CursorTouch/Windows-MCP

28.5

Adjusted Score

28.5

Raw Score

100%

Time Factor

2026-07-13

Last Push

6.4K

Stars

Python

Language

30.1K

Lines of Code

103

Files

713

Pattern Hits

2026-07-14

Scan Date

0.08

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 8MEDIUM 56LOW 649

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 713 distinct pattern matches across 14 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 Identifiers265 hits · 273 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	224	def test_click_tool_validates_coordinates():	CODE
LOW⚡	tests/test_registry.py	14	def test_single_quote_escaping(self):	CODE
LOW⚡	tests/test_registry.py	17	def test_double_quotes_not_escaped(self):	CODE
LOW⚡	tests/test_registry.py	20	def test_dollar_sign_not_expanded(self):	CODE
LOW	tests/test_registry.py	45	def test_command_uses_ps_quote(self):	CODE
LOW	tests/test_registry.py	78	def test_creates_key_if_missing(self):	CODE
LOW	tests/test_registry.py	104	def test_delete_value_failure(self):	CODE
LOW⚡	tests/test_cli_legacy_flags.py	17	def test_legacy_serve_flags_at_group_level_get_migration_hint(args, suggestion):	CODE
LOW⚡	tests/test_cli_legacy_flags.py	26	def test_serve_options_still_work_on_serve_subcommand_help():	CODE
LOW⚡	tests/test_cli_legacy_flags.py	33	def test_install_options_are_not_blocked_by_legacy_filter(monkeypatch, tmp_path):	CODE
LOW	tests/test_cli_legacy_flags.py	52	def test_group_help_still_renders():	CODE
LOW	tests/test_cli_legacy_flags.py	59	def test_bare_group_still_reports_missing_command():	CODE
LOW⚡	tests/test_filesystem_views.py	58	def test_to_string_with_extension(self):	CODE
LOW⚡	tests/test_filesystem_views.py	63	def test_to_string_without_extension(self):	CODE
LOW⚡	tests/test_filesystem_views.py	67	def test_to_string_with_contents(self):	CODE
LOW⚡	tests/test_filesystem_views.py	72	def test_to_string_without_contents(self):	CODE
LOW⚡	tests/test_filesystem_views.py	76	def test_to_string_with_link_target(self):	CODE
LOW	tests/test_filesystem_views.py	105	def test_relative_path_override(self):	CODE
LOW	tests/test_tree_views.py	18	def test_get_center_zero_size(self):	CODE
LOW	tests/test_tree_views.py	24	def test_get_center_negative_coords(self):	CODE
LOW	tests/test_tree_views.py	36	def test_convert_xywh_to_xyxy(self, sample_bounding_box):	CODE
LOW	tests/test_tree_views.py	40	def test_from_bounding_rectangle(self):	CODE
LOW	tests/test_tree_views.py	63	def test_interactive_elements_to_string_empty(self):	CODE
LOW	tests/test_tree_views.py	67	def test_interactive_elements_to_string_with_elements(	CODE
LOW	tests/test_tree_views.py	80	def test_interactive_elements_preserve_order(	CODE
LOW	tests/test_tree_views.py	100	def test_scrollable_elements_to_string_empty(self):	CODE
LOW	tests/test_tree_views.py	104	def test_scrollable_elements_to_string_with_elements(	CODE
LOW	tests/test_tree_views.py	121	def test_scrollable_elements_are_independent_from_interactive_count(	CODE
LOW	tests/conftest.py	42	def sample_scroll_element_node(sample_bounding_box, sample_center):	CODE
LOW	tests/test_iserror_compliance.py	25	def test_shell_tool_error_is_error_true(monkeypatch):	CODE
LOW	tests/test_iserror_compliance.py	39	def test_clipboard_tool_error_is_error_true(monkeypatch):	CODE
