CursorTouch/Windows-MCP

30.4

Adjusted Score

30.4

Raw Score

100%

Time Factor

2026-08-29

Last Push

6.8K

Stars

Python

Language

34.7K

Lines of Code

124

Files

871

Pattern Hits

2026-08-29

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 10MEDIUM 54LOW 807

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 871 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 Identifiers404 hits · 452 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	224	def test_click_tool_validates_coordinates():	CODE
LOW	tests/test_watchdog_backoff.py	51	def test_immediate_degradation_escalates(self, watchdog, monkeypatch):	CODE
LOW	tests/test_watchdog_backoff.py	79	def test_exception_path_still_backs_off(self, watchdog, monkeypatch):	CODE
LOW	tests/test_watchdog_backoff.py	94	def test_a_run_that_lasted_resets_the_backoff(self, watchdog, monkeypatch):	CODE
LOW	tests/test_watchdog_backoff.py	111	def test_stopping_does_not_wait(self, watchdog, monkeypatch):	CODE
LOW	tests/test_watchdog_backoff.py	121	def test_every_cycle_gets_a_fresh_client_and_clean_counters(self, watchdog, monkeypatch):	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_watchdog_toggle.py	23	def test_disabling_and_unrecognised_values_stay_off(self, monkeypatch, value):	CODE
LOW⚡	tests/test_watchdog_toggle.py	32	def test_enabling_values_turn_it_on(self, monkeypatch, value):	CODE
LOW⚡	tests/test_watchdog_toggle.py	36	def test_manifest_boolean_maps_through(self, monkeypatch):	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	19	def test_get_center_zero_size(self):	CODE
LOW	tests/test_tree_views.py	25	def test_get_center_negative_coords(self):	CODE
LOW	tests/test_tree_views.py	37	def test_convert_xywh_to_xyxy(self, sample_bounding_box):	CODE
LOW	tests/test_tree_views.py	41	def test_from_bounding_rectangle(self):	CODE
LOW⚡	tests/test_tree_views.py	64	def test_interactive_elements_to_string_empty(self):	CODE
LOW⚡	tests/test_tree_views.py	68	def test_truncated_appends_note_to_interactive_elements(	CODE
LOW⚡	tests/test_tree_views.py	78	def test_truncated_appends_note_to_scrollable_elements(	CODE
LOW⚡	tests/test_tree_views.py	85	def test_not_truncated_omits_note(self, sample_tree_element_node: TreeElementNode) -> None:	CODE
LOW⚡	tests/test_tree_views.py	90	def test_truncated_with_no_elements_still_shows_note(self) -> None:	CODE
LOW⚡	tests/test_tree_views.py	95	def test_truncated_appends_note_to_semantic_tree(self) -> None:	CODE
LOW⚡	tests/test_tree_views.py	104	def test_semantic_tree_not_truncated_omits_note(self) -> None:	CODE
LOW⚡	tests/test_tree_views.py	110	def test_interactive_elements_to_string_with_elements(	CODE
LOW	tests/test_tree_views.py	123	def test_interactive_elements_preserve_order(	CODE
LOW	tests/test_tree_views.py	143	def test_scrollable_elements_to_string_empty(self):	CODE
LOW	tests/test_tree_views.py	147	def test_scrollable_elements_to_string_with_elements(	CODE
LOW	tests/test_tree_views.py	164	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	38	def test_shell_tool_error_is_error_true(monkeypatch, mcp):	CODE
LOW	tests/test_iserror_compliance.py	55	def test_clipboard_tool_error_is_error_true(monkeypatch, mcp):	CODE
LOW	tests/test_iserror_compliance.py	72	def test_registry_tool_error_is_error_true(monkeypatch, mcp):	CODE
LOW	tests/test_tree_service.py	38	def test_shell_secondary_traywnd(self, tree_instance):	CODE
LOW	tests/test_tree_service.py	41	def test_popup_window_site_bridge(self, tree_instance):	CODE
LOW	tests/test_tree_service.py	94	def test_screen_box_keeps_virtual_screen_origin(self):	CODE
LOW⚡	tests/test_tree_service.py	123	def test_matches_comtypes_automation_traceback(self):	CODE
LOW⚡	tests/test_tree_service.py	130	def test_rejects_same_message_from_non_comtypes_traceback(self):	CODE
LOW⚡	tests/test_tree_service.py	139	def test_unnamed_interactive_control_does_not_add_semantic_child(	CODE
LOW	tests/test_tree_service.py	187	def test_stale_uia_subtree_is_pruned(self, tree_instance):	CODE
LOW	tests/test_tree_service.py	257	def test_stops_appending_and_recursing_once_budget_exhausted(	CODE
LOW	tests/test_tree_service.py	290	def test_all_elements_captured_when_under_budget(self, tree_instance, monkeypatch):	CODE
LOW	tests/test_tree_service.py	320	def test_dom_informative_text_nodes_consume_budget(self, tree_instance, monkeypatch):	CODE
LOW	tests/test_tree_service.py	354	def test_get_window_wise_nodes_skips_remaining_windows_once_exhausted(	CODE
LOW⚡	tests/test_uia_walker_fallback.py	52	def test_healthy_walker_is_used_and_costs_no_findall(self):	CODE
LOW⚡	tests/test_uia_walker_fallback.py	59	def test_broken_walker_falls_back_to_findall(self):	CODE
LOW⚡	tests/test_uia_walker_fallback.py	65	def test_once_latched_the_walker_is_skipped_entirely(self):	CODE
344 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	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	77	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/tree/ia2.py	181	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/tree/ia2.py	183	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	207	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	209	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/tree/ia2.py	279	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/windows_mcp/tree/ia2.py	281	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	414	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/ia2.py	416	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/views.py	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/tree/views.py	100	# ---------------------------------------------------------------------------	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	322	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/windows_mcp/desktop/screenshot.py	324	# ---------------------------------------------------------------------------	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 Wrapping148 hits · 161 pts

