Frame profiler
This report presents the forensic synthetic code analysis of wolfpld/tracy, a C++ project with 16,454 GitHub stars. SynthScan v2.0 examined 173,064 lines of code across 433 source files, recording 519 pattern matches distributed across 10 syntactic categories. The overall adjusted score of 3.1 places this repository in the Likely human-written band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
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.
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.
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.
The scanner identified 519 distinct pattern matches across 10 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | capture/src/capture.cpp | 1 | #ifdef _WIN32 | COMMENT |
| LOW | capture/src/CaptureOutput.hpp | 1 | #ifndef __CAPTUREOUTPUT_HPP__ | COMMENT |
| LOW | capture/src/capturedaemon.cpp | 1 | #ifdef _WIN32 | COMMENT |
| LOW | capture/src/CaptureOutput.cpp | 1 | #ifdef _WIN32 | COMMENT |
| LOW | monitor/src/monitor.cpp | 1 | #include <errno.h> | 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 | python/bindings/NameBuffer.hpp | 1 | #pragma once | COMMENT |
| LOW | python/bindings/ServerModule.cpp | 1 | #include <pybind11/pybind11.h> | COMMENT |
| LOW | python/bindings/ServerModule.cpp | 1101 | return std::make_unique<Worker>( *f ); | 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/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 | #include <inttypes.h> | COMMENT |
| LOW | server/TracyFileWrite.hpp | 1 | #ifndef __TRACYFILEWRITE_HPP__ | COMMENT |
| LOW | server/TracyVector.hpp | 1 | #ifndef __TRACYVECTOR_HPP__ | COMMENT |
| LOW | server/TracySort.hpp | 1 | #ifndef __TRACYSORT_HPP__ | COMMENT |
| LOW | server/TracyMmap.hpp | 1 | #ifndef __TRACYMMAP_HPP__ | COMMENT |
| LOW | server/TracyEvent.hpp | 1 | #ifndef __TRACYEVENT_HPP__ | COMMENT |
| LOW | server/tracy_pdqsort.h | 21 | COMMENT | |
| LOW | server/tracy_xxhash.h | 281 | * avoiding naming collision with previous inclusions. | COMMENT |
| LOW | server/tracy_xxhash.h | 301 | # undef XXH64_freeState | COMMENT |
| 400 more matches not shown… | ||||
| 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 |
| Severity | File | Line | Snippet | 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 |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | extra/mcp/tracy_mcp.py | 48 | except Exception as e: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 72 | except Exception: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 171 | except Exception: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 200 | except Exception: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 208 | except Exception: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 262 | except Exception: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 272 | except Exception: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 290 | except Exception: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 327 | except Exception: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 457 | except Exception as e: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 475 | except Exception: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 559 | except Exception as e: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 655 | except Exception as e: | CODE |
| LOW | extra/mcp/tracy_mcp.py | 724 | except Exception as e: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | profiler/wasm/index.html | 106 | // application robust, you may want to override this behavior before shipping! | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | extra/mcp/tracy_mcp.py | 63 | def _read_bindings_protocol_version() -> int | None: | CODE |
| LOW | profiler/wasm/httpd.py | 3 | class MyHTTPRequestHandler(server.SimpleHTTPRequestHandler): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | profiler/src/profiler/TracyLlmTools.cpp | 762 | RemoveAttributes( node, "//input", { "type", "placeholder" } ); | CODE |
| LOW | profiler/src/profiler/TracyLlmTools.cpp | 764 | RemoveAttributes( node, "//textarea", { "placeholder" } ); | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | public/tracy/TracyD3D12.hpp | 344 | // TODO: implement preemptive timeout policy | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | extra/mcp/start_mcp.sh | 4 | # Set PYTHONPATH to the directory containing TracyServerBindings.so/.pyd. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | extra/mcp/tracy_mcp.py | 63 | CODE |