LOW	tests/test_iserror_compliance.py	52	def test_registry_tool_error_is_error_true(monkeypatch):	CODE
LOW	tests/test_tree_service.py	35	def test_shell_secondary_traywnd(self, tree_instance):	CODE
LOW	tests/test_tree_service.py	38	def test_popup_window_site_bridge(self, tree_instance):	CODE
LOW	tests/test_tree_service.py	91	def test_screen_box_keeps_virtual_screen_origin(self):	CODE
LOW⚡	tests/test_tree_service.py	120	def test_matches_comtypes_automation_traceback(self):	CODE
LOW⚡	tests/test_tree_service.py	127	def test_rejects_same_message_from_non_comtypes_traceback(self):	CODE
LOW⚡	tests/test_tree_service.py	136	def test_unnamed_interactive_control_does_not_add_semantic_child(	CODE
LOW	tests/test_deterministic_drag_desktop.py	13	def test_desktop_drag_uses_explicit_start_and_duration(	CODE
LOW	tests/test_deterministic_drag_desktop.py	40	def test_desktop_drag_legacy_start_uses_current_cursor(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_deterministic_drag_desktop.py	59	def test_desktop_drag_rejects_non_finite_duration() -> None:	CODE
LOW	tests/test_deterministic_drag_desktop.py	67	def test_desktop_drag_rejects_boolean_duration_before_input(	CODE
LOW	tests/test_deterministic_drag_desktop.py	100	def test_desktop_drag_rejects_invalid_points_before_waiting_or_input(	CODE
LOW⚡	tests/test_screenshot_capture.py	40	def _isolate_backend_instances(monkeypatch):	CODE
LOW⚡	tests/test_screenshot_capture.py	51	def test_builtin_backends_are_registered(self):	CODE
LOW⚡	tests/test_screenshot_capture.py	57	def test_subclass_with_name_and_priority_is_registered(self):	CODE
LOW⚡	tests/test_screenshot_capture.py	69	def test_subclass_without_priority_is_not_registered(self):	CODE
LOW⚡	tests/test_screenshot_capture.py	75	def test_inherited_subclass_does_not_overwrite_registry(self):	CODE
LOW⚡	tests/test_screenshot_capture.py	84	def test_duplicate_name_raises_value_error(self):	CODE
LOW⚡	tests/test_screenshot_capture.py	91	def test_auto_chain_respects_priority_order(self):	CODE
LOW⚡	tests/test_screenshot_capture.py	104	def test_valid_values_returned_as_is(self, monkeypatch, value):	CODE
LOW⚡	tests/test_screenshot_capture.py	108	def test_invalid_value_falls_back_to_auto(self, monkeypatch):	CODE
LOW⚡	tests/test_screenshot_capture.py	116	def test_whitespace_and_case_insensitive(self, monkeypatch):	CODE
LOW⚡	tests/test_screenshot_capture.py	127	def test_is_available_false_when_dxcam_is_none(self, monkeypatch):	CODE
LOW⚡	tests/test_screenshot_capture.py	132	def test_is_available_false_when_capture_rect_is_none(self, monkeypatch):	CODE
LOW⚡	tests/test_screenshot_capture.py	138	def test_is_available_false_for_cross_output_rect(self, monkeypatch):	CODE
LOW⚡	tests/test_screenshot_capture.py	144	def test_is_available_true_for_single_output_rect(self, monkeypatch):	CODE
LOW⚡	tests/test_screenshot_capture.py	150	def test_resolve_region_exact_output_match(self, monkeypatch):	CODE
LOW⚡	tests/test_screenshot_capture.py	155	def test_resolve_region_uses_dxgi_geometry_when_output_order_differs(self, monkeypatch):	CODE
LOW⚡	tests/test_screenshot_capture.py	258	def test_is_available_false_when_mss_is_none(self, monkeypatch):	CODE
205 more matches not shown…

Decorative Section Separators50 hits · 180 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_screenshot_capture.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	121	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	252	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	254	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	326	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	328	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	407	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_screenshot_capture.py	409	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_screenshot_capture.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_screenshot_capture.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/tree/ia2.py	179	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/tree/ia2.py	181	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	205	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	207	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/tree/ia2.py	277	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/tree/ia2.py	279	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	412	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	414	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/views.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/views.py	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/flash_overlay.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/flash_overlay.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/flash_overlay.py	265	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/flash_overlay.py	267	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/flash_overlay.py	335	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/flash_overlay.py	337	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/desktop/flash_overlay.py	467	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/desktop/flash_overlay.py	469	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/desktop/screenshot.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/desktop/screenshot.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/screenshot.py	65	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/screenshot.py	67	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/screenshot.py	274	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/screenshot.py	276	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/screenshot.py	291	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/screenshot.py	293	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/infrastructure/oauth.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/infrastructure/oauth.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/infrastructure/oauth.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/infrastructure/oauth.py	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/infrastructure/oauth.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/infrastructure/oauth.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/infrastructure/oauth.py	275	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/infrastructure/oauth.py	277	# ---------------------------------------------------------------------------	COMMENT

Excessive Try-Catch Wrapping143 hits · 163 pts

Severity	File	Line	Snippet	Context
LOW	src/windows_mcp/__main__.py	664	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	445	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	451	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	459	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	494	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	501	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	507	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	522	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	528	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	534	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	540	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	549	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	647	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	98	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	177	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	194	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	198	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	261	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	280	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	287	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	390	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	426	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	480	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	563	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	678	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	708	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	791	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	846	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	865	except Exception:	CODE
LOW	src/windows_mcp/tree/cache_utils.py	120	except Exception as e:	CODE
LOW	src/windows_mcp/tree/cache_utils.py	171	except Exception as e:	CODE
LOW	src/windows_mcp/tools/registry.py	50	except Exception as e:	CODE
LOW	src/windows_mcp/tools/notification.py	44	except Exception as e:	CODE
LOW	src/windows_mcp/tools/filesystem.py	80	except Exception as e:	CODE
LOW	src/windows_mcp/tools/shell.py	26	except Exception as e:	CODE
LOW	src/windows_mcp/tools/multi.py	48	except Exception as e:	CODE
LOW	src/windows_mcp/tools/multi.py	100	except Exception as e:	CODE
LOW	src/windows_mcp/tools/input.py	28	except Exception as e:	CODE
LOW	src/windows_mcp/tools/process.py	41	except Exception as e:	CODE
LOW	src/windows_mcp/tools/clipboard.py	51	except Exception as e:	CODE
LOW	src/windows_mcp/tools/scrape.py	62	except Exception:	CODE
LOW	src/windows_mcp/tools/snapshot.py	58	except Exception as e:	CODE
LOW	src/windows_mcp/tools/snapshot.py	101	except Exception as e:	CODE
LOW	src/windows_mcp/vdm/core.py	116	except Exception:	CODE
LOW	src/windows_mcp/vdm/core.py	387	except Exception:	CODE
LOW⚡	src/windows_mcp/vdm/core.py	404	except Exception as e:	CODE
LOW⚡	src/windows_mcp/vdm/core.py	408	except Exception as e:	CODE
LOW⚡	src/windows_mcp/vdm/core.py	419	except Exception:	CODE
LOW	src/windows_mcp/vdm/core.py	431	except Exception:	CODE
LOW	src/windows_mcp/vdm/core.py	446	except Exception:	CODE
LOW	src/windows_mcp/vdm/core.py	479	except Exception as e:	CODE
LOW	src/windows_mcp/vdm/core.py	501	except Exception as e:	CODE
LOW	src/windows_mcp/vdm/core.py	544	except Exception:	CODE
LOW	src/windows_mcp/vdm/core.py	588	except Exception:	CODE
LOW	src/windows_mcp/vdm/core.py	597	except Exception as e:	CODE
LOW	src/windows_mcp/vdm/core.py	618	except Exception as e:	CODE
LOW	src/windows_mcp/vdm/core.py	659	except Exception as e:	CODE
MEDIUM	src/windows_mcp/desktop/service.py	888	def callback(hwnd, _):	CODE
LOW	src/windows_mcp/desktop/service.py	337	except Exception as e:	CODE
LOW	src/windows_mcp/desktop/service.py	378	except Exception:	CODE
83 more matches not shown…

Unused Imports79 hits · 77 pts

Severity	File	Line	Context
LOW	tests/test_wait_for_tool.py	1	CODE
LOW	tests/test_config_validation.py	1	CODE
LOW	tests/test_filesystem_service.py	1	CODE
LOW	tests/test_filesystem_service.py	3	CODE
LOW	src/windows_mcp/tree/service.py	1	CODE
LOW	src/windows_mcp/tree/service.py	43	CODE
LOW	src/windows_mcp/tree/cache_utils.py	9	CODE
LOW	src/windows_mcp/tree/ia2.py	17	CODE
LOW	src/windows_mcp/tree/views.py	1	CODE
LOW	src/windows_mcp/vdm/__init__.py	1	CODE
LOW	src/windows_mcp/vdm/__init__.py	1	CODE
LOW	src/windows_mcp/vdm/__init__.py	1	CODE
LOW	src/windows_mcp/filesystem/service.py	14	CODE
LOW	src/windows_mcp/filesystem/__init__.py	1	CODE
LOW	src/windows_mcp/filesystem/__init__.py	1	CODE
LOW	src/windows_mcp/filesystem/__init__.py	1	CODE
LOW	src/windows_mcp/filesystem/__init__.py	1	CODE
LOW	src/windows_mcp/filesystem/__init__.py	1	CODE
LOW	src/windows_mcp/filesystem/__init__.py	1	CODE
LOW	src/windows_mcp/filesystem/__init__.py	1	CODE
LOW	src/windows_mcp/filesystem/__init__.py	1	CODE
LOW	src/windows_mcp/filesystem/__init__.py	12	CODE
LOW	src/windows_mcp/filesystem/__init__.py	12	CODE
LOW	src/windows_mcp/filesystem/__init__.py	12	CODE
LOW	src/windows_mcp/filesystem/__init__.py	12	CODE
LOW	src/windows_mcp/filesystem/__init__.py	12	CODE
LOW	src/windows_mcp/powershell/__init__.py	1	CODE
LOW	src/windows_mcp/watchdog/__init__.py	1	CODE
LOW	src/windows_mcp/registry/__init__.py	1	CODE
LOW	src/windows_mcp/registry/__init__.py	1	CODE
LOW	src/windows_mcp/registry/__init__.py	1	CODE
LOW	src/windows_mcp/registry/__init__.py	1	CODE
LOW	src/windows_mcp/registry/__init__.py	8	CODE
LOW	src/windows_mcp/registry/__init__.py	8	CODE
LOW	src/windows_mcp/uia/controls.py	14	CODE
LOW	src/windows_mcp/uia/controls.py	27	CODE
LOW	src/windows_mcp/uia/controls.py	28	CODE
LOW	src/windows_mcp/uia/controls.py	30	CODE
LOW	src/windows_mcp/uia/controls.py	31	CODE
LOW	src/windows_mcp/uia/controls.py	31	CODE
LOW	src/windows_mcp/uia/patterns.py	14	CODE
LOW	src/windows_mcp/uia/patterns.py	23	CODE
LOW	src/windows_mcp/uia/patterns.py	24	CODE
LOW	src/windows_mcp/uia/__init__.py	1	CODE
LOW	src/windows_mcp/uia/__init__.py	2	CODE
LOW	src/windows_mcp/uia/__init__.py	3	CODE
LOW	src/windows_mcp/uia/__init__.py	4	CODE
LOW	src/windows_mcp/uia/__init__.py	5	CODE
LOW	src/windows_mcp/uia/core.py	46	CODE
LOW	src/windows_mcp/uia/exceptions.py	4	CODE
LOW	src/windows_mcp/uia/exceptions.py	4	CODE
LOW	src/windows_mcp/infrastructure/auth.py	3	CODE
LOW	src/windows_mcp/infrastructure/config.py	3	CODE
LOW	src/windows_mcp/infrastructure/security.py	3	CODE
LOW	src/windows_mcp/infrastructure/__init__.py	3	CODE
LOW	src/windows_mcp/infrastructure/__init__.py	3	CODE
LOW	src/windows_mcp/infrastructure/__init__.py	3	CODE
LOW	src/windows_mcp/infrastructure/__init__.py	4	CODE
LOW	src/windows_mcp/infrastructure/__init__.py	4	CODE
LOW	src/windows_mcp/infrastructure/__init__.py	4	CODE
19 more matches not shown…

AI Structural Patterns88 hits · 46 pts

Severity	File	Line	Context
LOW	src/windows_mcp/__main__.py	320	CODE
LOW	src/windows_mcp/tree/service.py	324	CODE
LOW	src/windows_mcp/tools/filesystem.py	25	CODE
LOW	src/windows_mcp/tools/snapshot.py	36	CODE
LOW	src/windows_mcp/desktop/service.py	85	CODE
LOW	src/windows_mcp/uia/controls.py	66	CODE
LOW	src/windows_mcp/uia/controls.py	1635	CODE
LOW	src/windows_mcp/uia/controls.py	1666	CODE
LOW	src/windows_mcp/uia/controls.py	1697	CODE
LOW	src/windows_mcp/uia/controls.py	1728	CODE
LOW	src/windows_mcp/uia/controls.py	1759	CODE
LOW	src/windows_mcp/uia/controls.py	1790	CODE
LOW	src/windows_mcp/uia/controls.py	1821	CODE
LOW	src/windows_mcp/uia/controls.py	1852	CODE
LOW	src/windows_mcp/uia/controls.py	1883	CODE
LOW	src/windows_mcp/uia/controls.py	1914	CODE
LOW	src/windows_mcp/uia/controls.py	1945	CODE
LOW	src/windows_mcp/uia/controls.py	1976	CODE
LOW	src/windows_mcp/uia/controls.py	2007	CODE
LOW	src/windows_mcp/uia/controls.py	2038	CODE
LOW	src/windows_mcp/uia/controls.py	2069	CODE
LOW	src/windows_mcp/uia/controls.py	2100	CODE
LOW	src/windows_mcp/uia/controls.py	2131	CODE
LOW	src/windows_mcp/uia/controls.py	2162	CODE
LOW	src/windows_mcp/uia/controls.py	2193	CODE
LOW	src/windows_mcp/uia/controls.py	2224	CODE
LOW	src/windows_mcp/uia/controls.py	2255	CODE
LOW	src/windows_mcp/uia/controls.py	2286	CODE
LOW	src/windows_mcp/uia/controls.py	2317	CODE
LOW	src/windows_mcp/uia/controls.py	2348	CODE
LOW	src/windows_mcp/uia/controls.py	2379	CODE
LOW	src/windows_mcp/uia/controls.py	2410	CODE
LOW	src/windows_mcp/uia/controls.py	2441	CODE
LOW	src/windows_mcp/uia/controls.py	2472	CODE
LOW	src/windows_mcp/uia/controls.py	2503	CODE
LOW	src/windows_mcp/uia/controls.py	2534	CODE
LOW	src/windows_mcp/uia/controls.py	2565	CODE
LOW	src/windows_mcp/uia/controls.py	2596	CODE
LOW	src/windows_mcp/uia/controls.py	2627	CODE
LOW	src/windows_mcp/uia/controls.py	2658	CODE
LOW	src/windows_mcp/uia/controls.py	2689	CODE
LOW	src/windows_mcp/uia/controls.py	2720	CODE
LOW	src/windows_mcp/uia/controls.py	2751	CODE
LOW	src/windows_mcp/uia/controls.py	2782	CODE
LOW	src/windows_mcp/uia/controls.py	2813	CODE
LOW	src/windows_mcp/uia/controls.py	2844	CODE
LOW	src/windows_mcp/uia/controls.py	2875	CODE
LOW	src/windows_mcp/uia/controls.py	2908	CODE
LOW	src/windows_mcp/uia/controls.py	2944	CODE
LOW	src/windows_mcp/uia/controls.py	2998	CODE
LOW	src/windows_mcp/uia/controls.py	3058	CODE
LOW	src/windows_mcp/uia/controls.py	3107	CODE
LOW	src/windows_mcp/uia/controls.py	3218	CODE
LOW	src/windows_mcp/uia/controls.py	3254	CODE
LOW	src/windows_mcp/uia/controls.py	3314	CODE
LOW	src/windows_mcp/uia/controls.py	3392	CODE
LOW	src/windows_mcp/uia/controls.py	3446	CODE
LOW	src/windows_mcp/uia/controls.py	3500	CODE
LOW	src/windows_mcp/uia/controls.py	3542	CODE
LOW	src/windows_mcp/uia/controls.py	3584	CODE
28 more matches not shown…

Deep Nesting39 hits · 32 pts

Severity	File	Line	Context
LOW	src/windows_mcp/__main__.py	272	CODE
LOW	src/windows_mcp/tree/service.py	156	CODE
LOW	src/windows_mcp/tree/service.py	239	CODE
LOW	src/windows_mcp/tree/service.py	324	CODE
LOW	src/windows_mcp/tree/service.py	723	CODE
LOW	src/windows_mcp/tree/cache_utils.py	125	CODE
LOW	src/windows_mcp/tools/registry.py	12	CODE
LOW	src/windows_mcp/tools/registry.py	25	CODE
LOW	src/windows_mcp/tools/clipboard.py	10	CODE
LOW	src/windows_mcp/tools/clipboard.py	23	CODE
LOW	src/windows_mcp/desktop/service.py	60	CODE
LOW	src/windows_mcp/desktop/service.py	543	CODE
LOW	src/windows_mcp/desktop/service.py	919	CODE
LOW	src/windows_mcp/desktop/service.py	996	CODE
LOW	src/windows_mcp/desktop/flash_overlay.py	391	CODE
LOW	src/windows_mcp/desktop/flash_overlay.py	472	CODE
LOW	src/windows_mcp/desktop/screenshot.py	114	CODE
LOW	src/windows_mcp/filesystem/service.py	86	CODE
LOW	src/windows_mcp/filesystem/service.py	147	CODE
LOW	src/windows_mcp/powershell/service.py	20	CODE
LOW	src/windows_mcp/powershell/utils.py	37	CODE
LOW	src/windows_mcp/watchdog/service.py	88	CODE
LOW	src/windows_mcp/uia/controls.py	5273	CODE
LOW	src/windows_mcp/uia/controls.py	5467	CODE
LOW	src/windows_mcp/uia/controls.py	5499	CODE
LOW	src/windows_mcp/uia/controls.py	5622	CODE
LOW	src/windows_mcp/uia/controls.py	5642	CODE
LOW	src/windows_mcp/uia/controls.py	156	CODE
LOW	src/windows_mcp/uia/controls.py	1058	CODE
LOW	src/windows_mcp/uia/controls.py	1096	CODE
LOW	src/windows_mcp/uia/controls.py	1133	CODE
LOW	src/windows_mcp/uia/controls.py	3159	CODE
LOW	src/windows_mcp/uia/core.py	1523	CODE
LOW	src/windows_mcp/uia/core.py	1865	CODE
LOW	src/windows_mcp/uia/core.py	2029	CODE
LOW	src/windows_mcp/uia/core.py	2056	CODE
LOW	src/windows_mcp/uia/core.py	2085	CODE
LOW	src/windows_mcp/uia/core.py	2132	CODE
LOW	src/windows_mcp/process/service.py	51	CODE

Modern Structural Boilerplate27 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	src/windows_mcp/paths.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/__main__.py	35	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/windows_mcp/tree/service.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/tree/cache_utils.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/tree/ia2.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/tools/_snapshot_helpers.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/tools/snapshot.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/vdm/core.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/desktop/service.py	39	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/desktop/flash_overlay.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/desktop/utils.py	9	__all__ = [	CODE
LOW⚡	src/windows_mcp/desktop/screenshot.py	20	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/filesystem/service.py	22	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/powershell/service.py	15	__all__ = ["PowerShellExecutor"]	CODE
LOW	src/windows_mcp/powershell/service.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/powershell/__init__.py	3	__all__ = [	CODE
LOW	src/windows_mcp/powershell/utils.py	8	__all__ = [	CODE
LOW	src/windows_mcp/powershell/utils.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/watchdog/service.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/watchdog/event_handlers.py	10	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/registry/service.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/infrastructure/__init__.py	23	__all__ = [	CODE
LOW	src/windows_mcp/infrastructure/analytics.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/notifications/service.py	4	__all__ = [	CODE
LOW	src/windows_mcp/notifications/__init__.py	3	__all__ = [	CODE
LOW	src/windows_mcp/process/service.py	4	__all__ = ["list_processes", "kill_process"]	CODE
LOW	src/windows_mcp/process/__init__.py	6	__all__ = ["list_processes", "kill_process"]	CODE

Cross-File Repetition4 hits · 20 pts

Severity	File	Snippet	Context
HIGH	src/windows_mcp/uia/controls.py	uiautomation for python 3. author: yinkaisheng source: https://github.com/yinkaisheng/python-uiautomation-for-windows th	STRING
HIGH	src/windows_mcp/uia/enums.py	uiautomation for python 3. author: yinkaisheng source: https://github.com/yinkaisheng/python-uiautomation-for-windows th	STRING
HIGH	src/windows_mcp/uia/patterns.py	uiautomation for python 3. author: yinkaisheng source: https://github.com/yinkaisheng/python-uiautomation-for-windows th	STRING
HIGH	src/windows_mcp/uia/core.py	uiautomation for python 3. author: yinkaisheng source: https://github.com/yinkaisheng/python-uiautomation-for-windows th	STRING

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	156	Click on UI elements at specific coordinates. Args: loc: List of [x, y] coordinates to click bu	STRING
HIGH	src/windows_mcp/tree/ia2.py	454	Walk the IAccessible tree of ``hwnd`` and return DOM-shaped node lists. Used as a fallback for Firefox, whose web D	STRING
HIGH	src/windows_mcp/notifications/service.py	10	Send a Windows toast notification with a title and message. Args: title: The title of the notification.	STRING

Redundant / Tautological Comments5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/windows_mcp/tree/service.py	656	# Check if the child is a DOM element	COMMENT
LOW⚡	src/windows_mcp/tree/service.py	665	# Check if the child is a dialog	COMMENT
LOW	src/windows_mcp/tree/cache_utils.py	32	# Set scope to cache element and its children	COMMENT
LOW	src/windows_mcp/filesystem/service.py	160	# Check if directory is empty	COMMENT
LOW⚡	src/windows_mcp/watchdog/service.py	108	# Check if we need to UNREGISTER because configuration changed or disabled	COMMENT

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/windows-mcp-tool-tester/SKILL.md	35	## Step 0: Identify the Target Tool	COMMENT
LOW	.claude/skills/windows-mcp-tool-tester/SKILL.md	46	## Step 1: Analyze the Tool	COMMENT
LOW	.claude/skills/windows-mcp-tool-tester/SKILL.md	62	## Step 2: Generate Test Cases	COMMENT
LOW	.claude/skills/windows-mcp-tool-tester/SKILL.md	133	## Step 3: Execute Tests	COMMENT
LOW	.claude/skills/windows-mcp-tool-tester/SKILL.md	282	## Step 4: Generate the Test Report	COMMENT

AI Slop Vocabulary2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/windows_mcp/tree/cache_utils.py	154	# so our python wrapper would crash. We just use the raw IUIAutomationElement.	COMMENT
LOW	src/windows_mcp/desktop/utils.py	55	# If the GUID is not a known folder id, just return the original text	COMMENT

Cross-Language Confusion1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_tree_ia2.py	403	"""If AccessibleObjectFromWindow returns null, return an empty result."""	STRING

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/windows_mcp/desktop/service.py	561	# target window threads to make focus change succeed.	COMMENT
LOW	src/windows_mcp/uia/controls.py	5381	# parentControl = focusedControl	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings