3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-19

Last Push

4.3K

Stars

Language

109.1K

Lines of Code

467

Files

322

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 11.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 245 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 23 finding(s).

Agent Over-Engineering Ratio 6.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 106 finding(s).

PR Review Velocity Impact 16.5/100 · LOW

Which changes need focused human review? 322 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 4MEDIUM 26LOW 292

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 322 distinct pattern matches across 17 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 Block93 hits · 93 pts

Severity	File	Line	Snippet	Context
LOW	src/26-sudo/common.h	1	// SPDX-License-Identifier: BSD-3-Clause	COMMENT
LOW	src/32-wallclock-profiler/oncputime.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/32-wallclock-profiler/common.h	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/32-wallclock-profiler/arg_parse.h	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/32-wallclock-profiler/offcputime.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/32-wallclock-profiler/tests/test_multithread.c	1	#define _GNU_SOURCE	COMMENT
LOW	src/32-wallclock-profiler/tests/double_bandwidth.cpp	1	/**	COMMENT
LOW	src/46-xdp-test/test_udp_pkt.h	1	#ifndef TEST_UDP_PKT_H	COMMENT
LOW	src/46-xdp-test/xdp-pktgen.c	1	/* SPDX-License-Identifier: MIT */	COMMENT
LOW	src/46-xdp-test/xdp-pktgen.c	21	#include <bpf/bpf_endian.h>	COMMENT
LOW	src/54-exec-image-inspector/README.zh.md	161		COMMENT
LOW	src/54-exec-image-inspector/README.md	161		COMMENT
LOW	src/54-exec-image-inspector/exec_image_inspector.bpf.c	1	// SPDX-License-Identifier: GPL-2.0	COMMENT
LOW	src/54-exec-image-inspector/exec_image_inspector.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/51-tcp-quarantine/tcp_quarantine.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/48-energy/energy_monitor.c	1	// SPDX-License-Identifier: GPL-2.0 OR BSD-3-Clause	COMMENT
LOW	src/35-user-ringbuf/user_ringbuf.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/49-hid/hid-input-modifier.c	1	// SPDX-License-Identifier: GPL-2.0	COMMENT
LOW	src/49-hid/hid_bpf_helpers.h	21	enum hid_class_request reqtype) __ksym;	COMMENT
LOW	src/49-hid/hid_bpf_helpers.h	41	#define BUS_ADB 0x17	COMMENT
LOW	src/49-hid/hid_bpf_helpers.h	141	_9, _10, _11, _12, _13, _14, _15,\	COMMENT
LOW	src/13-tcpconnlat/tcpconnlat.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/xpu/flamegraph/combined_flamegraph.pl	1	#!/usr/bin/perl -w	COMMENT
LOW	src/xpu/flamegraph/combined_flamegraph.pl	21	# stackcollapse-perf.pl, for DTrace using stackcollapse.pl, and for other tools	COMMENT
LOW	src/xpu/flamegraph/combined_flamegraph.pl	41	# The output flame graph shows relative presence of functions in stack samples.	COMMENT
LOW	src/xpu/flamegraph/combined_flamegraph.pl	61	# was in turn inspired by the work on vftrace by Jan Boerhout". See:	COMMENT
LOW	src/xpu/flamegraph/combined_flamegraph.pl	81	# If applicable, add the following below this CDDL HEADER, with the	COMMENT
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	2261	super().__init__(args, *kwargs)	COMMENT
LOW	src/xpu/flamegraph/cupti_trace/helper_cupti.h	21	#ifndef EXIT_WAIVED	COMMENT
LOW	src/xpu/flamegraph/cupti_trace/helper_cupti_activity.h	21	#include <stdlib.h>	COMMENT
LOW	…c/xpu/flamegraph/cupti_trace/cupti_trace_injection.cpp	41	// CUPTI headers	COMMENT
LOW	src/xpu/flamegraph/profiler/src/main.rs	41	sw_event: bool,	COMMENT
LOW	src/features/bpf_token/token_userns_demo.c	1	// SPDX-License-Identifier: GPL-2.0	COMMENT
LOW	src/features/bpf_token/token_trace.c	1	// SPDX-License-Identifier: GPL-2.0	COMMENT
LOW	src/features/dynptr/README.zh.md	201	NULL 检查模式至关重要。如果请求的偏移量加长度超过包边界，或者由于其他原因无法访问数据，每个切片调用都可能失败。在使用返回的指针之前检查 NULL 是必须的。	COMMENT
LOW	src/features/dynptr/README.md	201	The NULL check pattern is crucial. Each slice call can fail if the requested offset plus length exceeds packet bounds or	COMMENT
LOW	src/features/dynptr/dynptr_tc.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/features/dynptr/dynptr_tc.bpf.c	1	// SPDX-License-Identifier: GPL-2.0	COMMENT
LOW	src/features/bpf_arena/README.zh.md	181		COMMENT
LOW	src/features/bpf_arena/README.md	181		COMMENT
LOW	src/features/bpf_arena/bpf_arena_common.h	41	#define __arena	COMMENT
LOW	src/features/struct_ops/module/compact.h	1	// Compatible for lower kernel versions. No need in 6.11.	COMMENT
LOW	src/17-biopattern/biopattern.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/17-biopattern/trace_helpers.c	1	/* SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause) */	COMMENT
LOW	src/cgroup/README.zh.md	301	// SPDX-License-Identifier: GPL-2.0 OR BSD-3-Clause	COMMENT
LOW	src/cgroup/README.md	301	// SPDX-License-Identifier: GPL-2.0 OR BSD-3-Clause	COMMENT
LOW	src/cgroup/cgroup_guard.c	1	// SPDX-License-Identifier: GPL-2.0 OR BSD-3-Clause	COMMENT
LOW	src/30-sslsniff/sslsniff.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/30-sslsniff/sslsniff.bpf.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/44-scx-simple/include/scx/common.bpf.h	1	/* SPDX-License-Identifier: GPL-2.0 */	COMMENT
LOW	src/45-scx-nest/include/scx/common.bpf.h	1	/* SPDX-License-Identifier: GPL-2.0 */	COMMENT
LOW	src/16-memleak/memleak.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/16-memleak/trace_helpers.c	1	/* SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause) */	COMMENT
LOW	src/53-egress-pacer/egress_pacer.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/24-hide/pidhide.h	1	// SPDX-License-Identifier: BSD-3-Clause	COMMENT
LOW	src/24-hide/pidhide.c	1	// SPDX-License-Identifier: BSD-3-Clause	COMMENT
LOW	src/42-xdp-loadbalancer/xdp_lb.bpf.c	1	// xdp_lb.bpf.c	COMMENT
LOW	src/34-syscall/exechijack.h	1	// SPDX-License-Identifier: BSD-3-Clause	COMMENT
LOW	src/47-cuda-events/cuda_events.c	1	// SPDX-License-Identifier: (LGPL-2.1 OR BSD-2-Clause)	COMMENT
LOW	src/52-fsession-latency/README.zh.md	141		COMMENT
33 more matches not shown…

Excessive Try-Catch Wrapping46 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	.github/check_links.py	95	except Exception as e:	CODE
MEDIUM	.github/check_links.py	96	print(f"Error reading {filepath}: {e}")	CODE
LOW	.github/check_links.py	136	except Exception as e:	CODE
MEDIUM⚡	src/32-wallclock-profiler/wallclock_profiler.py	383	print(f"Error setting up FlameGraph tools: {e}")	CODE
MEDIUM⚡	src/32-wallclock-profiler/wallclock_profiler.py	423	print(f"Error creating custom flamegraph script: {e}")	CODE
MEDIUM⚡	src/32-wallclock-profiler/wallclock_profiler.py	623	print(f"Error generating flamegraph {svg_file}: {result.stderr}")	CODE
MEDIUM⚡	src/32-wallclock-profiler/wallclock_profiler.py	626	print(f"Error running flamegraph.pl: {e}")	CODE
MEDIUM	src/32-wallclock-profiler/wallclock_profiler.py	468	print(f"Error writing folded data: {e}")	CODE
LOW⚡	src/32-wallclock-profiler/wallclock_profiler.py	382	except Exception as e:	CODE
LOW⚡	src/32-wallclock-profiler/wallclock_profiler.py	422	except Exception as e:	CODE
LOW⚡	src/32-wallclock-profiler/wallclock_profiler.py	625	except Exception as e:	CODE
MEDIUM⚡	src/32-wallclock-profiler/wallclock_profiler.py	877	print(f"Error: Process {args.pid} does not exist", file=sys.stderr)	STRING
LOW	src/32-wallclock-profiler/wallclock_profiler.py	68	except Exception:	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	94	except Exception as e:	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	120	except Exception as e:	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	233	except Exception as e:	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	257	except Exception as e:	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	467	except Exception as e:	CODE
MEDIUM	src/32-wallclock-profiler/wallclock_profiler.py	915	print(f"Error: {e}", file=sys.stderr)	STRING
LOW	src/32-wallclock-profiler/wallclock_profiler.py	914	except Exception as e:	STRING
LOW	src/xpu/flamegraph/gpuperf.py	101	except Exception as e:	CODE
MEDIUM	src/xpu/flamegraph/gpuperf.py	127	print(f"Error: CUPTI injection library not found at {self.injection_lib}", file=sys.stderr)	CODE
LOW	src/xpu/flamegraph/gpuperf.py	185	except Exception as e:	CODE
MEDIUM	src/xpu/flamegraph/gpuperf.py	186	print(f"Error running command: {e}", file=sys.stderr)	CODE
LOW	src/xpu/flamegraph/gpuperf.py	217	except Exception as e:	CODE
MEDIUM	src/xpu/flamegraph/gpuperf.py	218	print(f"Error converting trace: {e}", file=sys.stderr)	CODE
LOW	src/xpu/flamegraph/gpuperf.py	286	except Exception as e:	CODE
MEDIUM	src/xpu/flamegraph/gpuperf.py	287	print(f"Error generating merged trace: {e}", file=sys.stderr)	CODE
MEDIUM	src/xpu/flamegraph/gpuperf.py	301	print(f"Error: Input file '{input_file}' not found", file=sys.stderr)	CODE
LOW⚡	src/xpu/flamegraph/gpuperf.py	327	except Exception as e:	CODE
MEDIUM⚡	src/xpu/flamegraph/gpuperf.py	328	print(f"Error converting trace: {e}", file=sys.stderr)	CODE
MEDIUM	src/xpu/flamegraph/gpuperf.py	377	print("Error: CPU profiler not available", file=sys.stderr)	CODE
LOW	src/xpu/flamegraph/gpuperf.py	392	except Exception as e:	CODE
MEDIUM	src/xpu/flamegraph/gpuperf.py	393	print(f"Error: {e}", file=sys.stderr)	CODE
MEDIUM	src/xpu/flamegraph/merge_gpu_cpu_trace.py	391	print(f"Error: CPU trace file not found: {args.cpu}", file=sys.stderr)	CODE
MEDIUM	src/xpu/flamegraph/merge_gpu_cpu_trace.py	395	print(f"Error: GPU trace file not found: {args.gpu}", file=sys.stderr)	CODE
MEDIUM	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	1389	def set_vocab(self):	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	451	except Exception as e:	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	1392	except Exception:	CODE
LOW	src/xpu/flamegraph/qwen3.cu/header.py	86	except Exception as e:	CODE
LOW	src/xpu/flamegraph/qwen3.cu/header.py	100	except Exception as e:	CODE
LOW	src/xpu/flamegraph/qwen3.cu/extract_v_m.py	32	except Exception:	CODE
LOW	src/xpu/flamegraph/qwen3.cu/extract_v_m.py	52	except Exception:	CODE
LOW	src/xpu/flamegraph/qwen3.cu/extract_v_m.py	103	except Exception:	CODE
LOW	src/xpu/flamegraph/qwen3.cu/extract_v_m.py	119	except Exception:	CODE
LOW	src/53-egress-pacer/tests/test_egress_pacer.py	103	except Exception as error:	CODE

Hyper-Verbose Identifiers51 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	82	def test_accepts_exact_standard_markdown_fences(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	88	def test_rejects_stale_source_block(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	94	def test_rejects_duplicate_exact_source_block(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	102	def test_rejects_legacy_html_markers(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	114	def test_rejects_source_outside_repository(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	120	def test_rejects_readme_as_source(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	126	def test_rejects_incomplete_inventory(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	134	def test_rejects_unsupported_source_type(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	142	def test_accepts_longer_fence_for_source_with_backticks(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	150	def test_rejects_empty_source(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	157	def test_rejects_source_without_final_lf(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	164	def test_requires_bilingual_pair(self) -> None:	CODE
LOW⚡	…production-tutorial/scripts/test_sync_source_blocks.py	172	def test_rejects_unclosed_fence(self) -> None:	CODE
LOW⚡	scripts/test_generate_compatibility.py	20	def test_every_tutorial_has_valid_metadata(self):	CODE
LOW⚡	scripts/test_generate_compatibility.py	28	def test_bilingual_tables_contain_every_tutorial(self):	CODE
LOW⚡	scripts/test_generate_compatibility.py	37	def test_missing_field_is_rejected(self):	CODE
LOW	scripts/test_generate_compatibility.py	50	def test_required_btf_config_is_enforced(self):	CODE
LOW	scripts/test_generate_compatibility.py	64	def test_duplicate_config_field_is_rejected(self):	CODE
LOW	scripts/test_generate_compatibility.py	71	def test_empty_csv_item_is_rejected(self):	CODE
LOW	scripts/test_generate_compatibility.py	85	def test_per_arch_kernel_min_covers_all_architectures(self):	CODE
LOW	scripts/test_generate_compatibility.py	99	def test_not_applicable_basis_requires_not_applicable_kernel(self):	CODE
LOW	scripts/test_generate_compatibility.py	113	def test_repository_baseline_is_consistent(self):	CODE
LOW	scripts/rename.py	3	def rename_readme_en_to_readme(base_dir):	CODE
LOW	scripts/rename.py	15	def rename_readme_to_readme_zh(base_dir):	CODE
LOW	scripts/test_generate_toc.py	38	def test_english_and_chinese_indexes_contain_the_same_lessons(self):	CODE
LOW	scripts/test_generate_toc.py	41	def test_chinese_tracing_subsection_contains_all_tracing_lessons(self):	CODE
LOW	scripts/generate_compatibility.py	86	def _validate_per_arch_kernel(path: Path, value: str, architectures: list[str]) -> None:	CODE
LOW	scripts/generate_toc.py	276	def generate_file_from_template(template_path, output_path, toc_content):	CODE
LOW	scripts/test_check_internal_links.py	9	def test_accepts_existing_paths_and_ignores_non_file_links(self):	CODE
LOW	scripts/test_check_internal_links.py	43	def test_reports_missing_relative_link_with_source_line(self):	CODE
LOW	scripts/test_check_internal_links.py	57	def test_reports_missing_reference_destination(self):	CODE
LOW	scripts/test_check_internal_links.py	70	def test_closes_fence_only_with_a_long_enough_matching_delimiter(self):	CODE
LOW	.github/check_links.py	242	def _generate_markdown_report(self):	CODE
LOW⚡	src/32-wallclock-profiler/wallclock_profiler.py	386	def create_custom_flamegraph_script(self, original_script, custom_script):	CODE
LOW⚡	src/32-wallclock-profiler/wallclock_profiler.py	437	def generate_single_flamegraph(self, output_prefix):	CODE
LOW⚡	src/32-wallclock-profiler/wallclock_profiler.py	632	def generate_individual_thread_analysis(self, analysis_file, tid, thread_data, combined_stacks, role):	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	156	def profile_individual_threads(self, threads):	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	213	def _profile_thread_oncpu_worker(self, tid, thread_data):	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	237	def _profile_thread_offcpu_worker(self, tid, thread_data):	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	277	def normalize_and_combine_stacks(self):	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	494	def generate_multithread_flamegraphs(self, output_prefix):	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	684	def generate_thread_analysis_file(self, output_dir, base_name):	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	798	def generate_single_thread_analysis_file(self, output_prefix, single_thread_times):	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	937	def _create_vocab_sentencepiece(self):	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	2248	def _ffn_mult_to_intermediate_size(ffn_mult: float, n_embd: int) -> int:	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	3476	def shuffle_attn_output_weight(self, data_torch):	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	3860	def _xlmroberta_tokenizer_init(self) -> None:	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	6602	def meta_with_dtype_and_shape(cls, dtype: torch.dtype, shape: tuple[int, ...]) -> Tensor:	CODE
LOW	src/42-xdp-loadbalancer/simple_http_server.py	12	class SimpleHTTPRequestHandler(http.server.SimpleHTTPRequestHandler):	CODE
LOW	src/52-fsession-latency/tests/test_fsession_latency.py	92	def generate_continuous_reads() -> None:	CODE
LOW	src/50-tcx/tests/test_tcx_demo.py	42	def generate_loopback_traffic() -> None:	CODE

Deep Nesting56 hits · 40 pts

Severity	File	Line	Context
LOW	scripts/check_internal_links.py	85	CODE
LOW	scripts/check_internal_links.py	146	CODE
LOW	scripts/generate_toc.py	5	CODE
LOW	scripts/generate_toc.py	138	CODE
LOW	.github/check_links.py	77	CODE
LOW	.github/check_links.py	155	CODE
LOW	.github/check_links.py	289	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	494	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	548	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	565	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	600	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	684	CODE
LOW	…xec-image-inspector/tests/test_exec_image_inspector.py	73	CODE
LOW	src/xpu/flamegraph/cupti_trace_parser.py	34	CODE
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	67	CODE
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	131	CODE
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	189	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	6712	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	153	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	256	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	622	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	937	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	1132	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	1548	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	1758	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	1951	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	2010	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	2260	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	2386	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	2476	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	2855	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	3102	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	3218	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	3403	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	3542	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	3720	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	3869	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	4457	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	5057	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	5201	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	5293	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	5383	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	5489	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	5627	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	5764	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	6010	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	6241	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	6387	CODE
LOW	src/xpu/flamegraph/qwen3.cu/header.py	18	CODE
LOW	src/xpu/flamegraph/qwen3.cu/extract_v_m.py	39	CODE
LOW	src/xpu/flamegraph/qwen3.cu/extract_v_m.py	58	CODE
LOW	src/53-egress-pacer/tests/test_egress_pacer.py	62	CODE
LOW	src/53-egress-pacer/tests/test_egress_pacer.py	83	CODE
LOW	src/53-egress-pacer/tests/test_egress_pacer.py	111	CODE
LOW	src/52-fsession-latency/tests/test_fsession_latency.py	26	CODE
LOW	src/50-tcx/tests/test_tcx_demo.py	21	CODE

Redundant / Tautological Comments19 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/test-bpftrace.yml	53	# Check if bpftrace successfully attached and traced the function	COMMENT
LOW⚡	src/32-wallclock-profiler/wallclock_profiler.py	429	# Check if multi-threaded	COMMENT
LOW	src/32-wallclock-profiler/wallclock_profiler.py	39	# Check if tools exist	COMMENT
LOW	src/32-wallclock-profiler/wallclock_profiler.py	125	# Check if multi-threaded first	COMMENT
LOW⚡	src/32-wallclock-profiler/wallclock_profiler.py	868	# Check if running as root	STRING
LOW⚡	src/32-wallclock-profiler/wallclock_profiler.py	873	# Check if PID exists	STRING
LOW	src/32-wallclock-profiler/tests/run_combined_test.sh	33	# Check if running as root	COMMENT
LOW	src/32-wallclock-profiler/tests/run_memory_bandwidth.sh	41	# Check if running as root	COMMENT
LOW	src/32-wallclock-profiler/tests/run_multithread_test.sh	39	# Check if running as root	COMMENT
LOW	src/48-energy/energy_monitor_traditional.sh	119	# Check if we should exit	COMMENT
LOW	src/48-energy/compare_monitors.sh	10	# Check if we're running as root (required for eBPF)	COMMENT
LOW	src/xpu/flamegraph/gpuperf.py	125	# Check if injection library exists (only if we're doing GPU profiling)	COMMENT
LOW⚡	src/xpu/flamegraph/gpuperf.py	332	# Check if first argument is 'convert' for conversion mode	COMMENT
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	227	# Check if counts match for sequential matching	COMMENT
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	277	# Check if GPU exhausted	COMMENT
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	283	# Check if current GPU is within window	COMMENT
LOW	src/cgroup/test.sh	55	# Check if running as root	COMMENT
LOW	src/42-xdp-loadbalancer/setup.sh	101	# Check if all interfaces are up and running	COMMENT
LOW	src/42-xdp-loadbalancer/setup.sh	145	# Check if firewall rules are blocking traffic	COMMENT

Structural Annotation Overuse14 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	src/xpu/flamegraph/README.md	216	# Step 1: Find the cudaLaunchKernel runtime call that happened	COMMENT
LOW	src/xpu/flamegraph/README.md	230	# Step 2: Use the correlation ID from the launch event to find the	COMMENT
LOW	src/xpu/flamegraph/README.md	343	### Step 1: Build the CUPTI Injection Library	COMMENT
LOW	src/xpu/flamegraph/README.md	367	### Step 2: Build the Rust eBPF Profiler	COMMENT
LOW	src/xpu/flamegraph/README.md	396	### Step 3: Build the Mock LLM Application	COMMENT
LOW	src/xpu/flamegraph/README.md	426	### Step 4: Build the Real LLM Inference Application	COMMENT
LOW	src/xpu/flamegraph/README.md	529	### Step 5: Generate the Flamegraph	COMMENT
LOW	src/features/bpf_token/README.md	149	### Step 1: Fork and Create Namespaces	COMMENT
LOW	src/features/bpf_token/README.md	163	### Step 2: Create bpffs and Configure Delegation	COMMENT
LOW	src/features/bpf_token/README.md	184	### Step 3: Mount and Load	COMMENT
LOW	src/50-tcx/README.md	125	### Step 1: Attach the First Program	COMMENT
LOW	src/50-tcx/README.md	134	### Step 2: Insert the Second Program Before the First	COMMENT
LOW	src/50-tcx/README.md	149	### Step 3: Query the Chain	COMMENT
LOW	src/50-tcx/README.md	169	### Step 4: Stay Attached and Observe Traffic	COMMENT

Unused Imports21 hits · 20 pts

Severity	File	Line	Context
LOW	…production-tutorial/scripts/test_sync_source_blocks.py	4	CODE
LOW	…-bpf-production-tutorial/scripts/sync-source-blocks.py	4	CODE
LOW	scripts/check_internal_links.py	4	CODE
LOW	scripts/generate_compatibility.py	4	CODE
LOW	.github/check_links.py	24	CODE
LOW	.github/check_links.py	24	CODE
LOW	.github/check_links.py	26	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	19	CODE
LOW	src/32-wallclock-profiler/wallclock_profiler.py	21	CODE
LOW	…xec-image-inspector/tests/test_exec_image_inspector.py	4	CODE
LOW	src/51-tcp-quarantine/tests/test_tcp_quarantine.py	4	CODE
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	13	CODE
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	13	CODE
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	13	CODE
LOW	src/xpu/flamegraph/merge_gpu_cpu_trace.py	13	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	4	CODE
LOW	src/xpu/flamegraph/qwen3.cu/extract_v_m.py	3	CODE
LOW	src/xpu/flamegraph/qwen3.cu/extract_v_m.py	6	CODE
LOW	src/53-egress-pacer/tests/test_egress_pacer.py	4	CODE
LOW	src/52-fsession-latency/tests/test_fsession_latency.py	4	CODE
LOW	src/50-tcx/tests/test_tcx_demo.py	4	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	src/xpu/flamegraph/gpuperf.py	224	except:	CODE
HIGH	src/xpu/flamegraph/gpuperf.py	294	except:	CODE
HIGH	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	4560	except KeyError:	CODE
HIGH	src/xpu/flamegraph/qwen3.cu/extract_v_m.py	82	except:	CODE

Self-Referential Comments5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/generate_toc.py	4	# Define a function to walk through the directory and generate the TOC structure	COMMENT
MEDIUM	scripts/generate_toc.py	137	# Define a function to walk through the directory and generate the TOC structure in Chinese	COMMENT
MEDIUM	src/32-wallclock-profiler/wallclock_profiler.py	353	# Create a custom flamegraph script with our color palette	COMMENT
MEDIUM	src/cgroup/test.sh	90	# Create a temp file outside the test for output (since /dev/null is blocked in cgroup)	COMMENT
MEDIUM	src/42-xdp-loadbalancer/setup.sh	56	# Create the lb namespace	COMMENT

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/18-further-reading/README.zh.md	91	## SPRIGHT: extracting the server from serverless computing! high-performance eBPF-based event-driven, shared-memory pro	COMMENT
MEDIUM	src/18-further-reading/README.md	93	## SPRIGHT: extracting the server from serverless computing! high-performance eBPF-based event-driven, shared-memory pro	COMMENT

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	858	def _set_vocab_none(self) -> None:	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	861	def _set_vocab_gpt2(self) -> None:	CODE
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	4103	def set_vocab(self) -> None:	CODE
LOW	src/xpu/flamegraph/qwen3.cu/header.py	5	logger = logging.getLogger(__name__)	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/32-wallclock-profiler/tests/test_multithread.c	246	"Request %d chunk %d: Lorem ipsum dolor sit amet, consectetur adipiscing elit.\n",	CODE
LOW	src/32-wallclock-profiler/tests/test_multithread.c	246	"Request %d chunk %d: Lorem ipsum dolor sit amet, consectetur adipiscing elit.\n",	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/rename.py	27	# Example usage	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/32-wallclock-profiler/wallclock_profiler.py	341	# If no normalization needed, just add off-CPU stacks as-is	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	646	# To avoid unexpected issues - we make sure to normalize non-normalized tokens	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	4461	# TODO: implement self.prediction_coefs.weight.clamp_(...)	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/xpu/flamegraph/qwen3.cu/convert_hf_to_gguf_ordered.py	84		CODE

eunomia-bpf/bpf-developer-tutorial

Open-Source Code Quality, Security and Technical Debt Review