Severity	File	Line	Snippet	Context
LOW	src/windows_mcp/__main__.py	234	except Exception:	CODE
LOW	src/windows_mcp/__main__.py	742	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	515	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	621	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	627	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	633	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	639	except Exception:	CODE
LOW⚡	src/windows_mcp/tree/service.py	648	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	106	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	195	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	219	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	223	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	316	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	335	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	342	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	446	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	482	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	541	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	555	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	564	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	575	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	600	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	607	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	662	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	751	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	787	except Exception:	CODE
LOW	src/windows_mcp/tree/service.py	817	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	916	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	971	except Exception as e:	CODE
LOW	src/windows_mcp/tree/service.py	990	except Exception:	CODE
LOW	src/windows_mcp/tree/cache_utils.py	150	except Exception as e:	CODE
LOW	src/windows_mcp/tree/cache_utils.py	201	except Exception as e:	CODE
LOW	src/windows_mcp/tree/cache_utils.py	209	except Exception as fallback_error:	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	29	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	61	except Exception as e:	CODE
LOW	src/windows_mcp/tools/snapshot.py	107	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
88 more matches not shown…

Unused Imports85 hits · 82 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	scripts/check_versions.py	32	CODE
LOW	src/windows_mcp/tree/service.py	1	CODE
LOW	src/windows_mcp/tree/service.py	47	CODE
LOW	src/windows_mcp/tree/budget.py	12	CODE
LOW	src/windows_mcp/tree/cache_utils.py	19	CODE
LOW	src/windows_mcp/tree/ia2.py	17	CODE
LOW	src/windows_mcp/tree/ia2.py	45	CODE
LOW	src/windows_mcp/tree/ia2.py	46	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/__init__.py	6	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
25 more matches not shown…

