trycua/cua

13.6

Adjusted Score

13.6

Raw Score

100%

Time Factor

2026-08-28

Last Push

22.0K

Stars

HTML

Language

956.5K

Lines of Code

3.2K

Files

8.5K

Pattern Hits

2026-08-29

Scan Date

0.11

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 44HIGH 306MEDIUM 1514LOW 6663

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 8527 distinct pattern matches across 25 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 Separators1084 hits · 3372 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_image_builder.py	18	# ── helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_image_builder.py	29	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder.py	31	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder.py	200	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder.py	202	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder.py	262	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder.py	264	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder.py	335	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder.py	337	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	26	# ── Data types ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	69	# ── Helpers ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	82	# ── Sandbox lifecycle ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	120	# ── Per-sandbox actions ───────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	165	# ── Worker loop ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	191	# ── Progress reporter ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	216	# ── Benchmark orchestrator ────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	226	# ── Provision ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	240	# ── Load test ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	265	# ── Cleanup ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	269	# ── Aggregate ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	286	# ── Report ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark_local.py	318	# ── CLI ───────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	28	# ── Data types ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	71	# ── Helpers ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	84	# ── Sandbox lifecycle ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	127	# ── Per-sandbox actions ───────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	174	# ── Worker loop ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	201	# ── Progress reporter ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	226	# ── Benchmark orchestrator ────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	237	# ── Provision ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	253	# ── Load test ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	278	# ── Cleanup ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	282	# ── Aggregate ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	299	# ── Report ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	331	# ── CLI ───────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/android_rps_benchmark.py	396	# ── --delete ──────────────────────────────────────────────────────────	STRING
MEDIUM	tests/android_rps_benchmark.py	410	# ── --continue ────────────────────────────────────────────────────────	STRING
MEDIUM	tests/android_rps_benchmark.py	477	# ── --provision ───────────────────────────────────────────────────────	STRING
MEDIUM	tests/android_rps_benchmark.py	514	# ── normal (all-in-one) ───────────────────────────────────────────────	STRING
MEDIUM	tests/test_image_builder_cloud.py	26	# ── helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_image_builder_cloud.py	37	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder_cloud.py	39	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_image_builder_cloud.py	59	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_image_builder_cloud.py	61	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder_cloud.py	72	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_image_builder_cloud.py	74	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_interfaces.py	263	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_interfaces.py	265	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_interfaces.py	577	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_interfaces.py	579	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_interfaces.py	767	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_interfaces.py	769	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_interfaces.py	806	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_interfaces.py	808	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_interfaces.py	44	# ── helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_interfaces.py	71	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_interfaces.py	73	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_interfaces.py	191	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_interfaces.py	193	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_interfaces.py	364	# ═══════════════════════════════════════════════════════════════════════════	COMMENT
1024 more matches not shown…

Hyper-Verbose Identifiers1621 hits · 1594 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_image_builder.py	125	async def test_variable_used_in_run(self):	CODE
LOW	tests/test_image_builder.py	142	async def test_copy_preserves_content(self, tmp_path):	CODE
LOW	tests/test_image_builder.py	154	async def test_expose_port_reachable(self):	CODE
LOW	tests/test_image_builder.py	352	async def test_apk_install_from_env(self):	CODE
LOW	tests/test_tracing.py	83	async def test_tracing_api_call_recording():	CODE
LOW	tests/test_tracing.py	156	async def test_tracing_config_options():	CODE
LOW	tests/test_tracing.py	199	async def test_tracing_accessibility_tree():	CODE
LOW	tests/test_mcp_server_streaming.py	166	def test_run_cua_task_streams_partial_results(server_module):	CODE
LOW	tests/test_mcp_server_streaming.py	249	def test_run_multi_cua_tasks_reports_progress(server_module, monkeypatch):	CODE
LOW	tests/shell_cmd.py	76	async def test_cmd_command_with_error(computer):	CODE
LOW	tests/test_venv.py	94	async def test_venv_exec_with_package(computer):	CODE
LOW	tests/test_venv.py	108	async def test_venv_exec_error_handling(computer):	CODE
LOW	tests/test_venv.py	119	async def test_venv_exec_with_args_kwargs(computer):	CODE
LOW	tests/test_venv.py	144	async def test_venv_exec_stdout_capture(computer, capfd):	CODE
LOW	tests/test_venv.py	186	async def test_remote_decorator_with_custom_computer(computer):	CODE
LOW⚡	tests/test_image_builder_cloud.py	51	async def test_android_env_multiple():	CODE
LOW	tests/test_files.py	160	async def test_read_bytes_with_offset_and_length(computer):	CODE
LOW	tests/test_files.py	256	async def test_read_write_text_with_encoding(computer):	CODE
LOW	tests/test_files.py	286	async def test_write_text_append_mode(computer):	CODE
LOW	tests/test_files.py	382	async def test_text_file_edge_cases(computer):	CODE
LOW	tests/test_mcp_server_session_management.py	183	async def initialize_session_manager():	CODE
LOW	tests/test_mcp_server_session_management.py	248	def test_screenshot_cua_with_session_id(server_module):	CODE
LOW	tests/test_mcp_server_session_management.py	261	def test_screenshot_cua_creates_new_session(server_module):	CODE
LOW	tests/test_mcp_server_session_management.py	274	def test_run_cua_task_with_session_management(server_module):	CODE
LOW	tests/test_mcp_server_session_management.py	291	def test_run_multi_cua_tasks_sequential(server_module):	CODE
LOW	tests/test_mcp_server_session_management.py	308	def test_run_multi_cua_tasks_concurrent(server_module):	CODE
LOW	tests/test_mcp_server_session_management.py	353	def test_concurrent_sessions_isolation(server_module):	CODE
LOW	tests/test_mcp_server_session_management.py	377	def test_session_reuse_with_same_id(server_module):	CODE
LOW	tests/test_mcp_server_session_management.py	396	def test_error_handling_with_session_management(server_module):	CODE
LOW	tests/test_shell_bash.py	77	async def test_bash_command_with_error(computer):	CODE
LOW	tests/test_public_containerdisk_refs.py	14	def test_tracked_files_do_not_reference_private_containerdisk_repositories(self) -> None:	CODE
LOW⚡	tests/test_interfaces.py	274	async def test_screenshot_returns_bytes(self):	CODE
LOW⚡	tests/test_interfaces.py	279	async def test_screenshot_png_magic(self):	CODE
LOW⚡	tests/test_interfaces.py	567	async def test_keypress_combination(self):	CODE
LOW⚡	tests/test_interfaces.py	588	async def test_forward_single_context_manager(self):	CODE
LOW⚡	tests/test_interfaces.py	776	async def test_get_active_title_returns_string(self):	CODE
LOW⚡	tests/test_interfaces.py	800	async def test_get_active_title_returns_string(self):	CODE
LOW	tests/test_interfaces.py	89	async def test_run_failure_returncode(self):	CODE
LOW	tests/test_interfaces.py	107	async def test_run_multiline_output(self):	CODE
LOW	tests/test_interfaces.py	113	async def test_run_sequential_state(self):	CODE
LOW	tests/test_interfaces.py	126	async def test_commandresult_fields(self):	CODE
LOW	tests/test_interfaces.py	308	async def test_screenshot_returns_bytes(self):	CODE
LOW	tests/test_interfaces.py	313	async def test_screenshot_png_magic(self):	CODE
LOW	tests/test_interfaces.py	336	async def test_screenshot_returns_bytes(self):	CODE
LOW	tests/test_interfaces.py	353	async def test_screenshot_returns_bytes(self):	CODE
LOW	tests/test_interfaces.py	511	async def test_keypress_combination(self):	CODE
LOW	tests/test_interfaces.py	515	async def test_keypress_string_list(self):	CODE
LOW	tests/test_interfaces.py	543	async def test_keypress_combination(self):	CODE
LOW	tests/test_interfaces.py	606	async def test_forward_multiple_ports(self):	CODE
LOW	tests/test_interfaces.py	629	async def test_forward_no_ports_raises(self):	CODE
LOW	tests/test_interfaces.py	689	async def test_create_custom_dimensions(self):	CODE
LOW	tests/test_interfaces.py	709	async def test_close_returns_exit_code_or_none(self):	CODE
LOW	tests/test_interfaces.py	717	async def test_multiple_sessions_independent(self):	CODE
LOW	tests/test_interfaces.py	788	async def test_get_active_title_returns_string(self):	CODE
LOW	tests/test_interfaces.py	892	async def test_gesture_invalid_raises(self):	CODE
LOW⚡	tests/test_telemetry.py	41	def test_telemetry_disabled_when_cua_telemetry_is_off(self):	CODE
LOW⚡	tests/test_telemetry.py	46	def test_telemetry_enabled_when_cua_telemetry_not_set(self):	CODE
LOW⚡	tests/test_telemetry.py	55	def test_send_test_event_to_posthog(self):	CODE
LOW	…/integration/sandbox_cli/test_linux_local_container.py	43	async def test_linux_local_container():	CODE
LOW	…ntegration/sandbox_cli/test_macos_local_registry_vm.py	41	async def test_macos_local_registry_vm():	CODE
1561 more matches not shown…

Excessive Try-Catch Wrapping1441 hits · 1552 pts

Severity	File	Line	Snippet	Context
LOW	tests/android_rps_benchmark_local.py	184	except Exception as e:	CODE
LOW	tests/cold_start_benchmark.py	34	except Exception as e:	CODE
LOW	tests/test_tracing.py	265	except Exception as e:	CODE
LOW	tests/test_tracing.py	272	except Exception as e:	CODE
LOW	tests/android_rps_benchmark.py	194	except Exception as e:	CODE
LOW	tests/android_rps_benchmark.py	427	except Exception as e:	STRING
LOW	tests/integration/sandbox_cli/test_android_local_vm.py	31	except Exception:	CODE
LOW	tests/integration/sandbox_cli/test_android_local_cdp.py	35	except Exception:	CODE
LOW	tests/integration/sandbox_cli/test_android_local_cdp.py	61	except Exception:	CODE
LOW	tests/integration/sandbox_cli/test_windows_local_vm.py	35	except Exception:	CODE
MEDIUM	tests/integration/sandbox_cli/test_windows_local_vm.py	29	def _has_qemu() -> bool:	CODE
LOW	tests/integration/sandbox_sdk/test_android_local_vm.py	40	except Exception:	CODE
MEDIUM	tests/integration/sandbox_sdk/test_android_local_vm.py	32	def _has_android_sdk() -> bool:	CODE
LOW	…integration/sandbox_sdk/test_linux_local_osworld_vm.py	50	except Exception:	CODE
MEDIUM	…integration/sandbox_sdk/test_linux_local_osworld_vm.py	44	def _has_qemu() -> bool:	CODE
LOW	tests/integration/sandbox_sdk/test_windows_local_vm.py	38	except Exception:	CODE
MEDIUM	tests/integration/sandbox_sdk/test_windows_local_vm.py	32	def _has_qemu() -> bool:	CODE
LOW⚡	…/integration/sandbox_sdk/test_android_local_gym_pwa.py	53	except Exception:	CODE
MEDIUM	…/integration/sandbox_sdk/test_android_local_gym_pwa.py	47	def _has_java() -> bool:	CODE
LOW	tests/agent_loop_testing/agent_test_uitars.py	182	except Exception as e:	CODE
LOW	tests/agent_loop_testing/agent_test.py	193	except Exception as e:	CODE
MEDIUM	docs/scripts/modal_app.py	441	print(f"Error crawling {url}: {e}")	CODE
LOW	docs/scripts/modal_app.py	440	except Exception as e:	CODE
MEDIUM	docs/scripts/modal_app.py	1255	print(f"Error during parallel indexing: {e}")	STRING
LOW	docs/scripts/modal_app.py	1736	except Exception as e:	CODE
LOW	docs/scripts/modal_app.py	1836	except Exception as e:	CODE
LOW	docs/scripts/modal_app.py	1847	except Exception as e:	CODE
LOW	docs/scripts/modal_app.py	1859	except Exception as e:	CODE
LOW	docs/scripts/modal_app.py	1870	except Exception as e:	CODE
LOW	docs/scripts/modal_app.py	1253	except Exception as e:	STRING
LOW	docs/scripts/modal_app.py	1447	except Exception as e:	STRING
LOW	docs/scripts/crawl_docs.py	283	except Exception as e:	CODE
MEDIUM	docs/scripts/crawl_docs.py	284	print(f"Error crawling {url}: {e}")	CODE
LOW	docs/scripts/docs-mcp-server/main.py	100	except Exception as e:	CODE
LOW	docs/scripts/docs-mcp-server/main.py	179	except Exception as e:	CODE
LOW	docs/scripts/docs-mcp-server/main.py	190	except Exception as e:	CODE
LOW	docs/scripts/docs-mcp-server/main.py	202	except Exception as e:	CODE
LOW	docs/scripts/docs-mcp-server/main.py	213	except Exception as e:	CODE
LOW	docs/scripts/docs-mcp-server/main.py	303	except Exception:	CODE
LOW	docs/scripts/docs-mcp-server/main.py	362	except Exception:	CODE
LOW	docs/scripts/docs-mcp-server/main.py	425	except Exception:	CODE
LOW	docs/scripts/docs-mcp-server/main.py	493	except Exception:	CODE
LOW	blog/sandboxed-python-execution.md	148	except Exception as e:	CODE
LOW	blog/sandboxed-python-execution.md	170	except Exception as e:	CODE
LOW	blog/sandboxed-python-execution.md	181	except Exception as e:	CODE
LOW	blog/sandboxed-python-execution.md	280	except Exception as e:	CODE
LOW	blog/sandboxed-python-execution.md	347	except Exception as e:	CODE
MEDIUM	blog/sandboxed-python-execution.md	343	def robust_function(data):	CODE
LOW	blog/human-in-the-loop.md	94	except Exception:	CODE
LOW	libs/cua-driver/python/build_wheel.py	158	except Exception as e:	CODE
LOW	libs/cua-driver/python/build_wheel.py	190	except Exception as e:	CODE
LOW	libs/cua-driver/python/src/cua_driver/wrapper.py	92	except Exception as e:	CODE
MEDIUM	libs/cua-driver/python/src/cua_driver/wrapper.py	93	print(f"Error executing cua-driver: {e}", file=sys.stderr)	CODE
MEDIUM	libs/cua-driver/python/src/cua_driver/_native.py	321	def _uniffi_trait_interface_call(call_status, make_call, write_return_value):	CODE
MEDIUM	libs/cua-driver/python/src/cua_driver/_native.py	328	def _uniffi_trait_interface_call_with_error(call_status, make_call, write_return	CODE
MEDIUM	libs/cua-driver/python/src/cua_driver/_native.py	365	def get(self, handle):	CODE
MEDIUM	libs/cua-driver/python/src/cua_driver/_native.py	413	def check_lower(cls, value):	CODE
LOW⚡	libs/cua-driver/python/src/cua_driver/_native.py	324	except Exception as e:	CODE
LOW⚡	libs/cua-driver/python/src/cua_driver/_native.py	335	except Exception as e:	CODE
LOW	libs/cua-driver/python/src/cua_driver/_native.py	404	except Exception:	CODE
1381 more matches not shown…

Unused Imports1319 hits · 1141 pts

Severity	File	Line	Context
LOW	tests/test_image_builder.py	12	CODE
LOW	tests/android_rps_benchmark_local.py	11	CODE
LOW	tests/test_tracing.py	245	CODE
LOW	tests/shell_cmd.py	12	CODE
LOW	tests/test_venv.py	13	CODE
LOW	tests/android_rps_benchmark.py	11	CODE
LOW	tests/android_rps_benchmark.py	17	CODE
LOW	tests/test_image_builder_cloud.py	11	CODE
LOW	tests/test_files.py	12	CODE
LOW	tests/test_shell_bash.py	12	CODE
LOW	tests/test_interfaces.py	34	CODE
LOW	tests/integration/sandbox_cli/conftest.py	3	CODE
LOW	…/integration/sandbox_cli/test_linux_local_container.py	11	CODE
LOW	tests/integration/sandbox_cli/test_android_cloud_vm.py	12	CODE
LOW	tests/integration/sandbox_cli/test_android_local_vm.py	12	CODE
LOW	…ntegration/sandbox_cli/test_macos_local_registry_vm.py	12	CODE
LOW	…/integration/sandbox_cli/test_linux_cloud_container.py	12	CODE
LOW	…ntegration/sandbox_cli/test_linux_local_registry_vm.py	13	CODE
LOW	tests/integration/sandbox_cli/test_android_local_cdp.py	16	CODE
LOW	tests/integration/sandbox_cli/test_macos_local_vm.py	12	CODE
LOW	tests/integration/sandbox_cli/test_linux_cloud_vm.py	12	CODE
LOW	tests/integration/sandbox_cli/test_macos_cloud_vm.py	12	CODE
LOW	tests/integration/sandbox_cli/test_linux_local_vm.py	11	CODE
LOW	tests/integration/sandbox_cli/test_windows_cloud_vm.py	12	CODE
LOW	tests/integration/sandbox_cli/test_windows_local_vm.py	12	CODE
LOW	…/integration/sandbox_sdk/test_linux_local_container.py	17	CODE
LOW	tests/integration/sandbox_sdk/test_android_cloud_vm.py	21	CODE
LOW	tests/integration/sandbox_sdk/test_android_local_vm.py	22	CODE
LOW	…ntegration/sandbox_sdk/test_macos_local_registry_vm.py	19	CODE
LOW	…integration/sandbox_sdk/test_linux_local_osworld_vm.py	22	CODE
LOW	…/integration/sandbox_sdk/test_linux_cloud_container.py	16	CODE
LOW	…ntegration/sandbox_sdk/test_linux_local_registry_vm.py	20	CODE
LOW	tests/integration/sandbox_sdk/test_macos_local_vm.py	15	CODE
LOW	tests/integration/sandbox_sdk/test_linux_cloud_vm.py	16	CODE
LOW	tests/integration/sandbox_sdk/test_macos_cloud_vm.py	15	CODE
LOW	tests/integration/sandbox_sdk/test_linux_local_vm.py	17	CODE
LOW	tests/integration/sandbox_sdk/test_windows_cloud_vm.py	18	CODE
LOW	tests/integration/sandbox_sdk/test_windows_local_vm.py	19	CODE
LOW	…/integration/sandbox_sdk/test_android_local_gym_pwa.py	21	CODE
LOW	docs/public/examples/local-models/cua-mcp-filter.py	8	CODE
LOW	…cua-driver/python/tests/test_compatibility_contract.py	3	CODE
LOW	libs/cua-driver/python/tests/test_uniffi_loader.py	1	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	9	CODE
1259 more matches not shown…

Over-Commented Block999 hits · 908 pts

Severity	File	Line	Snippet	Context
LOW	.pre-commit-config.yaml	41	args: ["--fix"]	COMMENT
LOW	nix/cua-driver/compositor/cua_compositor_patch.py	1	#!/usr/bin/env python3	COMMENT
LOW	nix/cua-driver/compositor/cua_compositor_patch.py	21	# client sends the `cua-inject v1` banner (echoed back on match), then every	COMMENT
LOW	nix/cua-driver/compositor/cua_compositor_patch.py	41	#include <time.h>	COMMENT
LOW	docs/scripts/modal_app.py	41	image = (	COMMENT
LOW	docs/scripts/modal_app.py	621		COMMENT
LOW	docs/scripts/modal_app.py	641	#	COMMENT
LOW	docs/scripts/modal_app.py	661	# 1. scheduled_crawl() runs daily at 6 AM UTC:	COMMENT
LOW	…s/cua-driver/kwin-target-helper/kwin_target_helper.cpp	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	libs/cua-driver/python/src/cua_driver/_native.py	1	# This file was autogenerated by some hot garbage in the `uniffi` crate.	COMMENT
LOW	…s/cua-driver/python/src/cua_driver/_native_contract.py	1	# This file was autogenerated by some hot garbage in the `uniffi` crate.	COMMENT
LOW	…a-driver/rust/crates/pip-preview/src/desktop_layout.rs	41	pub content: LayoutRect,	COMMENT
LOW	libs/cua-driver/rust/crates/pip-preview/src/lib.rs	281	}	COMMENT
LOW	libs/cua-driver/rust/crates/pip-preview/src/lib.rs	321		COMMENT
LOW	…-driver/rust/crates/cua-driver-testkit/src/response.rs	1	//! Normalized tool response — the common shape both transports return.	COMMENT
LOW	…s/cua-driver/rust/crates/cua-driver-testkit/src/lib.rs	1	//! Shared test harness for cua-driver integration tests.	COMMENT
LOW	…s/cua-driver/rust/crates/cua-driver-testkit/src/lib.rs	21	//! transport axis (CLI vs MCP) testable instead of MCP-only.	COMMENT
LOW	…ua-driver/rust/crates/cua-driver-testkit/src/daemon.rs	141	None	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/Cargo.toml	21	cursor-overlay = { path = "../cursor-overlay" }	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/build.rs	1	// Bake Swift runtime rpaths into the cua-driver binary on macOS.	COMMENT
LOW	…r/rust/crates/cua-driver/tests/protocol_schema_test.rs	1	//! Pure `tools/list` schema-shape assertions.	COMMENT
LOW	…rates/cua-driver/tests/cross_platform_behavior_test.rs	1	//! Cross-platform behavioral scenarios derived from the external CUA matrix.	COMMENT
LOW	…ust/crates/cua-driver/tests/schema_consistency_test.rs	1	//! Cross-platform tool-contract consistency gate.	COMMENT
LOW	…river/rust/crates/cua-driver/tests/harness_wpf_test.rs	1	//! Integration test against the CuaTestHarness.Wpf .NET 8 app.	COMMENT
LOW	…river/rust/crates/cua-driver/tests/harness_wpf_test.rs	21	//! cargo test --test harness_wpf_test -- --ignored --nocapture	COMMENT
LOW	…er/rust/crates/cua-driver/tests/harness_appkit_test.rs	1	//! Integration test against the CuaTestHarness.AppKit Swift app.	COMMENT
LOW	…/rust/crates/cua-driver/tests/capture_contract_test.rs	1	//! `get_window_state` perception contract,	COMMENT
LOW	…st/crates/cua-driver/tests/desktop_scope_macos_test.rs	1	//! macOS desktop-scope (vision/foreground) modality, exercised through the	COMMENT
LOW	…st/crates/cua-driver/tests/desktop_scope_linux_test.rs	1	//! Linux desktop-scope (vision/foreground) modality through the SAME	COMMENT
LOW	…st/crates/cua-driver/tests/protocol_tools_call_test.rs	1	//! Per-tool `tools/call` integration tests.	COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	1	//! Optional integration tests against a live LibreOffice Writer instance.	COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	21	//! 3. `harness_lo_vcl_modal_input_roundtrip_works` — SAL/VCL	COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	41	//! beyond Writer.	COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	201	/// with `actions=[invoke]` — agents could re-fire the press half but	COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	261	/// "Font Color" (the SALTMPSUBFRAME color picker).	COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	381	/// before the MSAA path landed), AND that the dialog accepts	COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	541	/// Pre-MSAA, the UIA→MSAA proxy collapsed every BUTTONDROPDOWN to a	COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	601		COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	781	assert!(	COMMENT
LOW	…st/crates/cua-driver/tests/harness_libreoffice_test.rs	921	.args(["/F", "/IM", "soffice.bin"])	COMMENT
LOW	…/cua-driver/tests/installed_app_textedit_macos_test.rs	1	//! TextEdit background-delivery integration check for macOS.	COMMENT
LOW	…/rust/crates/cua-driver/tests/protocol_session_test.rs	1	//! Multi-client / multi-cursor / overlay session tests.	COMMENT
LOW	…ust/crates/cua-driver/tests/protocol_handshake_test.rs	1	//! MCP JSON-RPC handshake + tools/list contract tests.	COMMENT
LOW	…river/rust/crates/cua-driver/tests/harness_web_test.rs	1	//! Integration tests against the CuaTestHarness.WebView (WPF + WebView2)	COMMENT
LOW	…river/rust/crates/cua-driver/tests/harness_web_test.rs	481	}	COMMENT
LOW	…er/rust/crates/cua-driver/tests/harness_winui3_test.rs	1	//! Integration test against the CuaTestHarness.WinUI3 .NET 8 app.	COMMENT
LOW	…er/rust/crates/cua-driver/tests/harness_winui3_test.rs	401	}	COMMENT
LOW	…/crates/cua-driver/tests/desktop_scope_windows_test.rs	1	//! Harness integration test for the desktop-scope modality (#1968 / #2019).	COMMENT
LOW	…/cua-driver/tests/transport_config_persistence_test.rs	1	//! Transport axis: `set_config` visibility across the CLI vs MCP transports.	COMMENT
LOW	…r/rust/crates/cua-driver/tests/harness_swiftui_test.rs	1	//! Integration test against the CuaTestHarness.SwiftUI Swift app.	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/autostart.rs	1	//! `cua-driver autostart {enable\|disable\|status\|kick}` — register / inspect /	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/autostart.rs	21	//! `ITaskFolder`, `IPrincipal`, ...) is ~10 nested COM-wrapper calls in	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/autostart.rs	41	"cua-driver-serve"	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/autostart.rs	141	/// chain down to a versioned release path, which then gets baked into the	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/autostart.rs	181	/// `UNC\server\share` form the extended-length namespace also carries.	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/autostart.rs	201	/// `Start-Process -WindowStyle Hidden`. Without this, Task Scheduler	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/autostart.rs	221	/// Account-name format: on domain-joined machines USERDOMAIN holds the	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/telemetry.rs	1	//! Content-free product telemetry for Cua Driver.	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/serve.rs	1	//! Local daemon server and client for `cua-driver serve`/`stop`/`status`.	COMMENT
LOW	libs/cua-driver/rust/crates/cua-driver/src/updater.rs	1	//! `cua-driver update --apply` implementation.	COMMENT
939 more matches not shown…

Cross-File Repetition160 hits · 800 pts

Severity	File	Line	Snippet	Context
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	context-manger to allocate a buffer using a _uniffirustbufferbuilder. the allocated buffer will be automatically freed i	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	context-manger to allocate a buffer using a _uniffirustbufferbuilder. the allocated buffer will be automatically freed i	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	context-manger to allocate a buffer using a _uniffirustbufferbuilder. the allocated buffer will be automatically freed i	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	context-manger to allocate a buffer using a _uniffirustbufferbuilder. the allocated buffer will be automatically freed i	STRING
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	context-manager to consume a buffer using a _uniffirustbufferstream. the _uniffirustbuffer will be freed once the contex	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	context-manager to consume a buffer using a _uniffirustbufferstream. the _uniffirustbuffer will be freed once the contex	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	context-manager to consume a buffer using a _uniffirustbufferstream. the _uniffirustbuffer will be freed once the contex	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	context-manager to consume a buffer using a _uniffirustbufferstream. the _uniffirustbuffer will be freed once the contex	STRING
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	context-manager to read a buffer using a _uniffirustbufferstream. this is like consume_with_stream, but doesn't free the	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	context-manager to read a buffer using a _uniffirustbufferstream. this is like consume_with_stream, but doesn't free the	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	context-manager to read a buffer using a _uniffirustbufferstream. this is like consume_with_stream, but doesn't free the	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	context-manager to read a buffer using a _uniffirustbufferstream. this is like consume_with_stream, but doesn't free the	STRING
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	helper for structured reading of bytes from a _uniffirustbuffer	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	helper for structured reading of bytes from a _uniffirustbuffer	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	helper for structured reading of bytes from a _uniffirustbuffer	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	helper for structured reading of bytes from a _uniffirustbuffer	STRING
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	helper for structured writing of bytes into a _uniffirustbuffer.	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	helper for structured writing of bytes into a _uniffirustbuffer.	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	helper for structured writing of bytes into a _uniffirustbuffer.	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	helper for structured writing of bytes into a _uniffirustbuffer.	STRING
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	a map where inserting, getting and removing data is synchronized with a lock.	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	a map where inserting, getting and removing data is synchronized with a lock.	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	a map where inserting, getting and removing data is synchronized with a lock.	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	a map where inserting, getting and removing data is synchronized with a lock.	STRING
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	low-level insert, this assumes `self._lock` is held.	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	low-level insert, this assumes `self._lock` is held.	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	low-level insert, this assumes `self._lock` is held.	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	low-level insert, this assumes `self._lock` is held.	STRING
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	function pointer for a rust task, which a callback function that takes a opaque pointer	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	function pointer for a rust task, which a callback function that takes a opaque pointer	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	function pointer for a rust task, which a callback function that takes a opaque pointer	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	function pointer for a rust task, which a callback function that takes a opaque pointer	STRING
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	factory function to create callback function types for async functions	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	factory function to create callback function types for async functions	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	factory function to create callback function types for async functions	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	factory function to create callback function types for async functions	STRING
HIGH	libs/cua-driver/python/src/cua_driver/_native.py	0	this is how we find and load the dynamic library provided by the component. for now we just look it up by name.	STRING
HIGH	…s/cua-driver/python/src/cua_driver/_native_contract.py	0	this is how we find and load the dynamic library provided by the component. for now we just look it up by name.	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	0	this is how we find and load the dynamic library provided by the component. for now we just look it up by name.	STRING
HIGH	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	0	this is how we find and load the dynamic library provided by the component. for now we just look it up by name.	STRING
HIGH	libs/python/core/tests/conftest.py	0	pytest configuration and shared fixtures for computer package tests. this file contains shared fixtures and configuratio	STRING
HIGH	libs/python/mcp-server/tests/conftest.py	0	pytest configuration and shared fixtures for computer package tests. this file contains shared fixtures and configuratio	STRING
HIGH	libs/python/agent/tests/conftest.py	0	pytest configuration and shared fixtures for computer package tests. this file contains shared fixtures and configuratio	STRING
HIGH	libs/python/computer-server/tests/conftest.py	0	pytest configuration and shared fixtures for computer package tests. this file contains shared fixtures and configuratio	STRING
HIGH	libs/python/computer/tests/conftest.py	0	pytest configuration and shared fixtures for computer package tests. this file contains shared fixtures and configuratio	STRING
HIGH	libs/python/mcp-server/tests/conftest.py	0	disable telemetry for tests. use this fixture to ensure no telemetry is sent during tests.	STRING
HIGH	libs/python/agent/tests/conftest.py	0	disable telemetry for tests. use this fixture to ensure no telemetry is sent during tests.	STRING
HIGH	libs/python/computer-server/tests/conftest.py	0	disable telemetry for tests. use this fixture to ensure no telemetry is sent during tests.	STRING
HIGH	libs/python/computer/tests/conftest.py	0	disable telemetry for tests. use this fixture to ensure no telemetry is sent during tests.	STRING
HIGH	libs/python/agent/benchmarks/contrib.md	0	predict click coordinates for the given image and instruction. args: image: pil image to analyze instruction: text instr	STRING
HIGH	libs/python/agent/benchmarks/models/gta1.py	0	predict click coordinates for the given image and instruction. args: image: pil image to analyze instruction: text instr	STRING
HIGH	libs/python/agent/benchmarks/models/base.py	0	predict click coordinates for the given image and instruction. args: image: pil image to analyze instruction: text instr	STRING
HIGH	libs/python/agent/cua_agent/computers/custom.py	0	take a screenshot and return as base64 string. args: text: optional descriptive text (for compatibility with gpt-4o mode	STRING
HIGH	libs/python/agent/cua_agent/computers/cua.py	0	take a screenshot and return as base64 string. args: text: optional descriptive text (for compatibility with gpt-4o mode	STRING
HIGH	libs/python/agent/cua_agent/computers/base.py	0	take a screenshot and return as base64 string. args: text: optional descriptive text (for compatibility with gpt-4o mode	STRING
HIGH	libs/python/agent/cua_agent/computers/custom.py	0	scroll at coordinates with specified scroll amounts.	STRING
HIGH	libs/python/agent/cua_agent/computers/cua.py	0	scroll at coordinates with specified scroll amounts.	STRING
HIGH	libs/python/agent/cua_agent/computers/base.py	0	scroll at coordinates with specified scroll amounts.	STRING
HIGH	libs/python/agent/cua_agent/integrations/hud/agent.py	0	you are a ui grounding expert. follow these guidelines: 1. never ask for confirmation. complete all tasks autonomously.	STRING
HIGH	libs/python/agent/cua_agent/loops/openai.py	0	you are a ui grounding expert. follow these guidelines: 1. never ask for confirmation. complete all tasks autonomously.	STRING
100 more matches not shown…

Cross-Language Confusion106 hits · 581 pts

Severity	File	Line	Snippet	Context
HIGH⚡	nix/cua-driver/compositor/cua_compositor_patch.py	300	if (!node \|\| node->type != WLR_SCENE_NODE_BUFFER) return false;	CODE
HIGH⚡	nix/cua-driver/compositor/cua_compositor_patch.py	306	if (!sc \|\| wl_list_empty(&sc->pointers)) {	CODE
HIGH⚡	nix/cua-driver/compositor/cua_compositor_patch.py	313	if (!sc \|\| wl_list_empty(&sc->pointers)) return false;	CODE
HIGH⚡	nix/cua-driver/compositor/cua_compositor_patch.py	542	if (end && !*end && fn >= 1 && fn <= 10) kc = KEY_F1 + (uint32_t)fn - 1;	CODE
HIGH⚡	nix/cua-driver/compositor/cua_compositor_patch.py	543	else if (end && !*end && fn == 11) kc = KEY_F11;	CODE
HIGH⚡	nix/cua-driver/compositor/cua_compositor_patch.py	544	else if (end && !*end && fn == 12) kc = KEY_F12;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	152	if (pid <= 0 \|\| root_pid <= 0) return false;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	153	for (int depth = 0; depth < 64 && pid > 1; depth++) {	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	167	if (!close \|\| sscanf(close + 2, "%c %ld", &state, &parent) != 2 \|\|	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	168	parent <= 0 \|\| parent == pid) return false;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	204	if (a && strcmp(a, app_id) == 0) { found = t; matches++; }	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	223	if (target_pid > 0 && cua_toplevel_pid(t) == target_pid) {	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	244	if (target_pid > 0 && cua_toplevel_pid(t) == target_pid) target = t;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	289	if (!t \|\| idx < 0 \|\| idx >= CUA_MAXDEV) return false;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	351	if (!sc \|\| wl_list_empty(&sc->pointers)) return NULL;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	363	if (!t \|\| idx < 0 \|\| idx >= CUA_MAXDEV) return false;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	368	if (!sc \|\| wl_list_empty(&sc->pointers)) return false;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	386	if (!t \|\| idx < 0 \|\| idx >= CUA_MAXDEV) return false;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	389	if (!sc \|\| wl_list_empty(&sc->pointers)) return false;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	434	if (cp > 0 && cp < 128 && !g_chartab[cp].valid) {	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	459	if (!sc \|\| wl_list_empty(&sc->keyboards)) return NULL;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	461	if (focused && wlr_surface_get_root_surface(focused) == surface) {	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	563	if (!kc && key[0] && !key[1]) {	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	565	if (cp < 128 && g_chartab[cp].valid) kc = g_chartab[cp].keycode;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	665	if (nl > p && nl[-1] == '\r') nl[-1] = 0;	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	735	if (bind(fd, (struct sockaddr *)&addr, sizeof addr) < 0 \|\| listen(fd, 4) < 0) {	CODE
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	772	"\tif (!toplevel->cua_initial_activation_sent && prev_surface) {\n"	STRING
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	818	"\t\tif (cua_ptr[i].entered && wlr_surface_get_root_surface(cua_ptr[i].entered) == cua_surface) cua_ptr[i].entered =	STRING
HIGH	nix/cua-driver/compositor/cua_compositor_patch.py	819	"\t\tif (cua_kbd_state[i].entered && wlr_surface_get_root_surface(cua_kbd_state[i].entered) == cua_surface) cua_kbd_	STRING
HIGH	tests/test_image_builder.py	48	out = await _run(image, "curl --version && wget --version")	CODE
HIGH	tests/test_image_builder.py	53	out = await _run(image, "curl --version && wget --version")	CODE
HIGH	tests/test_image_builder.py	101	out = await _run(image, "test -d /opt/myapp && echo exists")	CODE
HIGH	tests/test_image_builder.py	216	out = await _run(image, "jq --version && wget --version")	CODE
HIGH⚡	libs/cua-driver/scripts/tests/test_macos_lume_runner.py	1213	"ensure_unrestricted_daemon \|\| status=$?\n"	CODE
HIGH⚡	libs/cua-driver/scripts/tests/test_macos_lume_runner.py	1298	"run_retry_sequence \|\| status=$?\n"	CODE
HIGH	libs/cua-driver/scripts/tests/test_macos_lume_runner.py	996	"status=0\nretry_result_is_exact \|\| status=$?\n"	CODE
HIGH	libs/cua-driver/scripts/tests/test_macos_lume_runner.py	1013	"status=0\nretry_result_is_exact \|\| status=$?\n"	CODE
HIGH	libs/cua-driver/scripts/tests/test_macos_lume_runner.py	1187	"ensure_unrestricted_daemon \|\| status=$?\n"	CODE
HIGH	libs/cua-driver/scripts/tests/test_macos_lume_runner.py	1250	"run_retry_sequence \|\| status=$?\n"	CODE
HIGH	libs/cua-driver/scripts/tests/test_macos_lume_runner.py	1279	"run_retry_sequence \|\| status=$?\n"	CODE
HIGH	libs/cua-driver/scripts/tests/test_macos_lume_runner.py	346	"""stdin="$(cat \|\| true)"	STRING
HIGH	libs/python/cua-sandbox/cua_sandbox/image.py	525	lines.append(f"apt-get update && apt-get install -y {pkgs}")	CODE
HIGH	libs/python/cua-sandbox/cua_sandbox/image.py	559	f"npm install -g @bubblewrap/cli 2>/dev/null \|\| true\n"	CODE
HIGH	libs/python/cua-sandbox/cua_sandbox/image.py	561	f"(cd \"$_BWW_DIR\" && bubblewrap init --manifest '{manifest_url}' --directory . --skipPwaValida	CODE
HIGH	libs/python/cua-sandbox/cua_sandbox/runtime/qemu.py	943	["wsl", "-e", "bash", "-c", "test -e /dev/kvm && which qemu-system-x86_64"],	CODE
HIGH	libs/python/cua-sandbox/cua_sandbox/runtime/lume.py	444	"launchctl bootout gui/$(id -u)/com.trycua.computer_server 2>/dev/null; "	CODE
HIGH	libs/python/cua-sandbox/cua_sandbox/runtime/lume.py	513	"pkill -f 'python.*computer_server' 2>/dev/null \|\| true",	CODE
HIGH⚡	libs/python/cua-sandbox/cua_sandbox/builder/executor.py	155	cmd = f"sudo bash -c '. /etc/profile.d/cua-env.sh 2>/dev/null; {_bash_escape(cmd)}'"	CODE
HIGH⚡	libs/python/cua-sandbox/cua_sandbox/builder/executor.py	160	f"'. /etc/profile.d/cua-env.sh 2>/dev/null; {_bash_escape(cmd)}'"	CODE
HIGH⚡	libs/python/cua-sandbox/cua_sandbox/builder/executor.py	164	cmd = f"sh -c '. /data/local/tmp/.cua_env 2>/dev/null; {_bash_escape(cmd)}'"	CODE
HIGH	libs/python/cua-sandbox/tests/test_snapshots.py	36	"apt-get update -qq && apt-get install -y -qq cowsay", timeout=120	CODE
HIGH⚡	libs/python/computer-server/computer_server/browser.py	87	"playwright is not installed. Please install it with: pip install playwright && playwright install -	CODE
HIGH	libs/python/computer-server/computer_server/browser.py	119	defaultGetter.toString();	STRING
HIGH	libs/python/computer-server/computer_server/browser.py	121	set: undefined,	STRING
HIGH	libs/python/computer-server/computer_server/browser.py	136	patchedGetter.toString();"""	STRING
HIGH	…on/computer-server/computer_server/handlers/android.py	72	"shell", "uiautomator dump /sdcard/ui_dump.xml && cat /sdcard/ui_dump.xml", decode=True	CODE
HIGH	…andbox-apps/cua_sandbox_apps/pipeline/creator_agent.py	163	sandbox_run(name, 'killall "Setup Assistant" 2>/dev/null; true')	CODE
HIGH	…andbox-apps/cua_sandbox_apps/pipeline/creator_agent.py	164	sandbox_run(name, 'osascript -e "tell application \"System Events\" to click button \"Skip\" of window 1 of process \"	CODE
HIGH	…andbox-apps/cua_sandbox_apps/pipeline/creator_agent.py	547	"cat /tmp/install.exit 2>/dev/null; echo DONE"	CODE
HIGH	libs/python/bench-ui/bench_ui/child.py	53	"if(!el){return null;}"	CODE
46 more matches not shown…

Self-Referential Comments190 hits · 520 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/shell_cmd.py	38	# Create a remote Windows computer with Cua	COMMENT
MEDIUM	tests/test_venv.py	40	# Create a remote Linux computer with Cua	COMMENT
MEDIUM	tests/test_venv.py	48	# # Create a local macOS computer with Cua	COMMENT
MEDIUM	tests/test_venv.py	62	# Create a test virtual environment and install requests	COMMENT
MEDIUM	tests/test_venv.py	168	# Define a function with the remote decorator	COMMENT
MEDIUM	tests/test_venv.py	189	# Define a function with the remote decorator that explicitly specifies the computer	COMMENT
MEDIUM	tests/test_files.py	38	# Create a remote Linux computer with Cua	COMMENT
MEDIUM	tests/test_files.py	46	# Create a local macOS computer with Cua	COMMENT
MEDIUM	tests/test_files.py	211	# Create a file larger than 10MB (10 * 1024 * 1024 = 10,485,760 bytes)	COMMENT
MEDIUM	tests/test_files.py	330	# Create a large text content (approximately 6MB)	COMMENT
MEDIUM	tests/test_shell_bash.py	38	# Create a remote Linux computer with Cua	COMMENT
MEDIUM	tests/agent_loop_testing/agent_test_uitars.py	123	# Create the real CUA ComputerAgent	COMMENT
MEDIUM	tests/agent_loop_testing/agent_test.py	139	# Create the real Cua ComputerAgent	COMMENT
MEDIUM	docs/scripts/generate_sqlite.py	120	# Create main pages table	COMMENT
MEDIUM	docs/scripts/modal_app.py	24	# Define the Modal app	COMMENT
MEDIUM	docs/scripts/modal_app.py	40	# Define the container image with all dependencies	COMMENT
MEDIUM	docs/scripts/modal_app.py	1344	# Create main table	STRING
MEDIUM	docs/scripts/docs-mcp-server/main.py	500	# Create the ASGI app	COMMENT
MEDIUM⚡	libs/cua-driver/python/src/cua_driver/_native.py	290	# This function is used for rust calls that return Result<> and therefore can set the CALL_ERROR status code.	COMMENT
MEDIUM⚡	…s/cua-driver/python/src/cua_driver/_native_contract.py	288	# This function is used for rust calls that return Result<> and therefore can set the CALL_ERROR status code.	COMMENT
MEDIUM	libs/cuabot/src/mcp/overlay-cursor.py	225	# Create an empty region (no input area)	COMMENT
MEDIUM	libs/cuabot/src/mcp/overlay-cursor.py	318	# Create a copy to modify	COMMENT
MEDIUM	libs/cuabot/src/mcp/overlay-cursor.py	327	# Create a new pixel array	COMMENT
MEDIUM	libs/python/core/cua_core/telemetry/__init__.py	1	"""This module provides the core telemetry functionality for Cua libraries.	STRING
MEDIUM	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1263	# This class is part of an EXPERIMENTAL API.	COMMENT
MEDIUM⚡	…ython/cua-sandbox/cua_sandbox/registry/qemu_builder.py	317	# Create a small data-only ISO with Autounattend.xml + setup script.	COMMENT
MEDIUM	libs/python/cua-cli/tests/conftest.py	149	# Create a fake MP4 file for replay tests	COMMENT
MEDIUM	libs/python/cua-cli/tests/conftest.py	209	# Create a small test file	COMMENT
MEDIUM	libs/python/mcp-server/mcp_server/server.py	383	# Create a task to shutdown gracefully	COMMENT
MEDIUM	libs/python/agent/tests/test_telemetry_events.py	99	# Create a mock computer_call item	COMMENT
MEDIUM	libs/python/agent/benchmarks/utils.py	393	# Create a copy of the image	COMMENT
MEDIUM	libs/python/agent/cua_agent/ui/gradio/app.py	216	# Create the computer	COMMENT
MEDIUM	libs/python/agent/cua_agent/ui/gradio/ui_components.py	205	# Create the Gradio interface	COMMENT
MEDIUM	libs/python/agent/cua_agent/tools/browser_tool.py	254	# Create a task and wait for it	COMMENT
MEDIUM	…s/python/agent/cua_agent/callbacks/trajectory_saver.py	36	# Create a copy of the dictionary	COMMENT
MEDIUM	libs/python/agent/cua_agent/callbacks/logging.py	23	# Create a copy of the dictionary	COMMENT
MEDIUM	libs/python/agent/cua_agent/callbacks/telemetry.py	242	# Create a copy of the item with timestamp	COMMENT
MEDIUM	libs/python/agent/cua_agent/human_tool/ui.py	97	# Create a formatted message for the tool call	COMMENT
MEDIUM	libs/python/agent/cua_agent/human_tool/__main__.py	15	# Create the Gradio demo	COMMENT
MEDIUM	libs/python/agent/cua_agent/loops/glm45v.py	823	# Create a simple click instruction prompt	COMMENT
MEDIUM	libs/python/computer-server/computer_server/server.py	94	# Create a task to run the server	COMMENT
MEDIUM	…/python/computer-server/computer_server/pty_manager.py	28	# Create a session	STRING
MEDIUM	libs/python/computer-server/computer_server/main.py	1220	# Define a direct computer tool that implements the AsyncComputerHandler protocol	COMMENT
MEDIUM⚡	…on/computer-server/computer_server/diorama/safezone.py	147	# Create an accessibility element for the Dock	COMMENT
MEDIUM	…hon/computer-server/computer_server/diorama/diorama.py	68	# Create a hash for this app_list to use as a key	COMMENT
MEDIUM	…python/computer-server/computer_server/diorama/draw.py	241	# Create a dictionary of window z-order	COMMENT
MEDIUM	…python/computer-server/computer_server/diorama/draw.py	751	# Create an accessibility element for the application	COMMENT
MEDIUM	…python/computer-server/computer_server/diorama/draw.py	822	# Create an accessibility element for the Dock	COMMENT
MEDIUM	…thon/computer-server/computer_server/handlers/macos.py	902	# Create a serializable dictionary representation of an accessibility element	COMMENT
MEDIUM	…andlers/_grpc_emulator/emulator_controller_pb2_grpc.py	1263	# This class is part of an EXPERIMENTAL API.	COMMENT
MEDIUM	…dbox_apps/apps/vim/linux/logs/transcript/page-001.html	504	"content": "#!/bin/bash\n\n# Launch Vim (gvim GUI version)\n# Opens a new gvim window with an empty file\n	CODE
MEDIUM⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	636	"content": "#!/bin/bash\nset -e\n\necho \"=== IntelliJ IDEA Community Edition Install Script ===\"	CODE
MEDIUM⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	1424	"content": "#!/bin/bash\n#############################################################################\n#	CODE
MEDIUM⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2393	"install_script": "#!/bin/bash\n########################################################################	CODE
MEDIUM⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2466	"install_script": "#!/bin/bash\n########################################################################	CODE
MEDIUM⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2555	"install_script": "#!/bin/bash\n########################################################################	CODE
MEDIUM⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2701	"install_script": "#!/bin/bash\n########################################################################	CODE
MEDIUM	…apps/intellij-idea/linux/logs/transcript/page-001.html	385	"content": "#!/bin/bash\nset -e\n\necho \"=== IntelliJ IDEA Install Script ===\"\necho \"Insta	CODE
MEDIUM	…apps/intellij-idea/linux/logs/transcript/page-001.html	453	"content": "#!/bin/bash\nset -e\n\necho \"=== IntelliJ IDEA Install Script ===\"\necho \"Insta	CODE
MEDIUM	…apps/intellij-idea/linux/logs/transcript/page-001.html	1001	"content": "#!/bin/bash\nset -e\n\necho \"=== IntelliJ IDEA Community Edition Install Script ===\"	CODE
130 more matches not shown…

Hallucination Indicators44 hits · 490 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	893	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.appender.AbstractManager.getManager(AbstractManage	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	894	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.appender.OutputStreamManager.getManager(OutputStre	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	895	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.appender.rolling.RollingFileManager.getFileManager	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	898	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.plugins.util.PluginBuilder.build(PluginBuil	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	899	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.createPluginObject(Ab	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	900	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.createConfiguration(A	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	901	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.createConfiguration(A	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	902	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.doConfigure(AbstractC	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	903	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.initialize(AbstractCo	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	904	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.start(AbstractConfigu	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	905	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.LoggerContext.setConfiguration(LoggerContext.java:	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	906	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.LoggerContext.start(LoggerContext.java:285)	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	907	at org.elasticsearch.server@9.3.3/org.elasticsearch.common.logging.LogConfigurator.configure(LogConfigurator.java:273)	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	908	at org.elasticsearch.server@9.3.3/org.elasticsearch.common.logging.LogConfigurator.configure(LogConfigurator.java:130)	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	913	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.appender.AbstractManager.getManager(AbstractManage	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	914	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.appender.OutputStreamManager.getManager(OutputStre	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	915	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.appender.rolling.RollingFileManager.getFileManager	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	918	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.plugins.util.PluginBuilder.build(PluginBuil	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	919	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.createPluginObject(Ab	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	920	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.createConfiguration(A	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	921	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.createConfiguration(A	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	922	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.doConfigure(AbstractC	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	923	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.initialize(AbstractCo	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	924	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.start(AbstractConfigu	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	925	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.LoggerContext.setConfiguration(LoggerContext.java:	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	926	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.LoggerContext.start(LoggerContext.java:285)	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	927	at org.elasticsearch.server@9.3.3/org.elasticsearch.common.logging.LogConfigurator.configure(LogConfigurator.java:273)	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	928	at org.elasticsearch.server@9.3.3/org.elasticsearch.common.logging.LogConfigurator.configure(LogConfigurator.java:130)	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	933	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.plugins.util.PluginBuilder.findFactoryMetho	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	934	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.plugins.util.PluginBuilder.build(PluginBuil	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	935	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.createPluginObject(Ab	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	936	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.createConfiguration(A	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	937	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.createConfiguration(A	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	938	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.doConfigure(AbstractC	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	939	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.initialize(AbstractCo	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	940	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.config.AbstractConfiguration.start(AbstractConfigu	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	941	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.LoggerContext.setConfiguration(LoggerContext.java:	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	942	at org.apache.logging.log4j.core@9.3.3/org.apache.logging.log4j.core.LoggerContext.start(LoggerContext.java:285)	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	943	at org.elasticsearch.server@9.3.3/org.elasticsearch.common.logging.LogConfigurator.configure(LogConfigurator.java:273)	CODE
CRITICAL⚡	…apps/elasticsearch/linux/logs/transcript/page-001.html	944	at org.elasticsearch.server@9.3.3/org.elasticsearch.common.logging.LogConfigurator.configure(LogConfigurator.java:130)	CODE
CRITICAL	…hon/computer/computer/providers/winsandbox/provider.py	144	file_exists = sandbox.rpyc.modules.os.path.exists(server_address_file)	CODE
CRITICAL	…et/sdk-bindings/kotlin/ai/cua/cyclops/sdk/fleet_sdk.kt	871	ai.cua.cyclops.sdk.schema.uniffiEnsureInitialized()	CODE
CRITICAL	…et/sdk-bindings/kotlin/ai/cua/cyclops/sdk/fleet_sdk.kt	1685	private val cleaner = com.sun.jna.internal.Cleaner.getCleaner()	CODE
CRITICAL	…kotlin/ai/cua/cyclops/sdk/schema/cyclops_sdk_schema.kt	1198	private val cleaner = com.sun.jna.internal.Cleaner.getCleaner()	CODE

Redundant / Tautological Comments350 hits · 481 pts

Severity	File	Line	Snippet	Context
LOW	libs/cuabot/src/mcp/overlay-cursor.py	566	# Check if already running - send move command instead	COMMENT
LOW	libs/cuabot/src/scripts/agent-device-wrapper.sh	9	# Check if nested virtualization is enabled	COMMENT
LOW	libs/cuabot/src/scripts/agent-device-wrapper.sh	88	# Check if nested virtualization is enabled	COMMENT
LOW	libs/cuabot/src/scripts/agent-device-wrapper.sh	91	# Check if Android system images exist	COMMENT
LOW	libs/python/cua-sandbox/cua_sandbox/image.py	68	# Check if we already have the extracted result	COMMENT
LOW⚡	libs/python/cua-sandbox/cua_sandbox/transport/cloud.py	445	# Check if this is a Windows server (no screen_size endpoint)	COMMENT
LOW	libs/python/cua-sandbox/cua_sandbox/transport/cloud.py	648	# Check if pwa2apk is installed globally or locally	COMMENT
LOW	…on/cua-sandbox/cua_sandbox/runtime/android_emulator.py	52	# Check if java works without JAVA_HOME	COMMENT
LOW	libs/python/som/som/detection.py	59	# Check if the model file already exists	COMMENT
LOW	libs/python/som/som/detection.py	69	# Check if the model exists in cache	COMMENT
LOW	libs/python/som/som/ocr.py	23	# Check if we're in the main thread	COMMENT
LOW	libs/python/som/som/detect.py	254	# Check if this center point is inside the non-OCR element	COMMENT
LOW⚡	libs/python/cua-cli/cua_cli/commands/trajectory.py	224	os.kill(pid, 0) # Check if process exists (doesn't actually send a signal)	CODE
LOW	libs/python/cua-cli/cua_cli/commands/mcp.py	119	# Check if it's a group	COMMENT
LOW	libs/python/cua-cli/cua_cli/commands/image.py	496	# Read file into memory (for simplicity - could stream for very large files)	COMMENT
LOW	libs/python/mcp-server/build-extension.py	123	# Check if fileicon is installed	COMMENT
LOW	libs/python/mcp-server/desktop-extension/run_server.sh	15	# Check if it has the required packages	COMMENT
LOW	libs/python/mcp-server/scripts/install_mcp_server.sh	40	# Check if Python is installed	COMMENT
LOW	libs/python/mcp-server/scripts/install_mcp_server.sh	46	# Check if pip is installed	COMMENT
LOW	libs/python/mcp-server/mcp_server/session_manager.py	54	# Check if we can create a new one	COMMENT
LOW	libs/python/mcp-server/mcp_server/session_manager.py	60	# Check if we should use host computer server	COMMENT
LOW	libs/python/mcp-server/mcp_server/session_manager.py	94	# Check if computer has been idle too long	COMMENT
LOW	libs/python/mcp-server/mcp_server/session_manager.py	170	# Check if session exists and is not shutting down	COMMENT
LOW	libs/python/mcp-server/mcp_server/session_manager.py	225	# Check if session has active tasks	COMMENT
LOW	libs/python/agent/example.py	135	# # Print output	COMMENT
LOW	libs/python/agent/benchmarks/ss-v2.py	75	# Check if prediction is correct	COMMENT
LOW	libs/python/agent/benchmarks/ss-pro.py	69	# Check if prediction is correct	COMMENT
LOW	libs/python/agent/benchmarks/interactive.py	163	# Display results summary	COMMENT
LOW	libs/python/agent/cua_agent/responses.py	763	# Check if this is the "[Execution completed. See screenshot below]" pattern	COMMENT
LOW⚡	libs/python/agent/cua_agent/__init__.py	28	# Check if telemetry is enabled	COMMENT
LOW⚡	libs/python/agent/cua_agent/agent.py	601	# Check if it's a BaseTool instance	COMMENT
LOW⚡	libs/python/agent/cua_agent/agent.py	604	# Check if it's a regular callable	COMMENT
LOW	libs/python/agent/cua_agent/agent.py	574	# Check if it's a computer object (has interface attribute)	COMMENT
LOW	libs/python/agent/cua_agent/agent.py	745	# # Print messages	COMMENT
LOW	libs/python/agent/cua_agent/agent.py	795	# Check if this was a terminate action	COMMENT
LOW	libs/python/agent/cua_agent/__main__.py	14	# Check if 'cli' is specified as the module	COMMENT
LOW	libs/python/agent/cua_agent/ui/gradio/ui_components.py	54	# Check if API keys are available	COMMENT
LOW	libs/python/agent/cua_agent/playground/server.py	267	# Check if there's already a running event loop	COMMENT
LOW	…s/python/agent/cua_agent/callbacks/trajectory_saver.py	480	# Check if action has x/y coordinates and there's a screenshot in the result	COMMENT
LOW	libs/python/agent/cua_agent/callbacks/telemetry.py	200	# Check if it's a cuaComputerHandler with a cua_computer	COMMENT
LOW⚡	libs/python/agent/cua_agent/human_tool/ui.py	45	# Check if it's a base64 image or URL	COMMENT
LOW	libs/python/agent/cua_agent/human_tool/ui.py	416	# Check if there are any pending calls	COMMENT
LOW	libs/python/agent/cua_agent/adapters/mlxvlm_adapter.py	291	# Check if output contains box tokens that need processing	COMMENT
LOW	…bs/python/agent/cua_agent/adapters/azure_ml_adapter.py	92	# Check if message has tool_calls that need double-encoding	COMMENT
LOW	libs/python/agent/cua_agent/loops/anthropic.py	776	# Check if this is a custom function tool or computer tool	COMMENT
LOW	libs/python/agent/cua_agent/loops/fara/config.py	195	# Check if the last message is a terminate function_call_output	COMMENT
LOW	libs/python/agent/cua_agent/loops/fara/config.py	212	# Check if it's a terminate action output (contains "terminated": True)	COMMENT
LOW	libs/python/agent/cua_agent/loops/fara/config.py	280	# Check if computer_handler has get_current_url method	COMMENT
LOW	libs/python/computer-server/test_connection.py	54	# Check if authentication was successful	COMMENT
LOW	libs/python/computer-server/test_connection.py	213	# Check if container name is provided but API key is missing	COMMENT
LOW⚡	libs/python/computer-server/computer_server/browser.py	40	# Check if browser was closed and needs reinitialization	COMMENT
LOW⚡	libs/python/computer-server/computer_server/browser.py	43	# Check if context is still valid by trying to access it	COMMENT
LOW⚡	libs/python/computer-server/computer_server/browser.py	245	# Check if page is still valid and get a new one if needed	COMMENT
LOW	libs/python/computer-server/computer_server/browser.py	307	# Check if this is a "browser/page/context closed" error	COMMENT
LOW	libs/python/computer-server/computer_server/main.py	634	# Check if CONTAINER_NAME is set (indicating cloud provider)	COMMENT
LOW	libs/python/computer-server/computer_server/main.py	799	# Check if CONTAINER_NAME is set (indicating cloud provider)	COMMENT
LOW	libs/python/computer-server/computer_server/main.py	1479	# Check if CONTAINER_NAME is set (indicating cloud provider)	COMMENT
LOW	…thon/computer-server/computer_server/handlers/macos.py	350	# Check if it's an accessibility element by checking its type ID	COMMENT
LOW	…ps/cua_sandbox_apps/apps/vim/linux/extract_metadata.sh	44	# Check if this is a vim icon	COMMENT
LOW	…-apps/cua_sandbox_apps/apps/vim/linux/logs/result.json	11	"extract_metadata_script": "#!/bin/bash\n\n# Extract metadata for Vim installation\n\n# Find the main Vim binary\nBINA	CODE
290 more matches not shown…

Deep Nesting526 hits · 449 pts

Severity	File	Line	Context
LOW	tests/cold_start_benchmark.py	54	CODE
LOW	tests/integration/sandbox_cli/test_android_local_cdp.py	50	CODE
LOW	tests/agent_loop_testing/agent_test_uitars.py	111	CODE
LOW	tests/agent_loop_testing/agent_test.py	127	CODE
LOW	docs/public/examples/local-models/cua-mcp-filter.py	36	CODE
LOW	docs/public/examples/local-models/cua-mcp-filter.py	53	CODE
LOW	docs/scripts/generate_sqlite.py	18	CODE
LOW	docs/scripts/generate_sqlite.py	41	CODE
LOW	docs/scripts/modal_app.py	211	CODE
LOW	docs/scripts/modal_app.py	264	CODE
LOW	docs/scripts/modal_app.py	968	CODE
LOW	docs/scripts/modal_app.py	1482	CODE
LOW	docs/scripts/modal_app.py	218	CODE
LOW	docs/scripts/crawl_docs.py	203	CODE
LOW	docs/scripts/crawl_docs.py	302	CODE
LOW	docs/scripts/generate_db.py	53	CODE
LOW	docs/scripts/docs-mcp-server/main.py	311	CODE
LOW	docs/scripts/docs-mcp-server/main.py	433	CODE
LOW	libs/cua-driver/python/build_wheel.py	37	CODE
LOW	libs/cua-driver/python/build_wheel.py	136	CODE
LOW	libs/cua-driver/python/build_wheel.py	162	CODE
LOW	libs/cua-driver/python/build_wheel.py	196	CODE
LOW	libs/cua-driver/python/build_wheel.py	243	CODE
LOW	libs/cua-driver/python/tests/test_uniffi_loader.py	129	CODE
LOW	libs/cua-driver/python/tests/test_uniffi_loader.py	161	CODE
LOW	libs/cua-driver/python/src/cua_driver/_native.py	299	CODE
LOW	…s/cua-driver/python/src/cua_driver/_native_contract.py	297	CODE
LOW	libs/cuabot/src/mcp/overlay-cursor.py	43	CODE
LOW	libs/cuabot/src/mcp/overlay-cursor.py	482	CODE
LOW	libs/cuabot/src/mcp/overlay-cursor.py	514	CODE
LOW	libs/cuabot/src/mcp/computer-use-mcp.py	54	CODE
LOW	libs/python/core/cua_core/telemetry/posthog.py	72	CODE
LOW	libs/python/core/cua_core/telemetry/otel.py	50	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox.py	1334	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox.py	1366	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/_config.py	107	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/image.py	516	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/cloud.py	64	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/cloud.py	477	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/cloud.py	158	CODE
LOW	…ython/cua-sandbox/cua_sandbox/transport/fleet_cloud.py	517	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/ssh.py	192	CODE
LOW	…on/cua-sandbox/cua_sandbox/runtime/android_emulator.py	82	CODE
LOW	…on/cua-sandbox/cua_sandbox/runtime/android_emulator.py	175	CODE
LOW	…on/cua-sandbox/cua_sandbox/runtime/android_emulator.py	363	CODE
LOW	…on/cua-sandbox/cua_sandbox/runtime/android_emulator.py	827	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/compat.py	232	CODE
LOW	…thon/cua-sandbox/cua_sandbox/runtime/qemu_installer.py	113	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/docker.py	110	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/docker.py	287	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/qemu.py	268	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/qemu.py	784	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/qemu.py	823	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/lume.py	274	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/lume.py	409	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/registry/resolve.py	128	CODE
LOW	…bs/python/cua-sandbox/cua_sandbox/registry/manifest.py	43	CODE
LOW	…bs/python/cua-sandbox/cua_sandbox/registry/manifest.py	186	CODE
LOW	…bs/python/cua-sandbox/cua_sandbox/registry/manifest.py	234	CODE
LOW	…ython/cua-sandbox/cua_sandbox/registry/qemu_builder.py	118	CODE
466 more matches not shown…

AI Slop Vocabulary97 hits · 191 pts

Severity	File	Line	Snippet	Context
LOW	tests/agent_loop_testing/agent_test.py	123	# All other commands just return success	COMMENT
MEDIUM	libs/cua-driver/python/src/cua_driver/wrapper.py	74	# test harness. The Rust binary owns validation, consent, identity, and	COMMENT
LOW	libs/cua-driver/python/src/cua_driver/_native.py	4687	# and just create a new instance with the required handle.	COMMENT
LOW	libs/cua-driver/python/src/cua_driver/_native.py	5375	# and just create a new instance with the required handle.	COMMENT
LOW	libs/cua-driver/python/src/cua_driver/_native.py	5910	# and just create a new instance with the required handle.	COMMENT
LOW	libs/cua-driver/python/src/cua_driver/_native.py	6052	# and just create a new instance with the required handle.	COMMENT
LOW	libs/cua-driver/python/src/cua_driver/_native.py	6266	# and just create a new instance with the required handle.	COMMENT
MEDIUM	libs/cua-driver/rust/crates/cua-driver/Cargo.toml	79	# Shared integration-test harness (MCP/CLI transports, child reaping, paths,	COMMENT
MEDIUM	…river/rust/crates/cua-driver/tests/harness_wpf_test.rs	1503	// coords, so it's the more robust slider integration test.	COMMENT
MEDIUM	…st/crates/cua-driver/tests/desktop_scope_linux_test.rs	17	//! #[ignore] (needs an X11/Xwayland display + AT-SPI + the GTK3 harness). Run:	COMMENT
MEDIUM	…st/crates/cua-driver/tests/desktop_scope_linux_test.rs	101	/// carries that aid and has a frame, so we're robust to the exact field name.	COMMENT
MEDIUM	…s/cua-driver/tests/standalone_browser_behavior_test.rs	78	r#"<main class="harness-grid">"#,	CODE
MEDIUM	…-driver/rust/crates/platform-linux/src/atspi/native.rs	2177	/// Vision/pixel click that actually lands — the Wayland answer (and a robust	COMMENT
MEDIUM	…driver/rust/crates/platform-windows/src/tools/impl_.rs	5649	// the string. Documented gap-closer (PR #1699 harness exposed).	COMMENT
MEDIUM	…ust/crates/platform-windows/src/tools/page_bookmark.rs	142	/// is robust against re-renders that change the title mid-flight.	COMMENT
MEDIUM	…a-driver/rust/crates/platform-macos/src/tools/click.rs	266	// screenshot width / logical screen width. This is robust even when	COMMENT
MEDIUM	libs/cua-driver/scripts/_install-common.sh	114	# user's `cua-driver-rs-foo` test harness or any script	COMMENT
MEDIUM	libs/cua-driver/scripts/_install-common.sh	173	# robust to a missing trailing newline.	COMMENT
MEDIUM	libs/cuabot/src/cuabotd.ts	525	// Xpra runs in seamless mode - each app window is a separate Xpra window on the host,	COMMENT
MEDIUM	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	639	"""Retrieves the current status of the emulator. This includes comprehensive	STRING
LOW	libs/python/cua-sandbox/cua_sandbox/registry/resolve.py	99	# For containers, docker pull handles everything — just return the ref	COMMENT
LOW	libs/python/cua-sandbox/cua_sandbox/builder/build.py	334	# Nothing to bake in — just use the base	STRING
LOW	libs/python/agent/cua_agent/agent.py	93	# Handle enums — just use their value	COMMENT
LOW	libs/python/agent/cua_agent/integrations/hud/agent.py	272	# If we don't have the tool call inputs, we should just use the previous output	STRING
LOW	libs/python/agent/cua_agent/loops/gemini.py	80	# Handle enums early — just use their value	COMMENT
MEDIUM	…andlers/_grpc_emulator/emulator_controller_pb2_grpc.py	639	"""Retrieves the current status of the emulator. This includes comprehensive	STRING
MEDIUM	…andbox_apps/apps/eclipse-ide/linux/extract_metadata.sh	3	# Extract metadata for Eclipse IDE - robust version	COMMENT
MEDIUM	…a_sandbox_apps/apps/eclipse-ide/linux/logs/result.json	8	"extract_metadata_script": "#!/bin/bash\n\n# Extract metadata for Eclipse IDE - robust version\n\n# First, try to find	CODE
LOW	…s/apps/eclipse-ide/linux/logs/transcript/page-001.html	259	"content": "#!/bin/bash\nset -e\n\necho \"=== Installing Eclipse IDE ===\"\n\n# Update system pack	CODE
MEDIUM	…s/apps/eclipse-ide/linux/logs/transcript/page-001.html	747	"content": "#!/bin/bash\n\n# Extract metadata for Eclipse IDE - robust version\n\n# First, try to find Ecl	CODE
MEDIUM	…s/apps/eclipse-ide/linux/logs/transcript/page-001.html	825	"content": "#!/bin/bash\n\n# Extract metadata for Eclipse IDE - robust version\n\n# First, try to find Ecl	CODE
MEDIUM	…s/apps/eclipse-ide/linux/logs/transcript/page-001.html	860	"extract_metadata_script": "#!/bin/bash\n\n# Extract metadata for Eclipse IDE - robust version\n\n# Firs	CODE
MEDIUM	…a_sandbox_apps/apps/netbeans/linux/extract_metadata.sh	3	# Extract NetBeans metadata with robust discovery	COMMENT
MEDIUM	…/cua_sandbox_apps/apps/netbeans/linux/logs/result.json	7	"extract_metadata_script": "#!/bin/bash\n\n# Extract NetBeans metadata with robust discovery\n\n# Find the binary usin	CODE
MEDIUM	…apps/apps/netbeans/linux/logs/transcript/page-001.html	2707	# Extract NetBeans metadata with robust discovery	COMMENT
MEDIUM	…apps/apps/netbeans/linux/logs/transcript/page-001.html	2341	- extract_metadata_script: FAIL: The script hardcodes a fallback version ("29") when dynamic discovery fails	CODE
MEDIUM	…apps/apps/netbeans/linux/logs/transcript/page-001.html	2626	"content": "#!/bin/bash\n\n# Extract NetBeans metadata with robust discovery\n\n# Find the binary using wh	CODE
MEDIUM	…apps/apps/netbeans/linux/logs/transcript/page-001.html	2664	"content": "#!/bin/bash\n\n# Extract NetBeans metadata with robust discovery\n\n# Find the binary using wh	CODE
MEDIUM	…apps/apps/netbeans/linux/logs/transcript/page-001.html	2886	"extract_metadata_script": "#!/bin/bash\n\n# Extract NetBeans metadata with robust discovery\n\n# Find t	CODE
MEDIUM	…apps/apps/netbeans/linux/logs/transcript/page-001.html	2907	"notes": "Apache NetBeans 29 successfully installed and launched on Linux. Application requires Java 21	CODE
MEDIUM	…ps/apps/kubernetes/linux/logs/transcript/page-001.html	2255	"notes": "Kubernetes is a container orchestration system installed with kubectl (CLI client) v1.35.3, mi	CODE
MEDIUM	…sandbox_apps/apps/metasploit/linux/extract_metadata.sh	3	# Extract metadata for Metasploit Framework - final robust version	COMMENT
MEDIUM	…ua_sandbox_apps/apps/metasploit/linux/logs/result.json	7	"extract_metadata_script": "#!/bin/bash\n\n# Extract metadata for Metasploit Framework - final robust version\n\n# 1.	CODE
MEDIUM	…ps/apps/metasploit/linux/logs/transcript/page-001.html	2761	"content": "#!/bin/bash\n\n# Extract metadata for Metasploit Framework - robust version\n\n# 1. Find binar	CODE
MEDIUM	…ps/apps/metasploit/linux/logs/transcript/page-001.html	2795	"extract_metadata_script": "#!/bin/bash\n\n# Extract metadata for Metasploit Framework - robust version\	CODE
MEDIUM	…ps/apps/metasploit/linux/logs/transcript/page-001.html	2864	"content": "#!/bin/bash\n\n# Extract metadata for Metasploit Framework - final robust version\n\n# 1. Find	CODE
MEDIUM	…ps/apps/metasploit/linux/logs/transcript/page-001.html	2898	"extract_metadata_script": "#!/bin/bash\n\n# Extract metadata for Metasploit Framework - final robust ve	CODE
MEDIUM	…dbox_apps/apps/git/linux/logs/transcript/page-001.html	200	Based on the redirect page you've shared, the comprehensive installation guide is available at **https://git-scm.co	CODE
LOW	libs/python/computer/computer/helpers.py	310	# If from stdlib/third-party, just add import	COMMENT
LOW	…bs/python/computer/computer/providers/lume/provider.py	77	# No initialization needed, just return self	COMMENT
MEDIUM	libs/kasm/src/ubuntu/install/firefox/install_firefox.sh	109	# Update firefox to utilize the system certificate store instead of the one that ships with firefox	COMMENT
LOW	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	1955	# and just create a new instance with the required handle.	COMMENT
LOW	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	3003	# and just create a new instance with the required handle.	COMMENT
LOW	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	3104	# and just create a new instance with the required handle.	COMMENT
LOW	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	3235	# and just create a new instance with the required handle.	COMMENT
LOW	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	3362	# and just create a new instance with the required handle.	COMMENT
LOW	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	3487	# and just create a new instance with the required handle.	COMMENT
LOW	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	3798	# and just create a new instance with the required handle.	COMMENT
LOW	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	2384	# and just create a new instance with the required handle.	COMMENT
LOW	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	3568	# and just create a new instance with the required handle.	COMMENT
37 more matches not shown…

Docstring Block Structure32 hits · 160 pts

Severity	File	Line	Snippet	Context
HIGH	libs/python/core/cua_core/telemetry/otel.py	394	Create a trace span context. Args: name: Span name attributes: Span attributes Yields:	STRING
HIGH	libs/python/cua-cli/cua_cli/utils/docker.py	10	Find a free port in the given range. Args: start: Start of port range (inclusive) end: End of port	STRING
HIGH	libs/python/agent/cua_agent/computers/__init__.py	38	Create a computer handler from a computer interface. Args: computer: Either a ComputerHandler instance	STRING
HIGH	libs/python/agent/cua_agent/tools/base.py	165	Verify and parse the parameters as JSON. Args: params: Parameters as string or dict	STRING
HIGH	libs/python/agent/cua_agent/adapters/human_adapter.py	35	Queue a completion request and return the call ID. Args: messages: Messages in OpenAI format	STRING
HIGH	libs/python/agent/cua_agent/adapters/human_adapter.py	57	Wait for human to complete the call. Args: call_id: ID of the queued completion call Retur	STRING
HIGH	libs/python/agent/cua_agent/adapters/human_adapter.py	107	Async version of wait_for_completion. Args: call_id: ID of the queued completion call Retu	STRING
HIGH	libs/python/computer/computer/computer.py	1174	Execute a Playwright browser command. Args: command: The browser command to execute (visit	STRING
HIGH	libs/python/computer/computer/diorama_computer.py	64	Send a command to the diorama interface through the computer. Args: action (str): The acti	STRING
HIGH	libs/python/computer/computer/interface/generic.py	261	Press a single key. Args: key: The key to press. Can be any of: - A Key enum value	STRING
HIGH	libs/python/computer/computer/interface/generic.py	299	Press multiple keys simultaneously. Args: *keys: Multiple keys to press simultaneously. Each key ca	STRING
HIGH	libs/python/computer/computer/interface/generic.py	793	Execute a Playwright browser command. Args: command: The browser command to execute (visit	STRING
HIGH	libs/python/computer/computer/interface/factory.py	23	Create an interface for the specified OS. Args: os: Operating system type ('macos', 'linux', or 'wi	STRING
HIGH	libs/python/computer/computer/interface/base.py	624	Run shell command and return structured result. Executes a shell command using subprocess.run with shell=True a	STRING
HIGH	libs/python/computer/computer/providers/factory.py	29	Create a VM provider of the specified type. Args: provider_type: Type of VM provider to create	STRING
HIGH	…bs/python/computer/computer/providers/lume/provider.py	392	Pull a VM image from the registry. Args: name: Name for the VM after pulling image: The	STRING
HIGH	libs/cua-bench/cua_bench/actions.py	115	Parse an action from repr format string. Args: action_repr: Action string in repr format, e.g., "ClickActio	STRING
HIGH	libs/cua-bench/cua_bench/actions.py	139	Parse an action from snake_case format string. Args: action_str: Action string in snake_case format, e.g.,	STRING
HIGH	libs/cua-bench/cua_bench/actions.py	163	Parse an action from either repr or snake_case format. This is the unified entry point for parsing action strings.	STRING
HIGH	libs/cua-bench/cua_bench/actions.py	247	Convert a dictionary to an Action object. Args: action_dict: Dictionary with 'type' key and action paramete	STRING
HIGH	libs/cua-bench/cua_bench/iconify.py	27	Process HTML containing iconify-icon elements and replace them with inline SVGs. Args: html: HTML cont	STRING
HIGH	libs/cua-bench/cua_bench/computers/remote.py	789	Execute a shell command. Args: command: Shell command to execute check: If True (defaul	STRING
HIGH	libs/cua-bench/cua_bench/computers/remote.py	865	Execute a shell command (alias for shell_command). Args: command: Shell command to execute	STRING
HIGH	libs/cua-bench/cua_bench/computers/base.py	223	Execute a shell command on the native desktop environment. This method is only available with the native provid	STRING
HIGH	libs/cua-bench/cua_bench/runner/docker_utils.py	65	Find a free port in the given range. Args: start: Start of port range (inclusive) end: End of port	STRING
HIGH	libs/cua-bench/cua_bench/agents/__init__.py	28	Load an agent class from an import path. Args: import_path: Import path in format 'module.path:ClassName'	STRING
HIGH	libs/cua-bench/cua_bench/agents/base.py	99	Render the instruction using the prompt template if provided. Args: instruction: The raw i	STRING
HIGH	libs/cua-bench/cua_bench/cli/commands/registry.py	37	Ensure the registry is cloned and optionally updated. Args: update: Whether to run git pull if registry exi	STRING
HIGH	libs/cua-bench/cua_bench/sessions/manager.py	25	Create a session provider for the specified provider. Args: provider_name: Name of the provider:	STRING
HIGH	…ench/cua_bench/sessions/providers/local_environment.py	271	Start a sandbox container. Args: platform: Platform type (linux-docker, windows-qemu, etc.)	STRING
HIGH	libs/cua-bench/cua_bench/workers/worker_manager.py	119	Spawn N worker servers on automatically allocated free ports. Args: n_workers: Number of worker servers to	STRING
HIGH	libs/cua-bench/cua_bench/apps/kicad.py	426	Export a SPICE netlist from a .kicad_sch using kicad-cli. Args: schematic_path: Path to the .kicad_	STRING

Modern Structural Boilerplate146 hits · 144 pts

Severity	File	Line	Snippet	Context
LOW	libs/cua-driver/python/src/cua_driver/__init__.py	171	__all__ = [	CODE
LOW	libs/cua-driver/python/src/cua_driver/_native.py	6478	__all__ = [	CODE
LOW	…s/cua-driver/python/src/cua_driver/_native_contract.py	5309	__all__ = [	CODE
LOW	libs/python/cua-fleet/cua_fleet/__init__.py	5	__all__ = ["TrainClient"]	CODE
LOW	libs/python/core/cua_core/telemetry/__init__.py	24	__all__ = [	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/__init__.py	61	__all__ = [	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox.py	90	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/pool.py	32	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/image.py	31	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/cloud.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…s/python/cua-sandbox/cua_sandbox/transport/__init__.py	14	__all__ = [	CODE
LOW	…ython/cua-sandbox/cua_sandbox/transport/fleet_cloud.py	53	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/vncssh.py	17	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/http.py	21	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/qmp.py	29	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/ssh.py	20	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/vnc.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…on/cua-sandbox/cua_sandbox/runtime/android_emulator.py	29	logger = logging.getLogger(__name__)	CODE
LOW	…thon/cua-sandbox/cua_sandbox/runtime/qemu_installer.py	15	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/__init__.py	14	__all__ = [	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/docker.py	23	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/hyperv.py	33	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/tart.py	35	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/qemu.py	33	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/lume.py	27	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/registry/resolve.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…ython/cua-sandbox/cua_sandbox/registry/qemu_builder.py	40	logger = logging.getLogger(__name__)	CODE
LOW	…bs/python/cua-sandbox/cua_sandbox/registry/__init__.py	16	__all__ = [	CODE
LOW	…hon/cua-sandbox/cua_sandbox/registry/container_disk.py	22	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/builder/build.py	35	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/builder/overlay.py	17	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/builder/__init__.py	6	__all__ = ["LayerExecutor", "create_overlay", "IMAGES_DIR"]	CODE
LOW	…on/cua-sandbox/cua_sandbox/builder/windows_unattend.py	14	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/builder/executor.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…/python/cua-sandbox/cua_sandbox/interfaces/__init__.py	14	__all__ = [	CODE
LOW	libs/python/cua-auto/cua_auto/__init__.py	34	__all__ = ["mouse", "keyboard", "screen", "window", "clipboard", "shell", "terminal"]	CODE
LOW	libs/python/som/som/detection.py	12	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/som/som/__init__.py	15	__all__ = [	CODE
LOW	libs/python/som/som/visualization.py	10	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/som/som/ocr.py	12	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/som/som/detect.py	34	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/som/som/util/utils.py	13	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/cua-cli/cua_cli/auth/__init__.py	10	__all__ = ["OAuthCredentials", "clear_credentials", "load_credentials", "save_credentials"]	CODE
LOW	libs/python/cua-cli/cua_cli/utils/__init__.py	13	__all__ = [	CODE
LOW	libs/python/cua-cli/cua_cli/commands/__init__.py	5	__all__ = ["auth", "sandbox", "image", "skills", "mcp", "trajectory", "wif_token"]	CODE
LOW	libs/python/mcp-server/mcp_server/__init__.py	19	__all__ = ["server", "main"]	CODE
LOW	libs/python/cua-cloud/cua_cloud/__init__.py	5	__all__ = ["__version__"]	CODE
LOW	libs/python/agent/benchmarks/models/__init__.py	3	__all__ = ["ModelProtocol"]	CODE
LOW⚡	libs/python/agent/cua_agent/__init__.py	14	__all__ = ["register_agent", "ComputerAgent", "Messages", "AgentResponse"]	CODE
LOW⚡	libs/python/agent/cua_agent/__init__.py	18	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/agent/cua_agent/ui/__init__.py	7	__all__ = ["launch_ui", "create_gradio_ui"]	CODE
LOW	libs/python/agent/cua_agent/ui/gradio/__init__.py	8	__all__ = ["launch_ui", "create_gradio_ui"]	CODE
LOW	libs/python/agent/cua_agent/tools/__init__.py	16	__all__ = [	CODE
LOW	libs/python/agent/cua_agent/tools/browser_tool.py	16	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/agent/cua_agent/proxy/handlers.py	18	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/agent/cua_agent/playground/server.py	18	logger = logging.getLogger(__name__)	CODE
LOW	libs/python/agent/cua_agent/playground/__init__.py	5	__all__ = ["PlaygroundServer"]	CODE
LOW	…s/python/agent/cua_agent/callbacks/trajectory_saver.py	275	def _update_usage(self, usage: Dict[str, Any]) -> None:	CODE
LOW	libs/python/agent/cua_agent/callbacks/logging.py	72	def _update_usage(self, usage: Dict[str, Any]) -> None:	CODE
LOW	libs/python/agent/cua_agent/callbacks/__init__.py	15	__all__ = [	CODE
86 more matches not shown…

Structural Annotation Overuse84 hits · 136 pts

Severity	File	Line	Snippet	Context
LOW	blog/app-use.md	128	### Step 1: Start the cua-computer-server	COMMENT
LOW	blog/app-use.md	140	### Step 2: Connect iPhone Mirroring	COMMENT
LOW	blog/app-use.md	144	### Step 3: Create an iPhone Automation Session	COMMENT
LOW	blog/introducing-cua-cloud-containers.md	33	### Step 1: Get Your API Key	COMMENT
LOW	blog/introducing-cua-cloud-containers.md	43	### Step 2: Launch Your First Sandbox	COMMENT
LOW	…er/rust/crates/cua-driver/tests/protocol_media_test.rs	284	// Step 1: click with from_zoom=true and NO prior zoom context — expect error.	COMMENT
LOW	…er/rust/crates/cua-driver/tests/protocol_media_test.rs	301	// Step 2: call zoom on that window to store context.	COMMENT
LOW	…er/rust/crates/cua-driver/tests/protocol_media_test.rs	321	// Step 3: click with from_zoom=true — should NOT return the "no zoom context" error.	COMMENT
LOW⚡	…driver/rust/crates/platform-windows/src/tools/impl_.rs	3235	// Step 2: pin overlay to target window, then animate to screen coords.	COMMENT
LOW⚡	…driver/rust/crates/platform-windows/src/tools/impl_.rs	3238	// Step 3: click pulse + actual click.	COMMENT
LOW⚡	…river/rust/crates/platform-macos/src/input/skylight.rs	540	// Step 3: defocus previous front.	COMMENT
LOW⚡	…river/rust/crates/platform-macos/src/input/skylight.rs	544	// Step 4: focus target.	COMMENT
LOW	…a-driver/rust/crates/platform-macos/src/input/mouse.rs	450	// Step 1: mouseMoved at target (phase=2, clickState=0).	COMMENT
LOW	…a-driver/rust/crates/platform-macos/src/input/mouse.rs	462	// Step 2: off-screen primer click — opens Chromium user-activation gate	COMMENT
LOW	…a-driver/rust/crates/platform-macos/src/input/mouse.rs	487	// Step 3: target click pair(s) with clickState stepped 1→N for double-click	COMMENT
LOW⚡	…ython/cua-sandbox/cua_sandbox/registry/qemu_builder.py	314	# Step 1: Get ISOs	COMMENT
LOW⚡	…ython/cua-sandbox/cua_sandbox/registry/qemu_builder.py	322	# Step 2: Create disk	COMMENT
LOW⚡	…ython/cua-sandbox/cua_sandbox/registry/qemu_builder.py	325	# Step 3: Run QEMU install	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	214	# Step 1: Convert computer calls from xy to descriptions	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	218	# Step 2: Convert responses items to completion messages	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	223	# Step 3: Call thinking model with litellm.acompletion	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	255	# Step 4: Convert completion messages back to responses items format	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	265	# Step 5: Get all element descriptions and populate desc2xy mapping	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	283	# Step 6: Convert computer calls from descriptions back to xy coordinates	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	286	# Step 7: Return output and usage	COMMENT
LOW	libs/python/agent/cua_agent/loops/composed_grounded.py	172	# Step 0: Store last computer call image, if none then take a screenshot	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	393	# Step 1: Convert computer calls from xy to descriptions	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	397	# Step 2: Convert responses items to completion messages	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	407	# Step 3: Call thinking model with litellm.acompletion	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	434	# Step 4: Convert completion messages back to responses items format	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	443	# Step 5: Use Moondream to get coordinates for each description	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	457	# Step 6: Convert computer calls from descriptions back to xy coordinates	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	460	# Step 7: Return output and usage	COMMENT
LOW	…python/computer-server/computer_server/diorama/draw.py	530	# Step 1: Collect dock items to draw, with their computed target rects	COMMENT
LOW	…python/computer-server/computer_server/diorama/draw.py	615	# Step 2: Pack the target rects along the main axis, removing gaps	COMMENT
LOW	…python/computer-server/computer_server/diorama/draw.py	673	# Step 3: Draw dock items using packed and recentered positions	COMMENT
LOW	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	11	# Step 1: Find the binary dynamically	COMMENT
LOW	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	41	# Step 2: Find desktop entry file	COMMENT
LOW	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	59	# Step 3: Extract metadata from desktop entry	COMMENT
LOW⚡	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	73	# Step 4: Try to get version from package manager if installed as package	COMMENT
LOW⚡	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	82	# Step 5: Search for icon files	COMMENT
LOW	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	110	# Step 6: Fallback defaults	COMMENT
LOW⚡	…pps/cua_sandbox_apps/apps/unity/linux/logs/result.json	8	"extract_metadata_script": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY_PAT	CODE
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2255	# Step 4: Try to get version from package manager if installed as package	COMMENT
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2264	# Step 5: Search for icon files	COMMENT
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	1917	"content": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY	CODE
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	1944	"content": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY	CODE
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2024	"content": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY	CODE
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2119	"content": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY	CODE
LOW	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2193	# Step 1: Find the binary dynamically	COMMENT
LOW	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2223	# Step 2: Find desktop entry file	COMMENT
LOW	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2241	# Step 3: Extract metadata from desktop entry	COMMENT
LOW	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2292	# Step 6: Fallback defaults	COMMENT
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2353	"extract_metadata_script": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\&	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	1424	"content": "#!/bin/bash\n#############################################################################\n#	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2393	"install_script": "#!/bin/bash\n########################################################################	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2466	"install_script": "#!/bin/bash\n########################################################################	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2555	"install_script": "#!/bin/bash\n########################################################################	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2701	"install_script": "#!/bin/bash\n########################################################################	CODE
LOW⚡	…x_apps/apps/gitlab/linux/logs/transcript/page-001.html	3773	# Step 1: Update package lists	COMMENT
24 more matches not shown…

AI Structural Patterns166 hits · 130 pts

Severity	File	Line	Context
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox_state.py	24	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox.py	1895	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox.py	1924	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox.py	594	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox.py	710	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox.py	770	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/sandbox.py	1366	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/cloud.py	34	CODE
LOW	…ython/cua-sandbox/cua_sandbox/transport/fleet_cloud.py	424	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/transport/vncssh.py	23	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1281	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1311	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1341	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1371	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1401	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1431	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1461	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1491	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1521	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1551	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1581	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1611	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1641	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1671	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1701	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1731	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1761	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1791	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1821	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1851	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1881	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1911	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1941	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	1971	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2001	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2031	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2061	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2091	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2121	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2151	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2181	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2211	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2241	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2271	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2301	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2331	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2361	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2391	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2421	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2451	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2481	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2511	CODE
LOW	…ansport/_grpc_emulator/emulator_controller_pb2_grpc.py	2541	CODE
LOW	…on/cua-sandbox/cua_sandbox/runtime/android_emulator.py	225	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/docker.py	87	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/hyperv.py	80	CODE
LOW	libs/python/cua-sandbox/cua_sandbox/runtime/qemu.py	222	CODE
LOW	libs/python/agent/cua_agent/agent.py	263	CODE
LOW	libs/python/agent/cua_agent/ui/gradio/app.py	201	CODE
LOW	libs/python/agent/cua_agent/ui/gradio/ui_components.py	602	CODE
106 more matches not shown…

Verbosity Indicators79 hits · 130 pts

Severity	File	Line	Snippet	Context
LOW	…er/rust/crates/cua-driver/tests/protocol_media_test.rs	284	// Step 1: click with from_zoom=true and NO prior zoom context — expect error.	COMMENT
LOW	…er/rust/crates/cua-driver/tests/protocol_media_test.rs	301	// Step 2: call zoom on that window to store context.	COMMENT
LOW	…er/rust/crates/cua-driver/tests/protocol_media_test.rs	321	// Step 3: click with from_zoom=true — should NOT return the "no zoom context" error.	COMMENT
LOW⚡	…driver/rust/crates/platform-windows/src/tools/impl_.rs	3235	// Step 2: pin overlay to target window, then animate to screen coords.	COMMENT
LOW⚡	…driver/rust/crates/platform-windows/src/tools/impl_.rs	3238	// Step 3: click pulse + actual click.	COMMENT
LOW⚡	…river/rust/crates/platform-macos/src/input/skylight.rs	540	// Step 3: defocus previous front.	COMMENT
LOW⚡	…river/rust/crates/platform-macos/src/input/skylight.rs	544	// Step 4: focus target.	COMMENT
LOW	…a-driver/rust/crates/platform-macos/src/input/mouse.rs	450	// Step 1: mouseMoved at target (phase=2, clickState=0).	COMMENT
LOW	…a-driver/rust/crates/platform-macos/src/input/mouse.rs	462	// Step 2: off-screen primer click — opens Chromium user-activation gate	COMMENT
LOW	…a-driver/rust/crates/platform-macos/src/input/mouse.rs	487	// Step 3: target click pair(s) with clickState stepped 1→N for double-click	COMMENT
LOW⚡	…ython/cua-sandbox/cua_sandbox/registry/qemu_builder.py	314	# Step 1: Get ISOs	COMMENT
LOW⚡	…ython/cua-sandbox/cua_sandbox/registry/qemu_builder.py	322	# Step 2: Create disk	COMMENT
LOW⚡	…ython/cua-sandbox/cua_sandbox/registry/qemu_builder.py	325	# Step 3: Run QEMU install	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	214	# Step 1: Convert computer calls from xy to descriptions	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	218	# Step 2: Convert responses items to completion messages	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	223	# Step 3: Call thinking model with litellm.acompletion	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	255	# Step 4: Convert completion messages back to responses items format	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	265	# Step 5: Get all element descriptions and populate desc2xy mapping	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	283	# Step 6: Convert computer calls from descriptions back to xy coordinates	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/composed_grounded.py	286	# Step 7: Return output and usage	COMMENT
LOW	libs/python/agent/cua_agent/loops/composed_grounded.py	172	# Step 0: Store last computer call image, if none then take a screenshot	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	393	# Step 1: Convert computer calls from xy to descriptions	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	397	# Step 2: Convert responses items to completion messages	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	407	# Step 3: Call thinking model with litellm.acompletion	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	434	# Step 4: Convert completion messages back to responses items format	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	443	# Step 5: Use Moondream to get coordinates for each description	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	457	# Step 6: Convert computer calls from descriptions back to xy coordinates	COMMENT
LOW⚡	libs/python/agent/cua_agent/loops/moondream3.py	460	# Step 7: Return output and usage	COMMENT
LOW	…python/computer-server/computer_server/diorama/draw.py	530	# Step 1: Collect dock items to draw, with their computed target rects	COMMENT
LOW	…python/computer-server/computer_server/diorama/draw.py	615	# Step 2: Pack the target rects along the main axis, removing gaps	COMMENT
LOW	…python/computer-server/computer_server/diorama/draw.py	673	# Step 3: Draw dock items using packed and recentered positions	COMMENT
LOW	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	11	# Step 1: Find the binary dynamically	COMMENT
LOW	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	41	# Step 2: Find desktop entry file	COMMENT
LOW	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	59	# Step 3: Extract metadata from desktop entry	COMMENT
LOW⚡	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	73	# Step 4: Try to get version from package manager if installed as package	COMMENT
LOW⚡	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	82	# Step 5: Search for icon files	COMMENT
LOW	…/cua_sandbox_apps/apps/unity/linux/extract_metadata.sh	110	# Step 6: Fallback defaults	COMMENT
LOW⚡	…pps/cua_sandbox_apps/apps/unity/linux/logs/result.json	8	"extract_metadata_script": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY_PAT	CODE
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2255	# Step 4: Try to get version from package manager if installed as package	COMMENT
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2264	# Step 5: Search for icon files	COMMENT
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	1917	"content": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY	CODE
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	1944	"content": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY	CODE
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2024	"content": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY	CODE
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2119	"content": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\"\"\nBINARY	CODE
LOW	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2193	# Step 1: Find the binary dynamically	COMMENT
LOW	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2223	# Step 2: Find desktop entry file	COMMENT
LOW	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2241	# Step 3: Extract metadata from desktop entry	COMMENT
LOW	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2292	# Step 6: Fallback defaults	COMMENT
LOW⚡	…ox_apps/apps/unity/linux/logs/transcript/page-001.html	2353	"extract_metadata_script": "#!/bin/bash\n# Extract metadata for Unity Hub installation\n\nBINARY_NAME=\&	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	1424	"content": "#!/bin/bash\n#############################################################################\n#	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2393	"install_script": "#!/bin/bash\n########################################################################	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2466	"install_script": "#!/bin/bash\n########################################################################	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2555	"install_script": "#!/bin/bash\n########################################################################	CODE
LOW⚡	…apps/intellij-idea/linux/logs/transcript/page-001.html	2701	"install_script": "#!/bin/bash\n########################################################################	CODE
LOW⚡	…x_apps/apps/gitlab/linux/logs/transcript/page-001.html	3773	# Step 1: Update package lists	COMMENT
LOW⚡	…x_apps/apps/gitlab/linux/logs/transcript/page-001.html	3777	# Step 2: Install prerequisite packages (skip postfix for now, gitlab includes it)	COMMENT
LOW⚡	…x_apps/apps/gitlab/linux/logs/transcript/page-001.html	3786	# Step 3: Add GitLab repository	COMMENT
LOW⚡	…x_apps/apps/gitlab/linux/logs/transcript/page-001.html	3790	# Step 4: Install GitLab (skip postfix, gitlab provides it)	COMMENT
LOW⚡	…x_apps/apps/gitlab/linux/logs/transcript/page-001.html	4548	"content": "#!/bin/bash\n# GitLab Installation Script for Ubuntu Linux\n# This script installs GitLab Ente	CODE
LOW⚡	…x_apps/apps/gitlab/linux/logs/transcript/page-001.html	4666	"install_script": "#!/bin/bash\n# GitLab Installation Script for Ubuntu Linux\n# This script installs Gi	CODE
19 more matches not shown…

Modern AI Meta-Vocabulary38 hits · 106 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/scripts/modal_app.py	705	# Initialize embedding model	COMMENT
MEDIUM	docs/scripts/modal_app.py	1820	# Initialize embedding model - load eagerly to avoid cold start on first search	COMMENT
MEDIUM	docs/scripts/modal_app.py	1408	# Initialize embedding model and schema	STRING
MEDIUM	docs/scripts/docs-mcp-server/main.py	163	# Initialize embedding model - load eagerly to avoid cold start on first search	COMMENT
MEDIUM	blog/build-your-own-operator-on-macos-2.md	166	- Anthropic Loop: Implements a [multi-agent loop pattern](https://platform.claude.com/docs/en/agents-and-tools/tool-	CODE
MEDIUM	blog/build-your-own-operator-on-macos-2.md	194	- AgentLoop.ANTHROPIC: Ideal for users with Anthropic API access who need strong reasoning capabilities with compute	CODE
MEDIUM	blog/clawcon-multiplayer.md	7	We're early OpenClaw contributors and sponsors (we documented [how to deploy OpenClaw to macOS sandboxes with Lume](http	CODE
MEDIUM⚡	libs/cua-driver/python/src/cua_driver/_native.py	477	# Get the scaffolding contract version by calling the into the dylib	COMMENT
MEDIUM⚡	…s/cua-driver/python/src/cua_driver/_native_contract.py	475	# Get the scaffolding contract version by calling the into the dylib	COMMENT
MEDIUM	…river/rust/crates/cua-driver-core/src/text_sanitize.rs	19	//! closing tags before the text leaves the tool layer. Three guardrails	COMMENT
MEDIUM	…river/rust/crates/cua-driver-core/src/text_sanitize.rs	59	/// See module docs for the false-positive guardrails. The function is	COMMENT
MEDIUM	…andbox-apps/cua_sandbox_apps/discovery/batch_enrich.py	281	# Also skip already fully enriched (from prior agent-based run or prior batch)	COMMENT
MEDIUM	…ps/apps/kubernetes/linux/logs/transcript/page-001.html	1659	"notes": "Kubernetes is a container orchestration system. On Linux, it's primarily used as a CLI too	CODE
MEDIUM	…ps/apps/kubernetes/linux/logs/transcript/page-001.html	1973	"notes": "Kubernetes is a container orchestration system. On Linux, the primary interface is through the	CODE
MEDIUM	…ps/apps/kubernetes/linux/logs/transcript/page-001.html	2255	"notes": "Kubernetes is a container orchestration system installed with kubectl (CLI client) v1.35.3, mi	CODE
MEDIUM	…apps/elasticsearch/linux/logs/transcript/page-001.html	1223	"command": "cat > /tmp/es_status.html << 'EOF'\n<!DOCTYPE html>\n<html>\n<	CODE
MEDIUM⚡	libs/fleet/sdk-bindings/python/fleet_sdk/_schema.py	475	# Get the scaffolding contract version by calling the into the dylib	COMMENT
MEDIUM⚡	libs/fleet/sdk-bindings/python/fleet_sdk/_sdk.py	477	# Get the scaffolding contract version by calling the into the dylib	COMMENT
MEDIUM	libs/fleet/scripts/generate-sdk-bindings.sh	671	# Add the callback-handle map and vtable that its Rust scaffolding expects.	COMMENT
MEDIUM	libs/cua-bench/tasks/winarena_adapter/infra/README.md	99	│ ├── run_azure_batch.py # Azure Batch orchestration	CODE
MEDIUM	…asks/winarena_adapter/infra/docs/WAA_IMPLEMENTATION.md	99	│ ├── run_azure_batch.py # Azure Batch orchestration	CODE
MEDIUM	…-bench/datasets/cua-bench-basic/click-button/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…ch/datasets/cua-bench-basic/right-click-menu/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…ua-bench/datasets/cua-bench-basic/click-icon/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…nch/datasets/cua-bench-basic/select-dropdown/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…cua-bench/datasets/cua-bench-basic/fill-form/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…-bench/datasets/cua-bench-basic/typing-input/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…a-bench/datasets/cua-bench-basic/date-picker/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…a-bench/datasets/cua-bench-basic/drag-slider/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…ch/datasets/cua-bench-basic/spreadsheet-cell/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…bench/datasets/cua-bench-basic/toggle-switch/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…-bench/datasets/cua-bench-basic/color-picker/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…-bench/datasets/cua-bench-basic/video-player/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	…cua-bench/datasets/cua-bench-basic/drag-drop/CLAUDE.md	1	# cua-bench environment scaffolding guide	COMMENT
MEDIUM	scripts/ci/linux/run-rust-e2e-wayland.sh	13	# orchestration label separate so focus, z-order, and sentinel observers use	COMMENT
MEDIUM	.github/workflows/cd-rust-cua-driver.yml	1031	# but run orchestration helpers from the exact workflow revision that was	COMMENT
MEDIUM	.github/release-backfill/rendered.json	258	"finalBody": "> cua-driver-rs\n>\n> `cua-driver-rs` is the Rust implementation of\n> [`cua-driver`](https://gi	CODE
MEDIUM	.github/release-backfill/catalog.json	5131	"body": "> cua-driver-rs\n>\n> `cua-driver-rs` is the Rust implementation of\n> [`cua-driver`](https://github.	CODE

Magic Placeholder Names6 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	blog/introducing-cua-cli.md	70	cua auth login --api-key sk-your-api-key-here	CODE
HIGH	blog/introducing-cua-cli.md	117	api_key="your-api-key" # Or load from .env	CODE
HIGH	blog/introducing-cua-cli.md	174	export CUA_API_KEY="sk-your-api-key"	CODE
HIGH	blog/cloud-windows-ga-macos-preview.md	50	api_key="your-api-key"	CODE
HIGH	blog/cloud-windows-ga-macos-preview.md	61	provider = CloudProvider(api_key="your-api-key")	CODE
HIGH	…bs/python/agent/cua_agent/adapters/azure_ml_adapter.py	28	api_key = "your-api-key"	STRING

Fake / Example Data19 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	blog/sandboxed-python-execution.md	158	page.fill('input[name="custtel"]', "555-0123")	CODE
LOW	…river/rust/crates/cua-driver-core/src/text_sanitize.rs	230	let ok = "Lorem ipsum dolor sit amet.";	CODE
LOW	…river/rust/crates/cua-driver-core/src/text_sanitize.rs	230	let ok = "Lorem ipsum dolor sit amet.";	CODE
LOW	…er/rust/crates/cua-driver-core/src/browser/semantic.rs	673	let name = ["aria-label", "placeholder", "title", "name", "id"]	CODE
LOW	…iver/rust/crates/cua-driver-core/src/browser/engine.rs	2816	"placeholder",	CODE
LOW	…rust/crates/platform-windows/src/browser_consent_ui.rs	660	let mut nodes = prompt("placeholder", ["A", "B", "C"]);	CODE
LOW⚡	…r/rust/crates/platform-windows/src/browser_setup_ui.rs	813	let mut checkbox = node("CheckBox", "placeholder", None, &["toggle"]);	CODE
LOW⚡	…r/rust/crates/platform-windows/src/browser_setup_ui.rs	818	"placeholder",	CODE
LOW⚡	…r/rust/crates/platform-windows/src/browser_setup_ui.rs	823	let mut document = node("Document", "placeholder", None, &[]);	CODE
LOW	…ua-driver/rust/crates/platform-macos/src/tools/page.rs	344	"['tagName','textContent','href','id','class','type','value','placeholder','name']"	CODE
LOW⚡	libs/python/cua-sandbox/tests/test_cloud.py	235	await Sandbox._create(api_key="sk-test-fake-key")	CODE
LOW	…box-apps/cua_sandbox_apps/apps/pgadmin/linux/launch.sh	15	bash -c "source $INSTALL_DIR/venv/bin/activate && (echo 'admin@example.com'; echo 'pgadmin123'; echo 'pgadmin123') \| tim	CODE
LOW	…s/cua_sandbox_apps/apps/pgadmin/linux/logs/result.json	6	"launch_script": "#!/bin/bash\n# Launch pgAdmin4 in Desktop Mode\n\nINSTALL_DIR=\"/opt/pgadmin4\"\n\n# Set up environm	CODE
LOW	libs/fleet/backend/auth/policy_card_admission_test.go	187	{name: "email-like noncanonical identity is not admin", enabled: true, admins: []string{"admin@example.com"}, user: "u	CODE
LOW	libs/fleet/sdk/tests/claim_flow.rs	324	let first = claim("placeholder", claim_spec("short-template"), None);	CODE
LOW	…s/cua-bench/datasets/cua-bench-basic/fill-form/main.py	23	"name": "Jane Doe",	CODE
LOW	libs/cua-bench/cua_bench/scripts/task_registry.md	60	"authors": [{ "name": "Jane Doe", "email": "jane@example.com" }],	CODE
LOW	libs/cua-driver-fixtures/form_all_inputs.html	59	<input type="tel" id="f-tel" name="tel_field" placeholder="555-1234">	CODE
LOW	skills/gui-automation/SKILL.md	59	cua do click 400 200 && cua do type "Jane Doe"	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…python/agent/cua_agent/callbacks/operator_validator.py	24	# Mutate in-place as requested, but still return the list for chaining	COMMENT
HIGH	libs/typescript/agent/src/client.ts	177	// Initialize peer connection with default options as requested	COMMENT

Slop Phrases5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	…pps/apps/wireshark/linux/logs/transcript/page-001.html	215	<div class="message tool-reply" id="msg-2026-04-13T00-25-02-063Z"><div class="message-header"><span class="role-label">T	CODE
LOW	libs/lume/src/FileSystem/Settings.swift	478	// Don't forget to add the last location	COMMENT
MEDIUM	…ench/tasks/winarena_adapter/evaluators/getters/misc.py	101	# special case, you can add more special cases here	COMMENT
MEDIUM	…ench/tasks/winarena_adapter/evaluators/getters/misc.py	193	# you can add other replace rules here	COMMENT
MEDIUM	libs/cua-bench/cua_bench/processors/base.py	188	# This is a basic implementation - subclasses may override for custom schemas	COMMENT

Overly Generic Function Names7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_venv.py	82	def test_function(message="Hello World"):	CODE
LOW⚡	libs/python/computer/tests/test_helpers.py	105	def helper(x):	CODE
LOW⚡	libs/python/computer/tests/test_helpers.py	113	assert "def helper(x):" in code	CODE
LOW	libs/python/computer/tests/test_helpers.py	161	def helper(x):	CODE
LOW	libs/python/computer/tests/test_helpers.py	170	assert "def helper(x):" in code	CODE
LOW	libs/cua-bench/cua_bench/runner/task_runner.py	147	async def run_task(	CODE
LOW	libs/cua-bench/cua_bench/batch/__init__.py	157	async def run_task(task_index: int) -> List[str]:	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	libs/cua-driver/scripts/uninstall.sh	58	# Usage:	COMMENT
LOW	…on/computer-server/computer_server/diorama/safezone.py	188	# Example usage	COMMENT
LOW	libs/lume/scripts/setup-cua.sh	16	# Usage:	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	libs/python/agent/cua_agent/agent.py	813	# TODO: implement a callback for safety checks	COMMENT
LOW	libs/python/agent/cua_agent/agent.py	843	# # TODO: implement a callback for URL safety checks	COMMENT
LOW	…hon/computer-server/computer_server/utils/wallpaper.py	203	elif desktop_env == "razor-qt": # TODO: implement reload of desktop when possible	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings