3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.7K

Stars

Language

2.1M

Lines of Code

3.8K

Files

8.6K

Pattern Hits

2026-10-31

Scan Date

0.00

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 15.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 8578 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 37 finding(s).

PR Review Velocity Impact 18.3/100 · LOW

Which changes need focused human review? 8584 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 6MEDIUM 22LOW 8556

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 8584 distinct pattern matches across 9 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.

Over-Commented Block8501 hits · 6926 pts

Severity	File	Line	Snippet	Context
LOW	lib/test/gtest/inc/gtest/gtest-matchers.h	1	// Copyright 2007, Google Inc.	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-matchers.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-matchers.h	41		COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-matchers.h	61	4251 GTEST_MAYBE_5046_ /* class A needs to have dll-interface to be used by	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-matchers.h	141	public:	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-matchers.h	161	// "is empty" matcher probably only needs to explain what the actual	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-matchers.h	601	return os;	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	1	// Copyright 2005, Google Inc.	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	41	#define GOOGLETEST_INCLUDE_GTEST_GTEST_DEATH_TEST_H_	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	61	// tests. IMPORTANT: This is an internal utility. Using it may break the	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	81	//	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	101	//	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	121	// learn wherever you come from. In the following: 'A' denotes a	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	141	// A* matches 0 or many occurrences of A	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	161	// simplicity, the current implementation doesn't search the PATH	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	221	// since the sideeffects of the call are only visible in opt mode, and not	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	241	// // opt-mode has sideeffect visible.	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	261	//	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	281	// death tests are not supported. Those macros must compile on such systems	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	301	// terminator - Must be an empty statement for EXPECT_DEATH_IF_SUPPORTED	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-death-test.h	321	GTEST_SUPPRESS_UNREACHABLE_CODE_WARNING_BELOW_(statement); \	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-spi.h	1	// Copyright 2007, Google Inc.	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-spi.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-spi.h	61	};	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-spi.h	121	} // namespace testing	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-spi.h	181	} \	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-spi.h	201	// - You cannot stream a failure message to this macro.	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-assertion-result.h	1	// Copyright 2005, Google Inc.	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-assertion-result.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-assertion-result.h	41	#include <memory>	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-assertion-result.h	61	// This class is useful for two purposes:	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-assertion-result.h	81	// Expected: true	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-assertion-result.h	101	// }	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-assertion-result.h	121	// if ((n % 2) == 0)	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-assertion-result.h	141	// This warning is off by default starting in Visual Studio 2019 but can be	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-message.h	1	// Copyright 2005, Google Inc.	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-message.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-message.h	41	// to CHANGE WITHOUT NOTICE. Therefore DO NOT DEPEND ON IT in a user	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-message.h	61		COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-message.h	81	// foo << 1 << " != " << 2;	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-message.h	121	// overloads are visible in either the std namespace or the global	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	1	// Copyright 2008, Google Inc.	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	41	// parameters without writing multiple copies of the same test.	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	81	// Range(begin, end [, step]) - Yields values {begin, begin+step,	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	101		COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	121	const char* pets[] = {"cat", "dog"};	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	141	//	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	181	#include "gtest/internal/gtest-param-util.h"	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	201	// }	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	241	//	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	261	//	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	281	// each with parameter values 'a' and 'b':	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	321	// For example, this instantiates tests from test suite BarTest each	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	341	// Synopsis:	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	361	// Combine() allows the user to combine two or more sequences to produce	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	381	//	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	401	// }	COMMENT
LOW	lib/test/gtest/inc/gtest/gtest-param-test.h	421	// Example:	COMMENT
8441 more matches not shown…

Slop Phrases19 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/Drivers/STM32F7xx_HAL_Driver/Src/stm32f7xx_hal_jpeg.c	131	(#) To control JPEG state you can use the following function: HAL_JPEG_GetState()	CODE
MEDIUM	…/Drivers/STM32F7xx_HAL_Driver/Src/stm32f7xx_hal_ltdc.c	58	(#) To control LTDC state you can use the following function: HAL_LTDC_GetState()	CODE
MEDIUM	…/Drivers/STM32F7xx_HAL_Driver/Src/stm32f7xx_hal_dcmi.c	42	(#) To control DCMI state you can use the function HAL_DCMI_GetState().	CODE
MEDIUM	…7/Drivers/STM32F7xx_HAL_Driver/Src/stm32f7xx_hal_dsi.c	41	(#) To control DSI state you can use the following function: HAL_DSI_GetState()	CODE
MEDIUM	…/Drivers/STM32H7xx_HAL_Driver/Src/stm32h7xx_hal_dcmi.c	42	(#) To control DCMI state you can use the function HAL_DCMI_GetState().	CODE
MEDIUM	…/Drivers/STM32H7xx_HAL_Driver/Src/stm32h7xx_hal_ltdc.c	70	(#) To control LTDC state you can use the following function: HAL_LTDC_GetState()	CODE
MEDIUM	…7/Drivers/STM32H7xx_HAL_Driver/Src/stm32h7xx_hal_dsi.c	41	(#) To control DSI state you can use the following function: HAL_DSI_GetState()	CODE
MEDIUM	…/Drivers/STM32H7xx_HAL_Driver/Src/stm32h7xx_hal_jpeg.c	131	(#) To control JPEG state you can use the following function: HAL_JPEG_GetState()	CODE
MEDIUM	…/Drivers/STM32F4xx_HAL_Driver/Src/stm32f4xx_hal_ltdc.c	60	(#) To control LTDC state you can use the following function: HAL_LTDC_GetState()	CODE
MEDIUM	…/Drivers/STM32F4xx_HAL_Driver/Src/stm32f4xx_hal_dcmi.c	44	(#) To control DCMI state you can use the function HAL_DCMI_GetState().	CODE
MEDIUM	…Drivers/STM32F4xx_StdPeriph_Driver/src/stm32f4xx_can.c	52	(#) To control CAN events you can use one of the following two methods:	CODE
MEDIUM	…rivers/STM32F4xx_StdPeriph_Driver/src/stm32f4xx_hash.c	49	(#) To control HASH events you can use one of the following wo methods:	CODE
MEDIUM	…rivers/STM32F4xx_StdPeriph_Driver/src/stm32f4xx_cryp.c	36	(#) To control CRYP events you can use one of the following two methods:	CODE
MEDIUM	…Drivers/STM32F4xx_StdPeriph_Driver/src/stm32f4xx_dma.c	40	(#) Optionally, if the Circular mode is enabled, you can use the Double buffer mode by configuring	CODE
MEDIUM	…Drivers/STM32F4xx_StdPeriph_Driver/src/stm32f4xx_dma.c	64	(#) To control DMA events you can use one of the following two methods:	CODE
MEDIUM	…Drivers/STM32F4xx_StdPeriph_Driver/src/stm32f4xx_dma.c	74	(#) Optionally, if Circular mode and Double Buffer mode are enabled, you can modify	CODE
LOW	src/platform/GD32/exti_gd32.c	124	// don't forget to match cleanup with config	COMMENT
LOW	src/platform/STM32/exti.c	233	// don't forget to match cleanup with config	COMMENT
LOW	src/platform/APM32/eint_apm32.c	123	// don't forget to match cleanup with config	COMMENT

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	src/test/sitl/sitl_harness.py	953	except socket.timeout:	CODE
HIGH	src/test/sitl/sitl_harness.py	129	except socket.timeout:	CODE
HIGH	src/test/sitl/sitl_harness.py	623	except socket.timeout:	CODE
HIGH	src/test/sitl/sitl_harness.py	1072	except OSError:	CODE
HIGH	src/test/sitl/sitl_harness.py	1113	except (TimeoutError, RuntimeError, OSError):	CODE
HIGH	src/test/sitl/sitl_harness.py	842	except OSError:	CODE

Hyper-Verbose Identifiers31 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/test/sitl/sitl_harness.py	3273	def scenario_wing_rescue_wind(sitl, rc, fdm):	CODE
LOW⚡	src/test/sitl/sitl_harness.py	3278	def scenario_wing_rescue_armed_in_hand(sitl, rc, fdm):	CODE
LOW⚡	src/test/sitl/sitl_harness.py	3285	def scenario_wing_rx_loss_rescue(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	1315	def scenario_mission_engage_backwards(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	1605	def scenario_geofence_rth_rxloss(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	1687	def rescue_engagement_asserts(sitl, variant="B"):	CODE
LOW	src/test/sitl/sitl_harness.py	1758	def scenario_rescue_fast_entry(sitl, rc, fdm, variant="B"):	CODE
LOW	src/test/sitl/sitl_harness.py	1804	def scenario_rescue_near_home(sitl, rc, fdm, variant="B"):	CODE
LOW	src/test/sitl/sitl_harness.py	1846	def scenario_rescue_heading_recovery(sitl, rc, fdm, variant="B", drift=False):	CODE
LOW	src/test/sitl/sitl_harness.py	1942	def scenario_rescue_near_home_no_heading(sitl, rc, fdm, variant="B"):	CODE
LOW	src/test/sitl/sitl_harness.py	2035	def scenario_rescue_switch_descent(sitl, rc, fdm, variant="B"):	CODE
LOW	src/test/sitl/sitl_harness.py	2090	def scenario_mission_vert_rate(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	2106	def scenario_mission_face_target(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	2135	def scenario_mission_face_next(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	2554	def scenario_wing_launch_into_althold(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	2656	def scenario_wing_loiter_wind(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	2662	def scenario_wing_loiter_gps_loss(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	2701	def scenario_wing_launch_into_poshold(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3010	def scenario_wing_autoland_crosswind(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3035	def scenario_wing_autoland_headwind(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3040	def scenario_wing_autoland_tailwind_flip(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3098	def scenario_wing_go_around_stick(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3117	def scenario_wing_go_around_baro(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3137	def scenario_wing_go_around_gps(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3173	def scenario_wing_mission_land(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3310	def scenario_wing_rx_loss_continue(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3362	def scenario_wing_rx_loss_land(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3392	def scenario_wing_rescue_gps_loss(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3513	def scenario_wing_descent_low_ground(sitl, rc, fdm):	CODE
LOW	src/test/sitl/sitl_harness.py	3534	def scenario_wing_descent_high_ground(sitl, rc, fdm, sloped=False):	CODE
LOW	src/test/sitl/sitl_harness.py	3547	def scenario_wing_descent_high_slope(sitl, rc, fdm):	CODE

AI Slop Vocabulary6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/test/gtest/inc/gtest/gtest-death-test.h	152	// This implementation is not meant to be as highly tuned or robust	COMMENT
MEDIUM	lib/test/gtest/inc/gtest/gtest-death-test.h	224	// In practice, this can be used to test functions that utilize the	COMMENT
MEDIUM	src/platform/STM32/sdio_h5xx.c	243	// Setting all the SDIO pins to high for a short time results in more robust initialisation.	COMMENT
MEDIUM	src/platform/STM32/sdio_h7xx.c	239	// Setting all the SDIO pins to high for a short time results in more robust initialisation.	COMMENT
MEDIUM	src/platform/STM32/sdio_n6xx.c	307	// Setting all the SDIO pins to high for a short time results in more robust initialisation.	COMMENT
MEDIUM	src/platform/X32/sdio_x32.c	273	// Setting all the SDIO pins to high for a short time results in more robust initialisation.	COMMENT

Verbosity Indicators9 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/platform/STM32/spa06_i3c_probe.c	219	// Step 0: input + pull-up. Both lines should read 1.	COMMENT
LOW⚡	src/platform/STM32/spa06_i3c_probe.c	228	// Step 1: floating input. If the bus has an external pull-up the line	COMMENT
LOW⚡	src/platform/STM32/spa06_i3c_probe.c	237	// Step 2: drive SCL (PC10) LOW as open-drain output, SDA stays floating.	COMMENT
LOW	src/platform/STM32/spa06_i3c_probe.c	248	// Step 3: drive SDA (PC11) LOW open-drain.	COMMENT
LOW⚡	src/main/drivers/compass/compass_qmc5883.c	195	// Step 1: Write special XYZ sign configuration value to register 0x29	COMMENT
LOW⚡	src/main/drivers/compass/compass_qmc5883.c	197	// Step 2: Configure CONF1 register with continuous mode, 100Hz ODR, 8G range, and OSR1=8	COMMENT
LOW⚡	src/main/drivers/compass/compass_qmc5883.c	199	// Step 3: Configure CONF2 register with OSR2=8 oversampling settings	COMMENT
LOW	src/main/drivers/rx/rx_sx1280.c	857	// Next we need to check if we need to FHSS and then do so if needed	COMMENT
LOW	src/main/cli/cli.c	2766	// Actually, we need to check if the negated value would be < INT32_MIN	COMMENT

Structural Annotation Overuse7 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/platform/STM32/spa06_i3c_probe.c	219	// Step 0: input + pull-up. Both lines should read 1.	COMMENT
LOW⚡	src/platform/STM32/spa06_i3c_probe.c	228	// Step 1: floating input. If the bus has an external pull-up the line	COMMENT
LOW⚡	src/platform/STM32/spa06_i3c_probe.c	237	// Step 2: drive SCL (PC10) LOW as open-drain output, SDA stays floating.	COMMENT
LOW	src/platform/STM32/spa06_i3c_probe.c	248	// Step 3: drive SDA (PC11) LOW open-drain.	COMMENT
LOW⚡	src/main/drivers/compass/compass_qmc5883.c	195	// Step 1: Write special XYZ sign configuration value to register 0x29	COMMENT
LOW⚡	src/main/drivers/compass/compass_qmc5883.c	197	// Step 2: Configure CONF1 register with continuous mode, 100Hz ODR, 8G range, and OSR1=8	COMMENT
LOW⚡	src/main/drivers/compass/compass_qmc5883.c	199	// Step 3: Configure CONF2 register with OSR2=8 oversampling settings	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/platform/PICO/bus_spi_pico.c	337	//TODO: implement	COMMENT
LOW	src/main/msp/msp_protocol_v2_common.h	26	// TODO: implement new, extensible rangefinder protocol	COMMENT

Deep Nesting3 hits · 2 pts

Severity	File	Line	Context
LOW	src/test/sitl/sitl_harness.py	2773	CODE
LOW	src/test/sitl/sitl_harness.py	3483	CODE
LOW	src/test/sitl/sitl_harness.py	121	CODE

betaflight/betaflight

Open-Source Code Quality, Security and Technical Debt Review