1: Pre-exist 1.2MB file and launch instance 1 -> rotates to .1	COMMENT
LOW⚡	test/server_log_rotation.py	113	# Step 2: Pre-exist 1.2MB file and launch instance 2 -> shifts .1 to .2, creates new .1	COMMENT
LOW⚡	test/server_log_rotation.py	122	# Step 3: Pre-exist 1.2MB file and launch instance 3 -> shifts .1->.2, prunes .3	COMMENT
LOW	test/cpp/test_config_migration.cpp	329	// Step 1: merge with fresh defaults	COMMENT
LOW	test/cpp/test_config_merging.cpp	433	// Step 1: User previously configured custom port 9000 and custom backend vulkan	COMMENT
LOW	test/cpp/test_config_merging.cpp	444	// Step 2: User resets port back to default 13305 via handle_config_set workflow	COMMENT
LOW⚡	test/cpp/test_config_merging.cpp	455	// Step 3: User resets backend back to "auto"	COMMENT
LOW⚡	test/cpp/test_config_merging.cpp	464	// Step 4: load() still returns full defaults seamlessly	COMMENT
LOW	docs/guide/telemetry.md	43	#### Step 1: Start Arize Phoenix	COMMENT
LOW	docs/guide/telemetry.md	67	#### Step 2: Verify Arize Phoenix is Ready	COMMENT
LOW	docs/guide/telemetry.md	79	#### Step 3: Configure Lemonade Telemetry	COMMENT
LOW	docs/guide/telemetry.md	115	#### Step 4: Send a Test Request	COMMENT
LOW	docs/guide/telemetry.md	130	#### Step 5: Flush Traces Immediately (Optional)	COMMENT
LOW	docs/guide/telemetry.md	138	#### Step 6: View Traces in the UI	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	776	// Step 1: Check if model is already loaded via health endpoint	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	802	// Step 2: Signal UI that model loading is in progress	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	805	// Step 3: Ensure backend is installed (fetch fresh system info to avoid stale closure)	COMMENT
LOW	src/app/src/renderer/utils/backendInstaller.ts	855	// Step 4: Check if model is downloaded	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	872	// Step 5: Pull model if not downloaded (shows in Download Manager)	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	877	// Step 6: Load model into memory (merge loadBody if provided)	COMMENT
LOW	src/cpp/server/system_info.cpp	852	// NOTE: This function collects hardware info only (no inference engines).	COMMENT
LOW	src/cpp/server/model_manager.cpp	2803	// Step 1: Load ALL models from JSON (server models)	COMMENT
LOW⚡	src/cpp/server/model_manager.cpp	3040	// Step 2: Filter by backend availability. This is the full-registry pass, so	COMMENT
LOW⚡	src/cpp/server/model_manager.cpp	3045	// Step 3: Check download status for all models. Dynamic-discovery backends	COMMENT

Deep Nesting57 hits · 46 pts

Severity	File	Line	Context
LOW	tools/benchmark_large_request_memory.py	256	CODE
LOW	tools/benchmark_large_request_memory.py	399	CODE
LOW	tools/check_comment_slop.py	193	CODE
LOW	tools/check_comment_slop.py	238	CODE
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/server_websocket_auth.py	339	CODE
LOW	test/server_websocket_auth.py	413	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	544	CODE
LOW	test/server_gfx_topology.py	144	CODE
LOW	test/test_ollama.py	989	CODE
LOW	test/server_llm.py	396	CODE
LOW	test/server_llm.py	1041	CODE
LOW	test/server_llm.py	1174	CODE
LOW	test/server_endpoints.py	424	CODE
LOW	test/server_endpoints.py	1015	CODE
LOW	test/server_endpoints.py	2457	CODE
LOW	test/server_endpoints.py	6994	CODE
LOW	test/server_endpoints.py	7120	CODE
LOW	test/server_endpoints.py	7309	CODE
LOW	test/server_endpoints.py	7567	CODE
LOW	test/server_endpoints.py	8325	CODE
LOW	test/server_endpoints.py	469	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	86	CODE
LOW	test/server_cli2.py	661	CODE
LOW	test/server_cli2.py	2291	CODE
LOW	test/test_gpu_hang_retry.py	326	CODE
LOW	test/test_gpu_hang_retry.py	425	CODE
LOW	test/server_telemetry.py	57	CODE
LOW	test/server_telemetry.py	86	CODE
LOW	test/server_telemetry.py	125	CODE
LOW	test/server_telemetry.py	383	CODE
LOW	test/server_whisper.py	262	CODE
LOW	test/server_whisper.py	616	CODE
LOW	test/utils/server_base.py	283	CODE
LOW	test/utils/server_base.py	369	CODE
LOW	docs/tools/gen_backend_boilerplate.py	171	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/validate_backend_bench.py	426	CODE
LOW	.github/scripts/validate_backend_bench.py	521	CODE
LOW	.github/scripts/render_sdcpp_pr_body.py	140	CODE

Unused Imports46 hits · 40 pts

Severity	File	Line	Context
LOW	tools/benchmark_large_request_memory.py	4	CODE
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_pinning.py	6	CODE
LOW	test/test_benchmark_large_request_memory.py	4	CODE
LOW	test/server_gfx_topology.py	29	CODE
LOW	test/test_ollama.py	16	CODE
LOW	test/test_ollama.py	30	CODE
LOW	test/server_tts.py	11	CODE
LOW	test/server_tts.py	18	CODE
LOW	test/server_llm.py	30	CODE
LOW	test/server_llm.py	30	CODE
LOW	test/server_llm.py	30	CODE
LOW	test/server_llm.py	37	CODE
LOW	test/server_llm.py	37	CODE
LOW	test/server_llm.py	43	CODE
LOW	test/server_llm.py	43	CODE
LOW	test/server_llm.py	43	CODE
LOW	test/server_endpoints.py	38	CODE
LOW	test/server_endpoints.py	45	CODE
LOW	test/server_moonshine.py	16	CODE
LOW	test/server_moonshine.py	18	CODE
LOW	test/server_thenoise.py	30	CODE
LOW	test/server_omni.py	32	CODE
LOW	test/server_omni.py	32	CODE
LOW	test/server_omni.py	43	CODE
LOW	test/server_sd.py	24	CODE
LOW	test/test_glibc_allocator_policy.py	4	CODE
LOW	test/server_downloads.py	18	CODE
LOW	test/test_comment_slop.py	4	CODE
LOW	test/utils/server_base.py	36	CODE
LOW	test/utils/server_base.py	36	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/validate_backend_bench.py	18	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

Modern AI Meta-Vocabulary14 hits · 38 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/server_router.py	166	# Small embedding model that backs the semantic_similarity classifier.	COMMENT
MEDIUM	docs/guide/configuration/custom-models.md	543	### 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/news/muse-glimmer.html	476	<p class="mg-lede">Meta Superintelligence Labs released <a href="https://huggingface.co/meta-models/Muse-Glimm	CODE
MEDIUM	docs/dev/app.md	44	│ ├── App.tsx # Root component, layout orchestration	CODE
MEDIUM	docs/assets/news-data.js	212	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/ChatWindow.tsx	117	// to a component. The agentic tool loop is a collection.omni feature; running	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	1174	// Assistant-generated TTS audio (from the collection agentic loop)	COMMENT

Verbosity Indicators17 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	test/server_log_rotation.py	81	# Step 1: Pre-exist 1.2MB file and launch instance 1 -> rotates to .1	COMMENT
LOW⚡	test/server_log_rotation.py	113	# Step 2: Pre-exist 1.2MB file and launch instance 2 -> shifts .1 to .2, creates new .1	COMMENT
LOW⚡	test/server_log_rotation.py	122	# Step 3: Pre-exist 1.2MB file and launch instance 3 -> shifts .1->.2, prunes .3	COMMENT
LOW	test/cpp/test_config_migration.cpp	329	// Step 1: merge with fresh defaults	COMMENT
LOW	test/cpp/test_config_merging.cpp	433	// Step 1: User previously configured custom port 9000 and custom backend vulkan	COMMENT
LOW	test/cpp/test_config_merging.cpp	444	// Step 2: User resets port back to default 13305 via handle_config_set workflow	COMMENT
LOW⚡	test/cpp/test_config_merging.cpp	455	// Step 3: User resets backend back to "auto"	COMMENT
LOW⚡	test/cpp/test_config_merging.cpp	464	// Step 4: load() still returns full defaults seamlessly	COMMENT
LOW	src/app/src/renderer/utils/backendInstaller.ts	776	// Step 1: Check if model is already loaded via health endpoint	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	802	// Step 2: Signal UI that model loading is in progress	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	805	// Step 3: Ensure backend is installed (fetch fresh system info to avoid stale closure)	COMMENT
LOW	src/app/src/renderer/utils/backendInstaller.ts	855	// Step 4: Check if model is downloaded	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	872	// Step 5: Pull model if not downloaded (shows in Download Manager)	COMMENT
LOW⚡	src/app/src/renderer/utils/backendInstaller.ts	877	// Step 6: Load model into memory (merge loadBody if provided)	COMMENT
LOW	src/cpp/server/model_manager.cpp	2803	// Step 1: Load ALL models from JSON (server models)	COMMENT
LOW⚡	src/cpp/server/model_manager.cpp	3040	// Step 2: Filter by backend availability. This is the full-registry pass, so	COMMENT
LOW⚡	src/cpp/server/model_manager.cpp	3045	// Step 3: Check download status for all models. Dynamic-discovery backends	COMMENT

Redundant / Tautological Comments19 hits · 30 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	664	# 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	140	# Check if destination already exists	COMMENT
LOW	.github/workflows/validate_llamacpp.yml	1090	# Check if a PR already exists for this update	COMMENT
LOW	.github/actions/cleanup-processes-linux/action.yml	24	# Check if the process matches lemond, lemonade, or llama-server	COMMENT
LOW	.github/actions/install-lemonade-server-msi/action.yml	118	# Check if installation directory exists	COMMENT
LOW	.github/actions/cleanup-ci-paths-linux/action.yml	36	# Check if path is under expected root	COMMENT
LOW	.github/actions/cleanup-ci-paths-linux/action.yml	53	# Check if full_path starts with full_root	COMMENT
LOW	.github/actions/build-macos-dmg/action.yml	87	# 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

Magic Placeholder Names4 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH⚡	docs/guide/cli.md	99	export LEMONADE_API_KEY=your-api-key-here	CODE
HIGH⚡	docs/guide/cli.md	107	set LEMONADE_API_KEY=your-api-key-here	CODE
HIGH⚡	docs/guide/cli.md	115	$env:LEMONADE_API_KEY="your-api-key-here"	CODE
HIGH	docs/guide/telemetry.md	159	telemetry.otlp.headers='{"x-honeycomb-team": "YOUR_API_KEY"}'	CODE

Self-Referential Comments6 hits · 20 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	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

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	755	// 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	435	// TODO: A more robust approach would be to extend cleanup_orphaned_cache()	COMMENT
MEDIUM	src/cpp/server/model_manager.cpp	5112	// Download each file with robust retry and resume support	COMMENT
MEDIUM	src/cpp/cli/main.cpp	710	// This preserves existing user configuration while providing seamless first-time UX.	COMMENT

Fake / Example Data11 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	test/server_endpoints.py	2214	"api_key": "dummy-key",	CODE
LOW	test/server_endpoints.py	2657	"api_key": "dummy-key",	CODE
LOW	test/server_endpoints.py	2671	"api_key": "dummy-key",	CODE
LOW	test/server_endpoints.py	2705	json={"provider": provider, "api_key": "dummy-key"},	CODE
LOW	test/server_endpoints.py	2716	"api_key": "dummy-key",	CODE
LOW	test/server_endpoints.py	5139	"api_key": "dummy-key",	CODE
LOW	test/server_endpoints.py	5575	"api_key": "dummy-key",	CODE
LOW	test/server_router.py	573	"api_key": "dummy-key",	CODE
LOW	test/server_router.py	700	"api_key": "dummy-key",	CODE
LOW	test/server_router.py	818	"api_key": "dummy-key",	CODE
LOW	test/server_router.py	1030	"api_key": "dummy-key",	CODE

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	test/server_gfx_topology.py	101	CODE
LOW	test/utils/server_base.py	215	CODE
LOW	test/utils/server_base.py	276	CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/utils/server_base.py	671	__all__ = [	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings