3.4

Adjusted Signal

3.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

17.1K

Stars

C++

Language

176.6K

Lines of Code

474

Files

560

Pattern Hits

2026-10-31

Scan Date

0.02

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 12.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 495 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 3.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 53 finding(s).

PR Review Velocity Impact 16.7/100 · LOW

Which changes need focused human review? 560 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 9MEDIUM 21LOW 530

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 560 distinct pattern matches across 12 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 Block474 hits · 422 pts

Severity	File	Line	Snippet	Context
LOW	capture/src/capture.cpp	1	#ifdef _WIN32	COMMENT
LOW	capture/src/capture.cpp	21	#include "CaptureFileBackup.hpp"	COMMENT
LOW	capture/src/capturedaemon.cpp	1	#ifdef _WIN32	COMMENT
LOW	capture/src/capturedaemon.cpp	21	#include <unordered_set>	COMMENT
LOW	monitor/src/monitor.cpp	1	// tracy-monitor: profile a process that was not built with the Tracy client.	COMMENT
LOW	monitor/src/monitor.cpp	21	#include <sys/resource.h>	COMMENT
LOW	monitor/src/monitor.cpp	41	// symbolication stack. These configurations would either fail to build	COMMENT
LOW	update/src/OfflineSymbolResolverDbgHelper.cpp	1	#ifdef _WIN32	COMMENT
LOW	update/src/OfflineSymbolResolverAddr2Line.cpp	1	#include "OfflineSymbolResolver.h"	COMMENT
LOW	update/src/OfflineSymbolResolver.cpp	1	#include <fstream>	COMMENT
LOW	update/src/update.cpp	1	#ifdef _WIN32	COMMENT
LOW	util/CaptureConsole.hpp	1	#ifndef __CAPTURECONSOLE_HPP__	COMMENT
LOW	util/CaptureConsole.cpp	1	#ifdef _WIN32	COMMENT
LOW	python/bindings/NameBuffer.hpp	1	#pragma once	COMMENT
LOW	python/bindings/ServerModule.cpp	1	#include <pybind11/pybind11.h>	COMMENT
LOW	python/bindings/ServerModule.cpp	1221	py::class_<FileRead, std::shared_ptr<FileRead>>( m, "FileRead" );	COMMENT
LOW	merge/src/merge.cpp	1	#include "TracyFileRead.hpp"	COMMENT
LOW	tests/tracy/test.cpp	1	#include <atomic>	COMMENT
LOW	tests/tracy/stb_image.h	121		COMMENT
LOW	tests/tracy/stb_image.h	141	// // ... x = width, y = height, n = # 8-bit components per pixel ...	COMMENT
LOW	tests/tracy/stb_image.h	161	// output otherwise. E.g. if you set desired_channels to 4, you will always	COMMENT
LOW	tests/tracy/stb_image.h	181	// Paletted PNG, BMP, GIF, and PIC images are automatically depalettized.	COMMENT
LOW	tests/tracy/stb_image.h	201	// which defaults to 2**24 = 16777216 pixels. Due to the above memory limit,	COMMENT
LOW	tests/tracy/stb_image.h	221	// Philosophy	COMMENT
LOW	tests/tracy/stb_image.h	241	//	COMMENT
LOW	tests/tracy/stb_image.h	261	//	COMMENT
LOW	tests/tracy/stb_image.h	281	// interface; if you attempt to load an HDR file, it will be automatically remapped	COMMENT
LOW	tests/tracy/stb_image.h	301	// stbi_ldr_to_hdr_gamma(2.2f);	COMMENT
LOW	tests/tracy/stb_image.h	321	// says there's premultiplied data (currently only happens in iPhone images,	COMMENT
LOW	tests/tracy/stb_image.h	341	//	COMMENT
LOW	tests/tracy/stb_image.h	381	STBI_rgb_alpha = 4	COMMENT
LOW	tests/tracy/stb_image.h	541	//	COMMENT
LOW	tests/tracy/stb_image.h	561	#define STBI_NO_PSD	COMMENT
LOW	tests/tracy/stb_image.h	581	#define STBI_NO_ZLIB	COMMENT
LOW	tests/tracy/stb_image.h	601	#define STBI_ASSERT(x) assert(x)	COMMENT
LOW	tests/tracy/stb_image.h	621	#ifndef STBI_NO_THREAD_LOCALS	COMMENT
LOW	tests/tracy/stb_image.h	661	#ifdef _MSC_VER	COMMENT
LOW	tests/tracy/stb_image.h	681	#define STBI_REALLOC(p,newsz) realloc(p,newsz)	COMMENT
LOW	tests/tracy/stb_image.h	701	// exposed in GCC/Clang is, sadly, not really suited for one-file libs.	COMMENT
LOW	tests/tracy/stb_image.h	761		COMMENT
LOW	tests/tracy/stb_image.h	781	#include <arm_neon.h>	COMMENT
LOW	tests/tracy/stb_image.h	981	#endif	COMMENT
LOW	tests/tracy/stb_image.h	1081	return a >= SHRT_MIN / b;	COMMENT
LOW	tests/tracy/stb_image.h	1141		COMMENT
LOW	tests/tracy/stb_image.h	1161		COMMENT
LOW	tests/tracy/stb_image.h	1721	{	COMMENT
LOW	tests/tracy/stb_image.h	1901	if (z > 255) z = 255;	COMMENT
LOW	tests/tracy/stb_image.h	1921	// - non-interleaved case requires this anyway	COMMENT
LOW	tests/tracy/stb_image.h	2901		COMMENT
LOW	tests/tracy/stb_image.h	4081	// - all input must be provided in an upfront buffer	COMMENT
LOW	tests/tracy/stb_image.h	6161	return stbi__errpuc("unsupported bit depth", "PSD bit depth is not 8 or 16 bit");	COMMENT
LOW	tests/cuda/repro/on_demand/check_gpu_zones.cpp	1	// Loads a .tracy file and prints, for each GPU context, whether it is	COMMENT
LOW	tests/rocprof/repro/on_demand/repro.cpp	1	// Reproduces the rocprofiler on-demand profiling crash.	COMMENT
LOW	tests/rocprof/repro/on_demand/check_gpu_ctx_name.cpp	1	// Loads a .tracy file and prints the GPU context names.	COMMENT
LOW	server/TracyFileRead.hpp	1	#ifndef __TRACYFILEREAD_HPP__	COMMENT
LOW	server/TracyWorker.cpp	1	#ifdef _MSC_VER	COMMENT
LOW	server/TracyWorker.cpp	21	#endif	COMMENT
LOW	server/TracyFileWrite.hpp	1	#ifndef __TRACYFILEWRITE_HPP__	COMMENT
LOW	server/TracyVector.hpp	1	#ifndef __TRACYVECTOR_HPP__	COMMENT
LOW	server/TracyLocks.hpp	1	#ifndef __TRACYLOCKS_HPP__	COMMENT
414 more matches not shown…

Decorative Section Separators18 hits · 72 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/webgpu/triangle/CMakeLists.txt	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/webgpu/triangle/CMakeLists.txt	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/webgpu/triangle/CMakeLists.txt	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/webgpu/triangle/CMakeLists.txt	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/webgpu/triangle/CMakeLists.txt	67	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/webgpu/triangle/CMakeLists.txt	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/webgpu/triangle/CMakeLists.txt	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/webgpu/triangle/CMakeLists.txt	82	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/webgpu/triangle/CMakeLists.txt	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/webgpu/triangle/CMakeLists.txt	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/opengl/triangle/CMakeLists.txt	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/opengl/triangle/CMakeLists.txt	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/opengl/triangle/CMakeLists.txt	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/opengl/triangle/CMakeLists.txt	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/opengl/triangle/CMakeLists.txt	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	examples/opengl/triangle/CMakeLists.txt	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/opengl/triangle/CMakeLists.txt	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/opengl/triangle/CMakeLists.txt	56	# ---------------------------------------------------------------------------	COMMENT

Empty Error Handlers9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	extra/mcp/tracy_mcp.py	80	except Exception:	CODE
HIGH	extra/mcp/tracy_mcp.py	290	except Exception:	CODE
HIGH	extra/mcp/tracy_mcp.py	372	except Exception:	CODE
HIGH	extra/mcp/tracy_mcp.py	621	except (asyncio.CancelledError, Exception):	CODE
HIGH	extra/mcp/tracy_mcp.py	298	except Exception:	CODE
HIGH	extra/mcp/tracy_mcp.py	458	except asyncio.CancelledError:	CODE
HIGH	extra/mcp/tracy_mcp.py	547	except (OSError, asyncio.TimeoutError, ConnectionRefusedError):	CODE
HIGH	extra/mcp/tracy_mcp.py	632	except Exception:	CODE
HIGH	extra/mcp/tracy_mcp.py	700	except Exception:	CODE

Unused Imports19 hits · 18 pts

Severity	File	Line	Context
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	5	CODE
LOW	python/tracy_client/tracy.py	22	CODE
LOW	python/tracy_client/tracy.py	22	CODE
LOW	python/tracy_client/tracy.py	22	CODE
LOW	python/tracy_client/tracy.py	22	CODE
LOW	python/tracy_client/__init__.py	3	CODE
LOW	extra/mcp/tracy_mcp.py	2	CODE

Excessive Try-Catch Wrapping17 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	extra/mcp/tracy_mcp.py	56	except Exception as e:	CODE
LOW	extra/mcp/tracy_mcp.py	80	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	235	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	250	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	290	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	298	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	362	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	372	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	395	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	438	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	600	except Exception as e:	CODE
LOW	extra/mcp/tracy_mcp.py	632	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	649	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	700	except Exception:	CODE
LOW	extra/mcp/tracy_mcp.py	784	except Exception as e:	CODE
LOW	extra/mcp/tracy_mcp.py	880	except Exception as e:	CODE
LOW	extra/mcp/tracy_mcp.py	949	except Exception as e:	CODE

Hyper-Verbose Identifiers9 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	extra/mcp/test_thread_zone_stats.py	25	def test_threads_partition_the_global_stats(worker):	CODE
LOW	extra/mcp/test_thread_zone_stats.py	36	def test_unknown_thread_is_empty(worker):	CODE
LOW⚡	extra/mcp/test_plot_samples.py	26	def test_whole_window_matches_the_summary(worker):	CODE
LOW⚡	extra/mcp/test_plot_samples.py	32	def test_two_windows_partition_the_samples(worker):	CODE
LOW⚡	extra/mcp/test_plot_samples.py	40	def test_samples_are_thinned_and_ordered(worker):	CODE
LOW⚡	extra/mcp/test_plot_samples.py	46	def test_unknown_plot_is_empty(worker):	CODE
LOW	extra/mcp/tracy_mcp.py	71	def _read_bindings_protocol_version() -> int \| None:	CODE
LOW	extra/mcp/tracy_mcp.py	1055	def _handle_exit_with_watchdog(self, sig, frame):	CODE
LOW	profiler/wasm/httpd.py	3	class MyHTTPRequestHandler(server.SimpleHTTPRequestHandler):	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	.omp/skills/tracy-gui-verify/setup.sh	9	# already-applied harness patch hunks, rebuilds.	COMMENT
MEDIUM	.omp/skills/tracy-gui-verify/setup.sh	40	# The harness is fully in place iff each patch hunk's signature line is present.	COMMENT
MEDIUM	profiler/wasm/index.html	106	// application robust, you may want to override this behavior before shipping!	COMMENT

Deep Nesting6 hits · 4 pts

Severity	File	Line	Context
LOW	manual/latex2md.py	86	CODE
LOW	manual/latex2md.py	172	CODE
LOW	manual/latex2md.py	209	CODE
LOW	extra/mcp/tracy_mcp.py	71	CODE
LOW	extra/mcp/tracy_mcp.py	167	CODE
LOW	extra/mcp/tracy_mcp.py	555	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	profiler/src/profiler/TracyLlmTools.cpp	759	RemoveAttributes( node, "//input", { "type", "placeholder" } );	CODE
LOW	profiler/src/profiler/TracyLlmTools.cpp	761	RemoveAttributes( node, "//textarea", { "placeholder" } );	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	public/tracy/TracyD3D12.hpp	344	// TODO: implement preemptive timeout policy	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	extra/mcp/start_mcp.sh	6	# Set PYTHONPATH to the directory containing TracyServerBindings.so/.pyd.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.omp/skills/tracy-gui-verify/setup.sh	4	# Usage:	COMMENT

wolfpld/tracy

Open-Source Code Quality, Security and Technical Debt Review