AI Structural Patterns89 hits · 47 pts

Severity	File	Line	Context
LOW	src/windows_mcp/__main__.py	397	CODE
LOW	src/windows_mcp/tree/service.py	379	CODE
LOW	src/windows_mcp/tools/filesystem.py	25	CODE
LOW	src/windows_mcp/tools/app.py	89	CODE
LOW	src/windows_mcp/tools/snapshot.py	37	CODE
LOW	src/windows_mcp/desktop/service.py	84	CODE
LOW	src/windows_mcp/uia/controls.py	227	CODE
LOW	src/windows_mcp/uia/controls.py	2213	CODE
LOW	src/windows_mcp/uia/controls.py	2244	CODE
LOW	src/windows_mcp/uia/controls.py	2275	CODE
LOW	src/windows_mcp/uia/controls.py	2306	CODE
LOW	src/windows_mcp/uia/controls.py	2337	CODE
LOW	src/windows_mcp/uia/controls.py	2368	CODE
LOW	src/windows_mcp/uia/controls.py	2399	CODE
LOW	src/windows_mcp/uia/controls.py	2430	CODE
LOW	src/windows_mcp/uia/controls.py	2461	CODE
LOW	src/windows_mcp/uia/controls.py	2492	CODE
LOW	src/windows_mcp/uia/controls.py	2523	CODE
LOW	src/windows_mcp/uia/controls.py	2554	CODE
LOW	src/windows_mcp/uia/controls.py	2585	CODE
LOW	src/windows_mcp/uia/controls.py	2616	CODE
LOW	src/windows_mcp/uia/controls.py	2647	CODE
LOW	src/windows_mcp/uia/controls.py	2678	CODE
LOW	src/windows_mcp/uia/controls.py	2709	CODE
LOW	src/windows_mcp/uia/controls.py	2740	CODE
LOW	src/windows_mcp/uia/controls.py	2771	CODE
LOW	src/windows_mcp/uia/controls.py	2802	CODE
LOW	src/windows_mcp/uia/controls.py	2833	CODE
LOW	src/windows_mcp/uia/controls.py	2864	CODE
LOW	src/windows_mcp/uia/controls.py	2895	CODE
LOW	src/windows_mcp/uia/controls.py	2926	CODE
LOW	src/windows_mcp/uia/controls.py	2957	CODE
LOW	src/windows_mcp/uia/controls.py	2988	CODE
LOW	src/windows_mcp/uia/controls.py	3019	CODE
LOW	src/windows_mcp/uia/controls.py	3050	CODE
LOW	src/windows_mcp/uia/controls.py	3081	CODE
LOW	src/windows_mcp/uia/controls.py	3112	CODE
LOW	src/windows_mcp/uia/controls.py	3143	CODE
LOW	src/windows_mcp/uia/controls.py	3174	CODE
LOW	src/windows_mcp/uia/controls.py	3205	CODE
LOW	src/windows_mcp/uia/controls.py	3236	CODE
LOW	src/windows_mcp/uia/controls.py	3267	CODE
LOW	src/windows_mcp/uia/controls.py	3298	CODE
LOW	src/windows_mcp/uia/controls.py	3329	CODE
LOW	src/windows_mcp/uia/controls.py	3360	CODE
LOW	src/windows_mcp/uia/controls.py	3391	CODE
LOW	src/windows_mcp/uia/controls.py	3422	CODE
LOW	src/windows_mcp/uia/controls.py	3453	CODE
LOW	src/windows_mcp/uia/controls.py	3486	CODE
LOW	src/windows_mcp/uia/controls.py	3522	CODE
LOW	src/windows_mcp/uia/controls.py	3576	CODE
LOW	src/windows_mcp/uia/controls.py	3636	CODE
LOW	src/windows_mcp/uia/controls.py	3685	CODE
LOW	src/windows_mcp/uia/controls.py	3796	CODE
LOW	src/windows_mcp/uia/controls.py	3832	CODE
LOW	src/windows_mcp/uia/controls.py	3892	CODE
LOW	src/windows_mcp/uia/controls.py	3970	CODE
LOW	src/windows_mcp/uia/controls.py	4024	CODE
LOW	src/windows_mcp/uia/controls.py	4078	CODE
LOW	src/windows_mcp/uia/controls.py	4120	CODE
29 more matches not shown…

Deep Nesting42 hits · 34 pts

Severity	File	Line	Context
LOW	src/windows_mcp/__main__.py	349	CODE
LOW	src/windows_mcp/tree/service.py	174	CODE
LOW	src/windows_mcp/tree/service.py	294	CODE
LOW	src/windows_mcp/tree/service.py	379	CODE
LOW	src/windows_mcp/tree/service.py	835	CODE
LOW	src/windows_mcp/tree/cache_utils.py	155	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	59	CODE
LOW	src/windows_mcp/desktop/service.py	548	CODE
LOW	src/windows_mcp/desktop/service.py	933	CODE
LOW	src/windows_mcp/desktop/service.py	1010	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	163	CODE
LOW	src/windows_mcp/uia/controls.py	5851	CODE
LOW	src/windows_mcp/uia/controls.py	6045	CODE
LOW	src/windows_mcp/uia/controls.py	6077	CODE
LOW	src/windows_mcp/uia/controls.py	6200	CODE
LOW	src/windows_mcp/uia/controls.py	6220	CODE
LOW	src/windows_mcp/uia/controls.py	317	CODE
LOW	src/windows_mcp/uia/controls.py	1296	CODE
LOW	src/windows_mcp/uia/controls.py	1613	CODE
LOW	src/windows_mcp/uia/controls.py	1674	CODE
LOW	src/windows_mcp/uia/controls.py	1711	CODE
LOW	src/windows_mcp/uia/controls.py	3737	CODE
LOW	src/windows_mcp/uia/core.py	1526	CODE
LOW	src/windows_mcp/uia/core.py	1868	CODE
LOW	src/windows_mcp/uia/core.py	2032	CODE
LOW	src/windows_mcp/uia/core.py	2059	CODE
LOW	src/windows_mcp/uia/core.py	2088	CODE
LOW	src/windows_mcp/uia/core.py	2135	CODE
LOW	src/windows_mcp/uia/comtypes_cache.py	42	CODE
LOW	src/windows_mcp/uia/comtypes_cache.py	113	CODE
LOW	src/windows_mcp/process/service.py	51	CODE

Modern Structural Boilerplate30 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	src/windows_mcp/paths.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/__main__.py	36	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/windows_mcp/tree/service.py	20	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/tree/budget.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/tree/cache_utils.py	22	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	19	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/tools/snapshot.py	16	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	38	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	20	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	24	__all__ = [	CODE
LOW	src/windows_mcp/infrastructure/eventloop.py	7	logger = logging.getLogger(__name__)	CODE
LOW	src/windows_mcp/infrastructure/eventloop.py	9	__all__ = ["install_selfpipe_guard", "SELFPIPE_REBUILD_WARN_AT"]	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

Docstring Block Structure5 hits · 25 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	456	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/uia/comtypes_cache.py	43	Cross-process lock serializing comtypes.gen cache generation. Args: timeout: Maximum number of seconds to w	STRING
HIGH	src/windows_mcp/uia/comtypes_cache.py	114	``comtypes.client.GetModule`` with locking and corrupt-cache recovery. Args: tlib: Type library to generate	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

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

Redundant / Tautological Comments5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	src/windows_mcp/tree/service.py	765	# Check if the child is a DOM element	COMMENT
LOW	src/windows_mcp/tree/service.py	774	# Check if the child is a dialog	COMMENT
LOW	src/windows_mcp/tree/cache_utils.py	51	# 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	182	# 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	184	# so our python wrapper would crash. We just use the raw IUIAutomationElement.	COMMENT
LOW	src/windows_mcp/desktop/utils.py	56	# 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 Block1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	src/windows_mcp/desktop/service.py	561	win32gui.SetForegroundWindow(target_handle)	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings