3.8

Adjusted Signal

3.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.1K

Stars

C++

Language

128.2K

Lines of Code

680

Files

316

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 8.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 213 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 26 finding(s).

Agent Over-Engineering Ratio 10.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 155 finding(s).

PR Review Velocity Impact 17.5/100 · LOW

Which changes need focused human review? 316 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 10MEDIUM 63LOW 243

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 316 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators62 hits · 201 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/ImageCropper/main.py	49	# -----------------------------------------------	COMMENT
MEDIUM	tools/ImageCropper/main.py	143	# -----------------------------------------------	COMMENT
MEDIUM⚡	test/python/pipeline_test.py	105	# ============================================================================	COMMENT
MEDIUM⚡	test/python/pipeline_test.py	107	# ============================================================================	COMMENT
MEDIUM⚡	test/python/pipeline_test.py	2052	# ============================================================================	COMMENT
MEDIUM⚡	test/python/pipeline_test.py	2054	# ============================================================================	COMMENT
MEDIUM	test/python/pipeline_test.py	248	# ============================================================================	COMMENT
MEDIUM	test/python/pipeline_test.py	250	# ============================================================================	COMMENT
MEDIUM	test/python/pipeline_test.py	1284	# ============================================================================	COMMENT
MEDIUM	test/python/pipeline_test.py	1286	# ============================================================================	COMMENT
MEDIUM	test/python/pipeline_test.py	1330	# ============================================================================	COMMENT
MEDIUM	test/python/pipeline_test.py	1332	# ============================================================================	COMMENT
MEDIUM	test/python/pipeline_test.py	1360	# ============================================================================	COMMENT
MEDIUM	test/python/pipeline_test.py	1362	# ============================================================================	COMMENT
MEDIUM⚡	test/python/binding_test.py	1251	# ============================================================================	COMMENT
MEDIUM⚡	test/python/binding_test.py	1253	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	69	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	71	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	99	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	101	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	268	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	270	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	432	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	434	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	513	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	515	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	584	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	586	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	731	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	733	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	1088	# ============================================================================	COMMENT
MEDIUM	test/python/binding_test.py	1090	# ============================================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	89	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	91	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	171	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	173	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	192	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	194	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	262	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	264	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	322	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	324	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	356	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	358	# ============================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	496	# ============================================================================	COMMENT
MEDIUM	test/agent/agent_child_test.py	498	# ============================================================================	COMMENT
MEDIUM	test/agent/agent_main_test.py	50	# ============================================================	COMMENT
MEDIUM	test/agent/agent_main_test.py	52	# ============================================================	COMMENT
MEDIUM	test/agent/agent_main_test.py	76	# ============================================================	COMMENT
MEDIUM	test/agent/agent_main_test.py	78	# ============================================================	COMMENT
MEDIUM	test/agent/agent_main_test.py	101	# ============================================================	COMMENT
MEDIUM	test/agent/agent_main_test.py	103	# ============================================================	COMMENT
MEDIUM	test/agent/agent_main_test.py	121	# ============================================================	COMMENT
MEDIUM	test/agent/agent_main_test.py	123	# ============================================================	COMMENT
MEDIUM	test/agent/agent_tcp_main_test.py	197	# ============================================================	COMMENT
MEDIUM	test/agent/agent_tcp_main_test.py	199	# ============================================================	COMMENT
MEDIUM	test/agent/agent_tcp_main_test.py	217	# ============================================================	COMMENT
MEDIUM	test/agent/agent_tcp_main_test.py	219	# ============================================================	COMMENT
MEDIUM⚡	test/agent/agent_tcp_main_test.py	294	# ============================================================	COMMENT
MEDIUM⚡	test/agent/agent_tcp_main_test.py	296	# ============================================================	COMMENT
2 more matches not shown…

Over-Commented Block108 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	test/pipeline/module/RunWithoutFile.cpp	1	#include "RunWithoutFile.h"	COMMENT
LOW	test/pipeline/module/PostStopInterrupt.cpp	1	#include "PostStopInterrupt.h"	COMMENT
LOW	test/linux_test/portal_fd_test.cpp	1	#include <atomic>	COMMENT
LOW	include/MaaToolkit/MaaToolkitAPI.h	1	#pragma once	COMMENT
LOW	include/MaaControlUnit/MaaControlUnitAPI.h	1	#pragma once	COMMENT
LOW	include/MaaFramework/MaaDef.h	81	/// value: string, eg: "C:\\Users\\Administrator\\Desktop\\log"; val_size: string length	COMMENT
LOW	include/MaaFramework/MaaDef.h	101		COMMENT
LOW	include/MaaFramework/MaaDef.h	161	// used to be a coreml_flag from	COMMENT
LOW	include/MaaFramework/MaaDef.h	181	// MaaResOption_InferenceDevice: CPU / Auto -> NCNN CPU; GPU is not supported yet, other values fail the loading.	COMMENT
LOW	include/MaaFramework/MaaDef.h	221		COMMENT
LOW	include/MaaFramework/MaaDef.h	241	///	COMMENT
LOW	include/MaaFramework/MaaDef.h	261		COMMENT
LOW	include/MaaFramework/MaaDef.h	381	*/	COMMENT
LOW	include/MaaFramework/MaaDef.h	441	* A minimized target must be restored before input. Screencap methods with pseudo-minimize do	COMMENT
LOW	include/MaaFramework/MaaDef.h	581	* \| 0x0020 \| SHARE \| BACK \| Share button \|	COMMENT
LOW	include/MaaFramework/MaaDef.h	601	#define MaaGamepadButton_DPAD_RIGHT 0x0008	COMMENT
LOW	include/MaaFramework/MaaPort.h	1	#pragma once	COMMENT
LOW	include/MaaFramework/MaaPort.h	21	#define MAA_DLL_IMPORT	COMMENT
LOW	include/MaaFramework/MaaPort.h	41	#else	COMMENT
LOW	source/MaaToolkit/Portal/PortalHelper.cpp	21	static constexpr int kDBusCallTimeoutMs = 10000;	COMMENT
LOW	source/MaaToolkit/API/MaaToolkitDesktopWindow.cpp	1	#include "MaaToolkit/DesktopWindow/MaaToolkitDesktopWindow.h"	COMMENT
LOW	source/MaaToolkit/Gamescope/GamescopeFinder.cpp	1	#if defined(__linux__) && !defined(ANDROID)	COMMENT
LOW	…aaToolkit/Gamescope/Protocol/gamescope-pipewire-priv.c	21	* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING	COMMENT
LOW	source/MaaToolkit/AdbDevice/AdbDeviceFinder.h	1	#pragma once	COMMENT
LOW	source/include/Utils/VkToEvdev.h	1	#pragma once	COMMENT
LOW	source/include/Common/Conf.h	21	#define MAA_CTRL_NS MAA_NS::ControllerNS	COMMENT
LOW	source/include/MaaAgent/Transceiver.h	1	#pragma once	COMMENT
LOW	source/MaaRecordControlUnit/RecordController.h	1	#pragma once	COMMENT
LOW	source/MaaAgentClient/Client/AgentClient.cpp	1	#include "AgentClient.h"	COMMENT
LOW	source/binding/NodeJS/src/apis/index-server.d.ts	1	/// <reference path="./constant.d.ts" />	COMMENT
LOW	source/binding/NodeJS/src/apis/client.h	1	#pragma once	COMMENT
LOW	source/binding/NodeJS/src/apis/resource.cpp	121	else if (provider == "WebGPU") {	COMMENT
LOW	source/binding/NodeJS/src/apis/controller.cpp	1	#include "controller.h"	COMMENT
LOW	source/binding/NodeJS/src/apis/index-client.d.ts	1	/// <reference path="./client.d.ts" />	COMMENT
LOW	source/binding/NodeJS/src/plugin/runtime.cpp	1	#include "runtime.h"	COMMENT
LOW	source/binding/NodeJS/src/foundation/spec.h	1	#pragma once	COMMENT
LOW	source/binding/NodeJS/src/foundation/spec/async.h	1	#pragma once	COMMENT
LOW	source/binding/NodeJS/src/foundation/spec/class.h	1	#pragma once	COMMENT
LOW	source/binding/NodeJS/src/foundation/spec/callback.h	1	#pragma once	COMMENT
LOW	…e/binding/NodeJS/src/foundation/spec/quickjs/wrapper.h	1	#pragma once	COMMENT
LOW	source/binding/Python/pyproject.toml	41	reportMissingTypeStubs = "none"	COMMENT
LOW	source/binding/Python/maa/define.py	201	# is true. value: bool, eg: true; val_size: sizeof(bool)	COMMENT
LOW	source/binding/Python/maa/define.py	241	# Only one of long and short side can be set, and the other is automatically scaled according to	COMMENT
LOW	source/binding/Python/maa/define.py	261	MouseLockFollow = 4	COMMENT
LOW	source/binding/Python/maa/define.py	321	# MaaResOption_InferenceDevice is the WebGPU device id. Auto uses device 0.	COMMENT
LOW	source/MaaLinuxControlUnit/Input/VkToEvdev.h	1	#pragma once	COMMENT
LOW	source/MaaLinuxControlUnit/Input/UInput.h	1	#pragma once	COMMENT
LOW	…inuxControlUnit/Wayland/Protocol/wlr-screencopy-priv.c	21	* THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER	COMMENT
LOW	…ontrolUnit/Wayland/Protocol/wlr-virtual-pointer-priv.c	21	* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING	COMMENT
LOW	…inuxControlUnit/Wayland/Protocol/wlr-virtual-pointer.h	101	#endif /* ZWLR_VIRTUAL_POINTER_V1_ERROR_ENUM */	COMMENT
LOW	…ce/MaaLinuxControlUnit/Screencap/PipeWireScreencap.cpp	1	#include "PipeWireScreencap.h"	COMMENT
LOW	…ce/MaaLinuxControlUnit/Screencap/PipeWireScreencap.cpp	21	#include <spa/param/video/raw.h>	COMMENT
LOW	source/AgentCommon/Transceiver.cpp	1	#include "MaaAgent/Transceiver.h"	COMMENT
LOW	source/MaaFramework/Vision/OCRer.h	1	#pragma once	COMMENT
LOW	source/MaaFramework/Vision/NeuralNetworkDetector.cpp	1	#include "NeuralNetworkDetector.h"	COMMENT
LOW	source/MaaFramework/Vision/OCRSession.h	1	#pragma once	COMMENT
LOW	source/MaaFramework/Vision/VisionUtils.hpp	1	#pragma once	COMMENT
LOW	source/MaaFramework/Controller/ControllerAgent.h	1	#pragma once	COMMENT
LOW	source/MaaFramework/Task/PipelineTask.cpp	1	#include "PipelineTask.h"	COMMENT
LOW	source/MaaFramework/Task/TaskBase.h	1	#pragma once	COMMENT
48 more matches not shown…

Hyper-Verbose Identifiers78 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	tools/check_interface_schema.py	24	def declared_importable_fields(main_schema):	CODE
LOW	tools/check_interface_schema.py	49	def accepted_top_level_fields(import_schema):	CODE
LOW	tools/migrate_pipeline_v5.py	47	def remove_jsonc_comments_for_parsing(text: str) -> str:	CODE
LOW	tools/migrate_pipeline_v5.py	199	def rebuild_json_with_comments(	CODE
LOW	tools/migrate_pipeline_v5.py	501	def add_prefix_to_specific_nodes(nodes: list, target_nodes: set, prefix: str) -> list:	CODE
LOW	tools/ImageCropper/colormatcher.py	70	def __count_non_zero_with_connected(bin):	CODE
LOW	tools/ImageCropper/main.py	26	def set_screenshot_target_side(c: Controller):	CODE
LOW	tools/ImageCropper/main.py	316	def get_amplified_roi_rectangle(roi: Roimage) -> list[int]:	CODE
LOW⚡	test/python/pipeline_test.py	110	def test_resource_get_node_data(resource: Resource):	CODE
LOW⚡	test/python/pipeline_test.py	315	def _test_context_get_node_data(self, context: Context):	CODE
LOW⚡	test/python/pipeline_test.py	324	def _test_context_get_node_object(self, context: Context):	CODE
LOW⚡	test/python/pipeline_test.py	332	def _test_context_override_pipeline(self, context: Context):	CODE
LOW⚡	test/python/pipeline_test.py	1547	def test_default_directhit_box_stays_empty(self):	CODE
LOW⚡	test/python/pipeline_test.py	1557	def test_targets_after_failed_screenshot(self):	CODE
LOW⚡	test/python/pipeline_test.py	1566	def test_previous_node_and_anchor_without_screenshot(self):	CODE
LOW⚡	test/python/pipeline_test.py	1645	def test_direct_action_without_screenshot(self):	CODE
LOW⚡	test/python/pipeline_test.py	1652	def test_input_scaling_remains_lazy(self):	CODE
LOW⚡	test/python/pipeline_test.py	1659	def test_screencap_without_cached_image(self):	CODE
LOW⚡	test/python/pipeline_test.py	2057	def create_test_pipeline_resource(resource_dir: Path):	CODE
LOW	test/python/pipeline_test.py	130	def test_resource_get_node_object(resource: Resource):	CODE
LOW	test/python/pipeline_test.py	160	def test_and_sub_recognition_dumper_roundtrip():	CODE
LOW	test/python/pipeline_test.py	212	def test_color_match_dumper_roundtrip():	CODE
LOW	test/python/pipeline_test.py	393	def _test_context_override_next(self, context: Context):	CODE
LOW	test/python/pipeline_test.py	427	def _test_and_or_override_inheritance(self, context: Context):	CODE
LOW	test/python/pipeline_test.py	497	def _test_and_or_node_reference(self, context: Context):	CODE
LOW	test/python/pipeline_test.py	1082	def _test_anchor_object_format(self, context: Context):	CODE
LOW	test/python/pipeline_test.py	1244	def _test_context_vs_resource(self, context: Context):	CODE
LOW	test/python/pipeline_test.py	1505	def test_custom_without_screenshot(self):	CODE
LOW	test/python/pipeline_test.py	1522	def test_no_controller_uses_same_target_semantics(self):	CODE
LOW	test/python/pipeline_test.py	1587	def test_cached_image_normalization_is_preserved(self):	CODE
LOW	test/python/pipeline_test.py	1606	def test_input_actions_without_screenshot(self):	CODE
LOW	test/python/pipeline_test.py	1670	def test_screencap_reuses_cached_image(self):	CODE
LOW	test/python/pipeline_test.py	1679	def test_command_image_without_cache_and_reuses_cache(self):	CODE
LOW	test/python/pipeline_test.py	1706	def test_command_without_image_does_not_capture(self):	CODE
LOW	test/python/pipeline_test.py	1723	def test_image_actions_fail_when_capture_fails(self):	CODE
LOW	test/python/pipeline_test.py	1754	def test_direct_screencap_action_without_cache(self):	CODE
LOW	test/python/pipeline_test.py	1793	def test_wait_freezes_resolves_target_after_capture(self):	CODE
LOW	test/python/pipeline_test.py	1813	def test_wait_freezes_uses_new_image_size(self):	CODE
LOW	test/python/pipeline_test.py	1819	def test_wait_freezes_reresolves_roi_when_screenshot_size_changes(self):	CODE
LOW	test/python/pipeline_test.py	1861	def test_wait_freezes_empty_self_and_invalid_targets(self):	CODE
LOW	test/python/pipeline_test.py	1870	def test_pipeline_wait_freezes_phases(self):	CODE
LOW	test/python/pipeline_test.py	1895	def test_mixed_next_still_captures(self):	CODE
LOW	test/python/pipeline_test.py	1921	def run_directhit_target_tests():	CODE
LOW	test/python/pipeline_test.py	1928	def test_negative_roi_and_target(context: Context):	CODE
LOW⚡	test/python/binding_test.py	1256	def test_binding_init_thread_safety():	CODE
LOW	test/python/binding_test.py	885	def _new_command_image_tasker() -> Tasker:	CODE
LOW	test/python/binding_test.py	917	def test_command_image_placeholder():	CODE
LOW	test/python/binding_test.py	986	def test_template_override_across_bundles():	CODE
LOW	test/python/binding_test.py	1057	def test_shell_api_declarations():	CODE
LOW	test/python/binding_test.py	1114	def test_background_managed_keys_api():	CODE
LOW	test/python/binding_test.py	1205	def test_kwin_controller_create():	CODE
LOW	test/agent/agent_test_utils.py	201	def assert_stale_response_dropped(agent, tasker, report_file: Path) -> None:	CODE
LOW	test/agent/agent_test_utils.py	218	def assert_nested_response_kept(agent, tasker, report_file: Path) -> None:	CODE
LOW	test/agent/agent_tcp_main_test.py	95	def run_inactive_response_id_test(agent: AgentClient, socket_id: str, tasker: Tasker):	CODE
LOW	test/agent/agent_tcp_main_test.py	263	def run_numeric_identifier_flow():	CODE
LOW	test/agent/agent_tcp_main_test.py	269	def run_numeric_identifier_flow_with_retry(max_attempts: int = 5):	CODE
LOW	source/binding/Python/maa/controller.py	282	def set_background_managed_keys(self, keys: Sequence[int]) -> bool:	CODE
LOW	source/binding/Python/maa/controller.py	463	def set_screenshot_target_long_side(self, long_side: int) -> bool:	CODE
LOW	source/binding/Python/maa/controller.py	482	def set_screenshot_target_short_side(self, short_side: int) -> bool:	CODE
LOW	source/binding/Python/maa/controller.py	501	def set_screenshot_target_expand(self, width: int, height: int) -> bool:	CODE
18 more matches not shown…

Docstring Block Structure8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	source/binding/Python/maa/agent_client.py	65	创建使用 TCP 连接的 Agent 客户端 / Create Agent client with TCP connection 客户端会监听 127.0.0.1 上的指定端口。如果传入 0 则自动选择可用端口。	STRING
HIGH	source/binding/Python/maa/resource.py	392	自定义识别器装饰器 / Custom recognition decorator Args: name: 识别器名称，需与 Pipeline 中的 custom_recognition 字段匹配	STRING
HIGH	source/binding/Python/maa/resource.py	479	自定义动作装饰器 / Custom action decorator Args: name: 动作名称，需与 Pipeline 中的 custom_action 字段匹配 A	STRING
HIGH	source/binding/Python/maa/buffer.py	265	校验并归一化为三通道 BGR / Validate and normalize to three-channel BGR MaaFramework 的识别链路按 OpenCV 约定只接受三通道 BGR 图像（模板匹配要求图像与模板	STRING
HIGH	source/binding/Python/maa/buffer.py	360	设置图像数据 / Set image data Args: value: 图像数据，dtype 必须为 uint8。支持单通道 (height, width) 或 (	STRING
HIGH	source/binding/Python/maa/buffer.py	658	设置矩形数据 / Set rectangle data Args: value: 矩形数据，可以是 Rect、tuple、list 或 numpy.ndarray Recta	STRING
HIGH	source/binding/Python/maa/agent/agent_server.py	39	自定义识别器装饰器 / Custom recognition decorator Args: name: 识别器名称，需与 Pipeline 中的 custom_recognition 字段匹配	STRING
HIGH	source/binding/Python/maa/agent/agent_server.py	101	自定义动作装饰器 / Custom action decorator Args: name: 动作名称，需与 Pipeline 中的 custom_action 字段匹配 A	STRING

Unused Imports26 hits · 24 pts

Severity	File	Line	Context
LOW	tools/pip_pack/pip_pack.py	1	CODE
LOW	tools/ImageCropper/roi.py	1	CODE
LOW	tools/ImageCropper/roimage.py	1	CODE
LOW	test/python/pipeline_test.py	50	CODE
LOW	test/python/pipeline_test.py	52	CODE
LOW	test/python/pipeline_test.py	52	CODE
LOW	test/agent/agent_tcp_child_test.py	9	CODE
LOW	source/binding/Python/maa/custom_recognition.py	11	CODE
LOW	source/binding/Python/maa/agent_client.py	6	CODE
LOW	source/binding/Python/maa/controller.py	16	CODE
LOW	source/binding/Python/maa/toolkit.py	7	CODE
LOW	source/binding/Python/maa/library.py	7	CODE
LOW	source/binding/Python/maa/tasker.py	12	CODE
LOW	source/binding/Python/maa/tasker.py	20	CODE
LOW	source/binding/Python/maa/job.py	4	CODE
LOW	source/binding/Python/maa/resource.py	11	CODE
LOW	source/binding/Python/maa/custom_action.py	8	CODE
LOW	source/binding/Python/maa/context.py	10	CODE
LOW	source/binding/Python/maa/buffer.py	7	CODE
LOW	source/binding/Python/maa/agent/agent_server.py	4	CODE
LOW	source/binding/Python/maa/agent/agent_server.py	9	CODE
LOW	source/binding/Python/maa/agent/agent_server.py	10	CODE
LOW	source/binding/Python/maa/agent/agent_server.py	11	CODE
LOW	source/binding/Python/maa/agent/agent_server.py	12	CODE
LOW	source/binding/Python/maa/agent/agent_server.py	13	CODE
LOW	source/binding/Python/maa/agent/agent_server.py	14	CODE

Deep Nesting10 hits · 10 pts

Severity	File	Line	Context
LOW	tools/migrate_pipeline_v5.py	47	CODE
LOW	tools/migrate_pipeline_v5.py	101	CODE
LOW	tools/migrate_pipeline_v5.py	199	CODE
LOW	tools/migrate_pipeline_v5.py	512	CODE
LOW	tools/analyze_log.py	34	CODE
LOW	tools/FormatCode/format_cpp.py	110	CODE
LOW	tools/ImageCropper/main.py	67	CODE
LOW	test/agent/agent_test_utils.py	234	CODE
LOW	source/binding/Python/maa/define.py	1334	CODE
LOW	source/binding/Python/maa/context.py	724	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	test/python/binding_test.py	568	except TypeError:	CODE
HIGH	test/python/binding_test.py	576	except ValueError:	CODE

Excessive Try-Catch Wrapping10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tools/migrate_pipeline_v5.py	631	except Exception as e:	CODE
LOW	tools/migrate_pipeline_v5.py	717	except Exception as e:	CODE
LOW	tools/analyze_log.py	67	except Exception as e:	CODE
LOW	tools/FormatCode/format_cpp.py	106	except Exception as e:	CODE
LOW	test/python/pipeline_test.py	268	except Exception as e:	CODE
LOW	test/python/binding_test.py	1279	except Exception:	STRING
LOW	test/agent/agent_test_utils.py	63	except Exception:	CODE
LOW	test/agent/agent_test_utils.py	94	except Exception:	CODE
LOW	source/binding/Python/maa/controller.py	1676	except Exception:	CODE
MEDIUM	source/binding/Python/maa/controller.py	1017	def _set_android_native_api_properties(self):	CODE

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	sample/cpp/main.cpp	220	// Step 1: output box	COMMENT
LOW⚡	sample/cpp/main.cpp	224	// Step 2: output anything you want	COMMENT

Structural Annotation Overuse2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	sample/cpp/main.cpp	220	// Step 1: output box	COMMENT
LOW⚡	sample/cpp/main.cpp	224	// Step 2: output anything you want	COMMENT

AI Slop Vocabulary3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	source/binding/Python/maa/define.py	615	# No bitwise OR, just set it	COMMENT
LOW	sample/python/demo1.py	35	# for demo, we just use the first device	COMMENT
LOW	sample/python/demo1.py	54	hwnd=all_windows[0].hwnd, # for demo, we just use the first Window	CODE

Modern Structural Boilerplate3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	source/binding/Python/maa/controller.py	21	__all__ = [	CODE
LOW	source/binding/Python/maa/library.py	207	def _set_api_properties(cls) -> None:	CODE
LOW	source/binding/Python/maa/define.py	11	__all__ = [	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	sample/cpp/main.cpp	232	// don't forget to return true!	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	source/binding/Python/maa/context.py	45	def run_task(self, entry: str, pipeline_override: Optional[dict[str, Any]] = None) -> Optional[TaskDetail]:	CODE

MaaXYZ/MaaFramework

Open-Source Code Quality, Security and Technical Debt Review