st-tech/ppf-contact-solver

Pattern Findings

The scanner identified 7419 distinct pattern matches across 22 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 Block3507 hits · 3174 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	21	# the CUDA solver driver (binary: `ppf-contact-solver`, package:	COMMENT
LOW	install-blender.sh	1	#!/bin/bash	COMMENT
LOW	install-blender.sh	21	# /Applications/Blender.app -- copied from the official .dmg	COMMENT
LOW	install-blender.sh	121	fi	COMMENT
LOW	warmup.py	241	# pytetwild carries a version pin because a SOLID scene's tetrahedral mesh	COMMENT
LOW	install-blender-addon.sh	1	#!/bin/bash	COMMENT
LOW	tools/backfill_upload_ids.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/clear_notebook_outputs.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/cpu_contact_fixture.py	1	# File: tools/cpu_contact_fixture.py	COMMENT
LOW	tools/cpu_contact_fixture.py	21	# them, so a sheet that passes through leaves NO interleaved pose in the output:	COMMENT
LOW	tools/cpu_contact_fixture.py	41	# through on the step that reaches the lower one, and the crossing count goes	COMMENT
LOW	tools/run_suite.py	1	# File: tools/run_suite.py	COMMENT
LOW	tools/run_suite.py	21	# only counts files.	COMMENT
LOW	tools/run_suite.py	341	per = []	COMMENT
LOW	tools/run_suite.py	381	# WHAT IT COMPARES. Two per-step indicator streams that every backend already	COMMENT
LOW	tools/run_suite.py	401	# WHY THE TWO STREAMS ARE JUDGED DIFFERENTLY. `newton_steps` is an integer the	COMMENT
LOW	tools/run_suite.py	421	# time by up to one substep: measured on three complete `drape` runs the last	COMMENT
LOW	tools/run_suite.py	441		COMMENT
LOW	tools/run_suite.py	461	# 2.8208x on the same two. 2.7183 is the weakest of the four.	COMMENT
LOW	tools/run_suite.py	841	#	COMMENT
LOW	tools/run_suite.py	881	got_bins[b]["mean"], ref_bins[b]["mean"], band))	COMMENT
LOW	tools/run_suite.py	1601	return {	COMMENT
LOW	tools/run_suite.py	1761	f"reference={ref_path}")	COMMENT
LOW	crates/ppf-cts-core/build.rs	1	// File: build.rs	COMMENT
LOW	crates/ppf-cts-core/build.rs	21	// On macOS this also compiles cpp/metal_probe.mm, the tiny Objective-C++	COMMENT
LOW	crates/ppf-cts-core/build.rs	81	/// generic one, so the run-time question can only be answered by expanding the	COMMENT
LOW	crates/ppf-cts-core/build.rs	181	println!("cargo:rerun-if-changed=cpp/intersect_ffi.cpp");	COMMENT
LOW	crates/ppf-cts-core/build.rs	221	.file("cpp/metal_probe.mm")	COMMENT
LOW	crates/ppf-cts-core/build.rs	281	let mut build = cc::Build::new();	COMMENT
LOW	crates/ppf-cts-core/tests/cache_path_gates.rs	1	// File: cache_path_gates.rs	COMMENT
LOW	crates/ppf-cts-core/tests/cache_path_gates.rs	21	//	COMMENT
LOW	crates/ppf-cts-core/cpp/rocm_probe.cpp	1	// File: rocm_probe.cpp	COMMENT
LOW	crates/ppf-cts-core/cpp/rocm_probe.cpp	21	//	COMMENT
LOW	crates/ppf-cts-core/cpp/rocm_probe.cpp	41		COMMENT
LOW	crates/ppf-cts-core/cpp/intersect_ffi.cpp	1	// File: intersect_ffi.cpp	COMMENT
LOW	crates/ppf-cts-core/cpp/metal_probe.mm	1	// File: metal_probe.mm	COMMENT
LOW	crates/ppf-cts-core/cpp/metal_probe.mm	21	#import <Metal/Metal.h>	COMMENT
LOW	crates/ppf-cts-core/cpp/metal_probe.mm	121	// WALKED UPWARD FROM A NAMED CONSTANT RATHER THAN WRITTEN AS	COMMENT
LOW	crates/ppf-cts-core/cpp/metal_probe.mm	161	// same place, and it is SYSTEM-WIDE rather than per process, which is also what	COMMENT
LOW	crates/ppf-cts-core/benches/rasterizer.rs	1	// File: crates/ppf-cts-core/benches/rasterizer.rs	COMMENT
LOW	crates/ppf-cts-core/src/parsers.rs	1	// File: crates/ppf-cts-core/src/parsers.rs	COMMENT
LOW	crates/ppf-cts-core/src/parsers.rs	21	// * `SimpleLog logging("name")` opens a parent group (subsequent	COMMENT
LOW	crates/ppf-cts-core/src/events.rs	1	// File: crates/ppf-cts-core/src/events.rs	COMMENT
LOW	crates/ppf-cts-core/src/events.rs	21	/// saw when the run failed.	COMMENT
LOW	crates/ppf-cts-core/src/events.rs	41	root: String,	COMMENT
LOW	crates/ppf-cts-core/src/events.rs	61	/// disk so the progress bar keeps working after the connect	COMMENT
LOW	crates/ppf-cts-core/src/events.rs	141	/// Monitor observed `<output>/initialize_finish.txt`, the file the	COMMENT
LOW	crates/ppf-cts-core/src/events.rs	161		COMMENT
LOW	crates/ppf-cts-core/src/cancel.rs	1	// File: crates/ppf-cts-core/src/cancel.rs	COMMENT
LOW	crates/ppf-cts-core/src/lib.rs	1	// File: crates/ppf-cts-core/src/lib.rs	COMMENT
LOW	crates/ppf-cts-core/src/effects.rs	1	// File: crates/ppf-cts-core/src/effects.rs	COMMENT
LOW	crates/ppf-cts-core/src/effects.rs	21		COMMENT
LOW	crates/ppf-cts-core/src/extra.rs	1	// File: crates/ppf-cts-core/src/extra.rs	COMMENT
LOW	crates/ppf-cts-core/src/state.rs	1	// File: crates/ppf-cts-core/src/state.rs	COMMENT
LOW	crates/ppf-cts-core/src/state.rs	41	#[derive(Default)]	COMMENT
LOW	crates/ppf-cts-core/src/state.rs	81	/// echoes them on every status response so the client can detect	COMMENT
LOW	crates/ppf-cts-core/src/state.rs	101	pub error: String,	COMMENT
LOW	crates/ppf-cts-core/src/utils.rs	1	// File: crates/ppf-cts-core/src/utils.rs	COMMENT
LOW	crates/ppf-cts-core/src/utils.rs	21	// paths (they don't gate engine effects).	COMMENT
LOW	crates/ppf-cts-core/src/utils.rs	41		COMMENT
3447 more matches not shown…

Decorative Section Separators799 hits · 2426 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/cpu_contact_fixture.py	52	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tools/cpu_contact_fixture.py	61	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tools/cpu_contact_fixture.py	342	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tools/cpu_contact_fixture.py	348	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tools/cpu_contact_fixture.py	361	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tools/cpu_contact_fixture.py	363	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tools/cpu_contact_fixture.py	379	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tools/cpu_contact_fixture.py	385	# --------------------------------------------------------------------------	COMMENT
MEDIUM	tools/run_suite.py	377	# ===========================================================================	COMMENT
MEDIUM	tools/run_suite.py	379	# ===========================================================================	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	32	// ── Project context ─────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	149	// ── Upload landing ──────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	207	// ── Build ───────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	318	// ── Solver operations ──────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	406	// ── Solver monitor events ──────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	495	// ── Delete ─────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	515	// ── Generic error ─────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	526	// ── Guard-rejected or unknown ─────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	71	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	126	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	338	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	731	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	740	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	871	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	910	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	1914	# ------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	1977	# ------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	2049	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	2383	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	2385	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	2495	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	2497	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	2585	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	2595	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/kernelgen.py	4527	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	149	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	190	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	192	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	278	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	280	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	329	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	331	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	345	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	347	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	476	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	478	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	519	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	521	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	594	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	596	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	671	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	673	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	748	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	750	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	806	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	808	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	827	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	829	# ---------------------------------------------------------------------------	STRING
MEDIUM	crates/ppf-cts-compute/seam/test_kernelgen.py	847	# ---------------------------------------------------------------------------	STRING
739 more matches not shown…

Hyper-Verbose Identifiers847 hits · 841 pts

Severity	File	Line	Snippet	Context
LOW	warmup.py	124	def create_vscode_ext_recommend():	CODE
LOW	warmup.py	1124	def _clear_cache_for_fast_check():	STRING
LOW	crates/ppf-cts-compute/seam/kernelgen.py	5371	def check_msl_spaces_complete(source_path, rendered, lines, masks):	CODE
LOW	frontend/_proximity_.py	16	def check_contact_offset_violation(	CODE
LOW	frontend/_app_.py	22	def _suppress_stale_widget_errors():	CODE
LOW	frontend/_scene_transform_.py	56	def _apply_transform_to_verts(	CODE
LOW	frontend/_mesh_.py	46	def _refuse_ftetwild_where_unshipped():	CODE
LOW	frontend/_mesh_.py	1183	def _assert_tetgen_surface_unchanged(self, vert, tri, input_vert, n_input):	STRING
LOW	frontend/_scene_object_.py	962	def _append_transform_keyframe(	CODE
LOW	frontend/_scene_object_.py	986	def _ensure_transform_animation(self):	CODE
LOW	frontend/_scene_object_.py	1574	def lock_rotation_prohibit_axis(self, prohibit: bool = True) -> "Object":	CODE
LOW	frontend/_scene_object_.py	1676	def angular_velocity_schedule_pca(self, schedule: list) -> "Object":	CODE
LOW	frontend/_scene_object_.py	1730	def angular_velocity_schedule_world(self, schedule: list) -> "Object":	CODE
LOW	frontend/__init__.py	572	def _register_windows_dll_directories():	CODE
LOW	frontend/_session_.py	1861	def fixed_session_to_cbor_dict(	CODE
LOW	frontend/_decoder_.py	1171	def _split_solid_holder_by_threshold(self, dyn_obj, obj_cfg, verbose=False,	CODE
LOW	frontend/_decoder_.py	1645	def _split_solid_holders_by_pin_group(dyn_obj, groups, verbose=False):	CODE
LOW	frontend/_decoder_.py	2004	def _build_solid_frame_move_ops(frame_map, obj_cfg):	CODE
LOW	frontend/_decoder_.py	2062	def _build_solid_embedded_move_ops(sim_weights, obj_cfg, harmonic=None,	CODE
LOW	frontend/_decoder_.py	2168	def _build_solid_poisson_move_ops(solid_pin, obj_cfg):	CODE
LOW	frontend/_decoder_.py	2405	def apply_invisible_colliders(self, scene, verbose: bool = False):	CODE
LOW	frontend/_decoder_.py	2446	def _apply_common_collider_params(collider, spec, kind):	CODE
LOW	frontend/_decoder_.py	2461	def _graph_laplacian_from_edges(e0, e1, n):	CODE
LOW	frontend/_decoder_.py	2532	def _harmonic_interior_operator_strict(n_verts, tets, surf_ids, interior_ids):	CODE
LOW	frontend/_decoder_.py	2586	def _build_harmonic_interior_operator(	CODE
LOW	frontend/_decoder_.py	2698	def _build_solid_weight_transfer(tet_mesh, F_arr, object_name):	CODE
LOW	frontend/_decoder_.py	3732	def release_solid_weight_transfers(self) -> None:	CODE
LOW	frontend/_invisible_collider_.py	154	def check_invisible_collider_violations(	CODE
LOW	frontend/_scene_.py	2657	def _check_rest_shape_tracking(name: str, obj: "Object") -> None:	CODE
LOW	frontend/_scene_.py	3314	def _closed_surface_from_faces(faces, face_range):	CODE
LOW	frontend/tests/_session_statistics_.py	155	def test_the_latest_frame_is_read_by_default(get):	CODE
LOW	frontend/tests/_session_statistics_.py	167	def test_invalid_reads_none_and_unsupported_is_absent(get):	CODE
LOW	frontend/tests/_session_statistics_.py	175	def test_a_series_skips_the_frames_with_no_value(get):	CODE
LOW⚡	frontend/tests/_session_statistics_.py	187	def test_no_frame_yet_reads_none(tmp_path):	CODE
LOW⚡	frontend/tests/_session_statistics_.py	197	def test_a_missing_frame_is_refused(get):	CODE
LOW⚡	frontend/tests/_session_statistics_.py	202	def test_a_frame_breaking_the_manifest_is_refused(get, tmp_path):	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	108	def test_non_finite_axis_raises():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	117	def test_static_object_raises():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	127	def test_clear_resets_rotation_lock():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	135	def test_coexists_independently_with_translation_lock():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	143	def test_prohibit_axis_defaults_to_false():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	149	def test_prohibit_axis_flips_mode():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	158	def test_prohibit_axis_returns_self_for_chaining():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	164	def test_prohibit_axis_without_lock_rotation_raises():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	171	def test_starts_with_no_all_axes_lock():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	177	def test_lock_all_rotations_sets_flag_and_carries_no_axis():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	186	def test_lock_all_rotations_returns_self_for_chaining():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	192	def test_lock_all_rotations_clears_axis_and_prohibit_axis():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	202	def test_lock_rotation_clears_all_axes_flag():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	210	def test_prohibit_axis_under_lock_all_rotations_raises():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	219	def test_lock_all_rotations_on_static_object_raises():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	229	def test_clear_resets_lock_all_rotations():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	237	def test_lock_all_translations_sets_flag_and_carries_no_axis():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	244	def test_lock_all_translations_returns_self_for_chaining():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	250	def test_lock_all_translations_clears_axis():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	258	def test_lock_translation_clears_all_axes_flag():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	266	def test_lock_all_translations_on_static_object_raises():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	276	def test_clear_resets_lock_all_translations():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	284	def test_all_axes_locks_coexist_independently():	CODE
LOW	frontend/tests/_lock_rotation_.py	86	def test_normalizes_non_axis_aligned_direction():	CODE
787 more matches not shown…

Excessive Try-Catch Wrapping708 hits · 728 pts

Severity	File	Line	Snippet	Context
MEDIUM	warmup.py	493	print(f"Error: pip not found at {pip_path}")	CODE
MEDIUM	warmup.py	1282	print(f"Error: Architecture '{machine}' is not supported.")	CODE
LOW	warmup.py	826	except Exception as e:	CODE
LOW	warmup.py	1156	except Exception as e:	CODE
LOW	warmup.py	1169	except Exception as e:	CODE
LOW	warmup.py	1182	except Exception as e:	CODE
LOW	warmup.py	1211	except Exception as e:	CODE
LOW	warmup.py	1224	except Exception as e:	CODE
LOW	warmup.py	1237	except Exception as e:	CODE
LOW	warmup.py	1250	except Exception as e:	CODE
LOW	warmup.py	1263	except Exception as e:	CODE
LOW	tools/run_suite.py	1794	except Exception as exc: # a harness fault must not be read as a scene failure	CODE
LOW	crates/ppf-cts-py/tests/_python_smoke_.py	31	except Exception as e: # pragma: no cover - environment-dependent	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	2106	except Exception:	CODE
LOW	frontend/_mesh_.py	1162	except Exception as e:	STRING
LOW	frontend/build_worker.py	710	except Exception:	CODE
LOW	frontend/build_worker.py	714	except Exception as exc:	CODE
LOW	frontend/build_worker.py	727	except Exception as exc:	CODE
LOW	frontend/build_worker.py	760	except Exception as werr: # best-effort; never mask the build error	CODE
LOW	frontend/_session_.py	1343	except Exception as e:	CODE
LOW	frontend/_session_.py	1355	except Exception as e:	CODE
LOW	frontend/_session_.py	1484	except Exception:	CODE
LOW	frontend/_session_.py	1493	except Exception as _:	CODE
LOW	frontend/_session_.py	1882	except Exception:	CODE
LOW	frontend/_session_.py	1892	except Exception:	CODE
LOW	frontend/_force_field_.py	1024	except Exception as e: # the script's own top level failed	CODE
MEDIUM	frontend/_force_field_.py	957	def _unary(op, a):	CODE
MEDIUM	frontend/_utils_.py	220	print("Error occurred while running nvidia-smi:", e)	CODE
MEDIUM	frontend/_utils_.py	239	print("Error occurred while running nvidia-smi:", e)	CODE
LOW	frontend/tests/_proximity_.py	370	except Exception as e:	CODE
LOW	frontend/tests/_object_visibility_.py	348	except Exception as e:	CODE
LOW	frontend/tests/_solid_weight_transfer_.py	34	except Exception as exc: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_self_intersection_.py	416	except Exception as e:	CODE
LOW	frontend/tests/_cbor_bridge_.py	208	except Exception as e:	CODE
LOW	frontend/tests/_decoder_display_pins_.py	37	except Exception as exc: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_build_worker_error_report_.py	43	except Exception as exc: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_build_worker_error_report_.py	248	except Exception as err:	CODE
LOW	frontend/tests/_decoder_solid_pin_fields_.py	47	except Exception as exc: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_sdf_.py	65	except Exception as e:	CODE
LOW	frontend/tests/_rasterizer_.py	75	except Exception as e:	CODE
LOW	frontend/tests/_tetra_cache_key_.py	43	except Exception as exc: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_cache_path_length_.py	33	except Exception as e: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_bvh_.py	372	except Exception as e:	CODE
LOW	frontend/tests/_decoder_sparse_pin_map_.py	27	except Exception as exc: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_decoder_solid_pin_group_.py	48	except Exception as exc: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_invisible_collider_.py	585	except Exception as e:	CODE
LOW	frontend/tests/_decoder_solid_threshold_.py	40	except Exception as exc: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_asset_.py	99	except Exception as e:	CODE
LOW	frontend/tests/_device_diagnostics_.py	247	except Exception as e:	CODE
LOW	calibration/viz.py	33	except Exception:	CODE
LOW	calibration/viz.py	37	except Exception:	CODE
MEDIUM	blender_addon/capture.sh	590	def _run_capture():	CODE
LOW	blender_addon/capture.sh	489	except Exception as e:	CODE
LOW	blender_addon/capture.sh	502	except Exception:	CODE
LOW	blender_addon/capture.sh	574	except Exception as e:	CODE
LOW	blender_addon/capture.sh	596	except Exception as e:	CODE
LOW	blender_addon/capture.sh	749	except Exception:	CODE
LOW	blender_addon/capture.sh	760	except Exception:	CODE
LOW	blender_addon/capture.sh	847	except Exception as e:	CODE
LOW	blender_addon/capture.sh	1055	except Exception as e:	CODE
648 more matches not shown…

Empty Error Handlers145 hits · 725 pts

Severity	File	Line	Snippet	Context
HIGH	warmup.py	821	except (OSError, Exception):	CODE
HIGH	tools/run_suite.py	1534	except ProcessLookupError:	CODE
HIGH	frontend/_app_.py	47	except ImportError:	CODE
HIGH	frontend/_mesh_.py	165	except BaseException:	CODE
HIGH	frontend/_mesh_.py	1067	except _sp.TimeoutExpired:	CODE
HIGH	frontend/build_worker.py	191	except BaseException:	CODE
HIGH	frontend/build_worker.py	516	except BaseException:	CODE
HIGH	frontend/build_worker.py	92	except AttributeError:	CODE
HIGH	frontend/build_worker.py	710	except Exception:	CODE
HIGH	frontend/build_worker.py	772	except BaseException:	CODE
HIGH	frontend/_session_.py	1493	except Exception as _:	CODE
HIGH	blender_addon/__init__.py	42	except Exception:	CODE
HIGH	blender_addon/__init__.py	56	except Exception:	CODE
HIGH	blender_addon/__init__.py	69	except Exception:	CODE
HIGH	blender_addon/__init__.py	135	except Exception:	CODE
HIGH	blender_addon/__init__.py	143	except Exception:	CODE
HIGH	blender_addon/__init__.py	159	except Exception:	CODE
HIGH	blender_addon/__init__.py	164	except Exception:	CODE
HIGH	blender_addon/__init__.py	182	except Exception:	CODE
HIGH	blender_addon/__init__.py	234	except Exception:	CODE
HIGH	blender_addon/__init__.py	582	except Exception:	CODE
HIGH	blender_addon/__init__.py	589	except Exception:	CODE
HIGH	blender_addon/__init__.py	597	except Exception:	CODE
HIGH	blender_addon/__init__.py	605	except ImportError:	CODE
HIGH	blender_addon/__init__.py	464	except Exception:	CODE
HIGH	blender_addon/__init__.py	250	except ValueError:	CODE
HIGH	blender_addon/__init__.py	346	except Exception:	CODE
HIGH	blender_addon/ui/perf.py	227	except Exception:	CODE
HIGH	blender_addon/ui/perf.py	237	except Exception:	CODE
HIGH	blender_addon/ui/console.py	25	except ImportError:	CODE
HIGH	blender_addon/ui/jupyter_ops.py	58	except Exception:	CODE
HIGH	blender_addon/ui/solver.py	142	except OSError:	CODE
HIGH	blender_addon/ui/solver.py	279	except Exception:	CODE
HIGH	blender_addon/ui/solver.py	1568	except Exception:	CODE
HIGH	blender_addon/ui/debug_ops.py	613	except Exception:	CODE
HIGH	blender_addon/ui/geometry_cleanup_ops.py	332	except RuntimeError:	CODE
HIGH	blender_addon/ui/geometry_cleanup_ops.py	91	except RuntimeError:	CODE
HIGH	blender_addon/ui/capture.py	373	except ImportError:	CODE
HIGH	blender_addon/ui/capture.py	1324	except (ValueError, RuntimeError):	CODE
HIGH	blender_addon/ui/dynamics/overlay.py	566	except Exception:	CODE
HIGH	blender_addon/ui/dynamics/overlay.py	591	except Exception:	CODE
HIGH	blender_addon/ui/dynamics/overlay.py	492	except Exception:	CODE
HIGH	blender_addon/ui/dynamics/pin_ops.py	831	except Exception:	CODE
HIGH	blender_addon/ui/dynamics/pin_ops.py	822	except Exception:	CODE
HIGH	blender_addon/ui/dynamics/export_ops.py	254	except (RuntimeError, ReferenceError):	CODE
HIGH	blender_addon/ui/dynamics/export_ops.py	293	except (RuntimeError, ReferenceError):	CODE
HIGH	blender_addon/ui/dynamics/export_ops.py	240	except RuntimeError:	CODE
HIGH	blender_addon/ui/dynamics/export_ops.py	250	except RuntimeError:	CODE
HIGH	blender_addon/ui/dynamics/export_ops.py	284	except RuntimeError:	CODE
HIGH	blender_addon/ui/dynamics/export_ops.py	289	except (RuntimeError, ReferenceError):	CODE
HIGH	blender_addon/ui/dynamics/export_ops.py	302	except (RuntimeError, ReferenceError):	CODE
HIGH	blender_addon/ui/dynamics/overlay_labels.py	102	except Exception:	CODE
HIGH	blender_addon/ui/dynamics/bake_ops.py	557	except Exception:	CODE
HIGH	blender_addon/ui/dynamics/overlay_geometry/pins.py	158	except Exception:	CODE
HIGH	blender_addon/ui/dynamics/overlay_geometry/pins.py	425	except Exception:	CODE
HIGH	blender_addon/core/facade.py	55	except Exception:	CODE
HIGH	blender_addon/core/facade.py	668	except Exception:	CODE
HIGH	blender_addon/core/facade.py	688	except Exception:	CODE
HIGH	blender_addon/core/facade.py	739	except ValueError:	CODE
HIGH	blender_addon/core/async_op.py	145	except (RuntimeError, ReferenceError):	CODE
85 more matches not shown…

Unused Imports712 hits · 647 pts

Severity	File	Line	Context
LOW	tools/backfill_upload_ids.py	17	CODE
LOW	tools/clear_notebook_outputs.py	18	CODE
LOW	tools/run_suite.py	41	CODE
LOW	crates/ppf-cts-formats/tests/scripts/gen_fixtures.py	22	CODE
LOW	crates/ppf-cts-py/tests/_python_smoke_.py	18	CODE
LOW	frontend/_mesh_.py	1006	CODE
LOW	frontend/_cbor_bridge_.py	14	CODE
LOW	frontend/__init__.py	690	CODE
LOW	frontend/__init__.py	691	CODE
LOW	frontend/__init__.py	692	CODE
LOW	frontend/__init__.py	692	CODE
LOW	frontend/__init__.py	692	CODE
LOW	frontend/__init__.py	693	CODE
LOW	frontend/__init__.py	694	CODE
LOW	frontend/__init__.py	695	CODE
LOW	frontend/__init__.py	695	CODE
LOW	frontend/__init__.py	695	CODE
LOW	frontend/__init__.py	695	CODE
LOW	frontend/__init__.py	696	CODE
LOW	frontend/__init__.py	696	CODE
LOW	frontend/__init__.py	696	CODE
LOW	frontend/__init__.py	696	CODE
LOW	frontend/__init__.py	696	CODE
LOW	frontend/__init__.py	697	CODE
LOW	frontend/__init__.py	698	CODE
LOW	frontend/__init__.py	698	CODE
LOW	frontend/__init__.py	699	CODE
LOW	frontend/__init__.py	699	CODE
LOW	frontend/__init__.py	699	CODE
LOW	frontend/__init__.py	699	CODE
LOW	frontend/__init__.py	699	CODE
LOW	frontend/__init__.py	699	CODE
LOW	frontend/__init__.py	699	CODE
LOW	frontend/__init__.py	699	CODE
LOW	frontend/__init__.py	699	CODE
LOW	frontend/__init__.py	717	CODE
LOW	frontend/__init__.py	717	CODE
LOW	frontend/__init__.py	717	CODE
LOW	frontend/__init__.py	717	CODE
LOW	frontend/__init__.py	717	CODE
LOW	frontend/__init__.py	717	CODE
LOW	frontend/__init__.py	717	CODE
LOW	frontend/__init__.py	717	CODE
LOW	frontend/__init__.py	727	CODE
LOW	frontend/__init__.py	727	CODE
LOW	frontend/__init__.py	727	CODE
LOW	frontend/_session_inspect_.py	36	CODE
LOW	frontend/_session_inspect_.py	37	CODE
LOW	frontend/_session_.py	35	CODE
LOW	frontend/_session_.py	35	CODE
LOW	frontend/_session_.py	49	CODE
LOW	frontend/_decoder_.py	18	CODE
LOW	frontend/_decoder_.py	66	CODE
LOW	frontend/_decoder_.py	67	CODE
LOW	frontend/_decoder_.py	68	CODE
LOW	frontend/_force_field_.py	36	CODE
LOW	frontend/_scene_.py	40	CODE
LOW	frontend/_scene_.py	43	CODE
LOW	frontend/_scene_.py	52	CODE
LOW	frontend/_scene_.py	52	CODE
652 more matches not shown…

Docstring Block Structure63 hits · 315 pts

Severity	File	Line	Snippet	Context
HIGH	frontend/_app_.py	275	Ask backend ``name``'s own solver whether it can run on this machine. An unusable answer is not an error: it is	STRING
HIGH	frontend/_app_.py	369	Recover the fixed session previously saved under ``name``. The session is located via a symlink in the data dir	STRING
HIGH	frontend/_plot_.py	254	Plot a triangle mesh, optionally with visualized stitch connections. If ``stitch`` is provided, additional vert	STRING
HIGH	frontend/_scene_object_.py	324	Animate one material parameter over the scene's keyframe times. Args: key (str): The material param	STRING
HIGH	frontend/_scene_object_.py	1359	Pin a PDRD body as a hinge about one of its principal axes. Filters the body's reduced rigid DOF so its positio	STRING
HIGH	frontend/_scene_object_.py	1399	Constrain this object's center of mass to a fixed world-space line. The solver restricts the object's mass-weig	STRING
HIGH	frontend/_scene_object_.py	1484	Restrict this object's rigid rotation to a fixed world-space axis. The solver restricts the object's mass-weigh	STRING
HIGH	frontend/_scene_object_.py	1575	Flip Lock Rotation between an allow-only axis and a forbidden one. Only meaningful after :meth:`lock_rotation`	STRING
HIGH	frontend/_session_inspect_.py	628	Get every object's statistics at one output frame. The solver records these for each object at each output fram	STRING
HIGH	frontend/_session_inspect_.py	693	Get one object's statistic over every frame it was recorded at. Frames where the solver had no value for the ch	STRING
HIGH	frontend/_scene_pin_.py	737	Put this holder in a named pin group. Every holder starts in a group of its own. Holders that share an id	STRING
HIGH	frontend/_scene_pin_.py	819	Add a spin operation to the pin. Args: center: Center of rotation. Defaults to [0, 0, 0].	STRING
HIGH	frontend/_scene_pin_.py	875	Add a torque operation to the pin. Applies a constant rotational force around a PCA-computed axis. The	STRING
HIGH	frontend/_session_.py	99	Select an existing session by name. Args: name (str): The name of the session. Defaults to ``"sessi	STRING
HIGH	frontend/_session_.py	120	Create a new session. If ``name`` is empty, an auto-generated name is used: ``"session"`` for the first	STRING
HIGH	frontend/_session_param_.py	60	Set a parameter value. If ``value`` is ``None``, the parameter is set to ``True``. Args: k	STRING
HIGH	frontend/_session_param_.py	131	Select the current dynamic parameter key and move the time cursor to its end. The cursor lands on the last time	STRING
HIGH	frontend/_session_param_.py	165	Change the value of the dynamic parameter at the current time. Args: value (Any): The new value of	STRING
HIGH	frontend/_session_param_.py	250	Advance the current time cursor for the dynamic parameter. Args: time (float): The new current time	STRING
HIGH	frontend/_session_param_.py	276	Get the value of a parameter. Args: key (Optional[str]): The parameter key. Must be specified.	STRING
HIGH	frontend/_scene_.py	2492	Stitch points on one object to points on another. Each row of ``ind`` and ``w`` is one stitch between a point o	STRING
HIGH	frontend/_asset_.py	384	Return the type tag of a registered asset. Args: name (str): The name of the asset. Return	STRING
HIGH	frontend/_asset_.py	410	Return the raw arrays stored for an asset. The keys present in the returned dictionary depend on the asset	STRING
HIGH	frontend/_asset_.py	445	Return the vertex and face arrays of a triangle mesh asset. Args: name (str): The name of the asset	STRING
HIGH	frontend/_asset_.py	473	Return the arrays of a tetrahedral mesh asset. Args: name (str): The name of the asset. Re	STRING
HIGH	frontend/_asset_.py	501	Return the vertex and edge arrays of a rod mesh asset. Args: name (str): The name of the asset.	STRING
HIGH	frontend/_asset_.py	530	Return the index and weight arrays of a stitch asset. Args: name (str): The name of the asset.	STRING
HIGH	blender_addon/core/connection.py	747	Spawn a fresh win_native ``ppf-cts-server.exe`` subprocess and return the Popen. Used by both initial connect and t	STRING
HIGH	blender_addon/core/connection.py	903	Connect using Windows native build. The root path must be the project root directory where ``ppf-cts-server.e	STRING
HIGH	blender_addon/core/connection.py	1499	Spawn a fresh mac_native ``ppf-cts-server`` subprocess and return the Popen. Used by both initial connect and the S	STRING
HIGH	blender_addon/core/connection.py	1651	Connect using the macOS native build. The root path must be the project root directory where ``ppf-cts-server	STRING
HIGH	blender_addon/core/connection.py	1724	Spawn a fresh linux_native ``ppf-cts-server`` subprocess and return the Popen. Used by both initial connect and the	STRING
HIGH	blender_addon/core/connection.py	1878	Connect using a Linux build on this machine. The root path must be the project root directory where ``ppf-cts-ser	STRING
HIGH	blender_addon/mcp/decorators.py	51	Parse function docstring to extract description and parameter info. Args: func: Function to parse docstring	STRING
HIGH	blender_addon/mcp/decorators.py	302	Validate and convert arguments based on function signature. Args: func: Function to validate arguments for	STRING
HIGH	blender_addon/ops/api/pin.py	326	Drive this pin through a per-frame sequence of mesh vertex positions. The same cache Capture Deformation writes	STRING
HIGH	blender_addon/ops/api/solver.py	110	Look up a group by UUID. Args: group_uuid: UUID string of the group. Returns:	STRING
HIGH	blender_addon/ops/api/solver.py	327	Compile the force field script on the running server and wait for the answer, as the panel's **Compile and Check	STRING
HIGH	blender_addon/ops/api/solver.py	421	Translate object_a so its nearest vertex lands on object_b. Args: object_a: Name of the mesh th	STRING
HIGH	blender_addon/ops/api/solver.py	459	Report the geometry the solver rejects, modifying nothing. Args: *object_names: One or more mesh ob	STRING
HIGH	blender_addon/ops/api/solver.py	554	Weld near-coincident vertices. Changes the vertex count. A surviving pair sits far inside the contact gap, whe	STRING
HIGH	blender_addon/ops/api/solver.py	605	Delete vertices that belong to no face. Changes the vertex count. The solver averages a vertex's contact param	STRING
HIGH	blender_addon/ops/api/solver.py	652	Collapse zero-area faces and zero-length edges. Changes the vertex count. A face with no area has no defined	STRING
HIGH	blender_addon/ops/api/solver.py	698	Delete faces that repeat an existing face's vertex set. Two faces on the same vertices contribute their contact	STRING
HIGH	blender_addon/ops/api/solver.py	730	Triangulate every face with more than three corners. Transfer triangulates on its own at encode time, so this i	STRING
HIGH	blender_addon/ops/api/solver.py	766	Make face winding consistent and outward. Inconsistent winding flips the normal a face contributes, which	STRING
HIGH	blender_addon/ops/api/solver.py	799	Triangulate by poking each face, keeping the mesh symmetric. A single-diagonal triangulation breaks a mirror-sy	STRING
HIGH	blender_addon/ops/api/solver.py	843	Replace a solid mesh with the grain cloud a SAND group simulates. Destructive: the faces are discarded and the	STRING
HIGH	blender_addon/ops/api/solver.py	899	Mark two objects to be merged at their shared contact. Args: object_a: Name of the first mesh.	STRING
HIGH	blender_addon/ops/api/solver.py	925	Remove a previously added merge pair. The ordering of object_a and object_b does not matter; the pa	STRING
HIGH	blender_addon/ops/api/solver.py	982	Add an invisible infinite-plane wall collider. Args: position: ``(x, y, z)`` world-space point on t	STRING
HIGH	blender_addon/ops/api/solver.py	1009	Add an invisible sphere collider. Args: position: ``(x, y, z)`` world-space center. rad	STRING
HIGH	blender_addon/ops/api/solver.py	1165	Export the simulated mesh sequence as a USD cache. A lighter result than baking shape keys: the deformation is	STRING
HIGH	blender_addon/ops/api/solver.py	1204	Export the simulated mesh sequence as an Alembic (ABC) cache. A lighter result than baking shape keys: the defo	STRING
HIGH	blender_addon/ops/api/curve.py	69	Append a Bezier spline with AUTO handles. Args: points: Iterable of ``(x, y, z)`` control-point coo	STRING
HIGH	blender_addon/ops/api/curve.py	99	Bind a material to a spline by index. The material is appended to the curve's slots if it isn't already	STRING
HIGH	blender_addon/ops/api/group.py	367	Keyframe a velocity on an object assigned to this group. Appends an entry to the assigned object's ``ve	STRING
HIGH	blender_addon/ops/api/group.py	467	Pin a PDRD body assigned to this group as a hinge (per object). Locks the body's position and restricts its rot	STRING
HIGH	blender_addon/ops/api/group.py	528	Pin a vertex group (mesh) or set of control points (curve). Args: object_name: Name of the mesh or	STRING
HIGH	blender_addon/ops/api/collider.py	152	Advance the keyframe cursor. Args: frame: Target frame (must be strictly greater than the current	STRING
3 more matches not shown…

Hallucination Indicators31 hits · 310 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/ppf-cts-solver/src/statistics.rs	154	let static_masses = dataset.constraint.mesh.prop.vertex.as_slice();	CODE
CRITICAL	crates/ppf-cts-solver/src/builder.rs	1867	for (i, face_neighbors) in mesh.mesh.neighbor.hinge.face.iter().enumerate() {	CODE
CRITICAL	crates/ppf-cts-solver/src/builder.rs	2291	for i in rod_count..edge_props.len().min(mesh.mesh.neighbor.edge.face.len()) {	CODE
CRITICAL	crates/ppf-cts-solver/src/builder.rs	2309	if j >= mesh.mesh.neighbor.vertex.face.len()	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/plasticity.rs	1537	self.scene.data.prop.hinge.as_slice()[0].rest_angle	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/plasticity.rs	1601	hinge.scene.data.prop.hinge.as_mut_slice()[0].fixed = true;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/plasticity.rs	1612	hinge.scene.data.prop.hinge.as_mut_slice()[0].rest_angle = angle;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/plasticity.rs	1775	self.scene.data.prop.vertex.as_slice()[1].rest_bend_angle	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	2578	&mut self.scene.data.prop.tet.as_mut_slice()[0]	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	3775	fixture.scene.data.prop.face.as_mut_slice()[0].collider = true;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	4689	&mut self.scene.data.prop.hinge.as_mut_slice()[0]	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	4694	let curr = self.scene.data.vertex.curr.as_slice();	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	5317	fixture.scene.data.mesh.ttype.hinge.as_mut_slice()[0] = 1;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	5409	damped.scene.data.param_arrays.hinge.as_mut_slice()[0].bend_damping = BETA;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	6037	fixture.scene.data.prop.edge.as_mut_slice()[0].fixed = true;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	6143	fixture.scene.data.prop.edge.as_mut_slice()[0].length = 0.0;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	6508	for vertex in fixture.scene.data.prop.vertex.as_mut_slice() {	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	6594	fixture.scene.data.prop.vertex.as_mut_slice()[1].fix_index = 1;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	6937	let curr = self.scene.data.vertex.curr.as_slice();	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	7214	fixture.scene.data.prop.face.as_mut_slice()[0].collider = true;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	7237	let prop = &mut fixture.scene.data.prop.face.as_mut_slice()[0];	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	7586	restless.scene.data.prop.edge.as_mut_slice()[0].initial_length = 0.0;	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	7861	0 => fixture.scene.data.prop.face.as_mut_slice()[0].collider = true,	CODE
CRITICAL	crates/ppf-cts-solver/src/driver/assemble.rs	7862	1 => fixture.scene.data.prop.face.as_mut_slice()[0].fixed = true,	CODE
CRITICAL	blender_addon/ops/api/curve.py	145	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	blender_addon/debug/scenarios/bl_force_field_check.py	115	bpy.context.scene.collection.children.link(coll)	CODE
CRITICAL	examples/blender/five-twist.py	140	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	examples/blender/pdrd_chain.py	118	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	examples/blender/cards.py	145	bpy.context.scene.collection.objects.link(obj)	CODE
CRITICAL	examples/blender/cards.py	232	bpy.context.scene.collection.objects.link(sphere_obj)	CODE
CRITICAL	examples/blender/character-anim.py	182	bpy.context.scene.collection.objects.link(obj)	CODE

Cross-Language Confusion50 hits · 288 pts

Severity	File	Line	Snippet	Context
HIGH	tools/run_suite.py	1103	1. Restore with `cp $S.orig $S && rm $S.orig` and rebuild, then re-run	STRING
HIGH	crates/ppf-cts-compute/seam/kernelgen.py	100	# barrier names `seam_host.h` deliberately leaves undefined, and a SERIAL TWIN	COMMENT
HIGH	crates/ppf-cts-compute/seam/kernelgen.py	272	# seam leaves `compute::threadgroup_barrier` undefined, so such a body is	COMMENT
HIGH	crates/ppf-cts-compute/seam/kernelgen.py	2953	f" if (args.{count} == 0 \|\| seam_group_width == 0) {{\n"	CODE
HIGH	crates/ppf-cts-compute/seam/kernelgen.py	3269	"// seam leaves compute::threadgroup_barrier undefined, so it is "	CODE
HIGH	frontend/_session_inspect_.py	341	"""Walk every plausible source root for `// Name:` / `logging.push("...")`	STRING
HIGH	frontend/_parse_.py	13	``logging.push("...")`` entries in ``.cu`` and ``.rs`` files and	STRING
HIGH	frontend/tests/_device_diagnostics_.py	55	# to every command buffer that dispatches, so its header is never null, and its	COMMENT
HIGH⚡	blender_addon/core/server_kill.py	266	f'for p in $(pgrep -f "{name}.*--port $PORT([^0-9]\|$)" 2>/dev/null); do '	CODE
HIGH⚡	blender_addon/core/server_kill.py	267	f'case "$(ps -o comm= -p $p 2>/dev/null)" in {name}) PIDS="$PIDS $p";; esac; '	CODE
HIGH⚡	blender_addon/core/server_kill.py	270	'[ -n "$PIDS" ] && kill $PIDS 2>/dev/null; '	CODE
HIGH⚡	blender_addon/core/server_kill.py	272	'for p in $PIDS; do kill -0 $p 2>/dev/null && LEFT="$LEFT $p"; done; '	CODE
HIGH⚡	blender_addon/core/server_kill.py	274	'[ -n "$LEFT" ] && kill -9 $LEFT 2>/dev/null; '	CODE
HIGH⚡	blender_addon/core/server_kill.py	276	'for p in $PIDS; do kill -0 $p 2>/dev/null && LEFT="$LEFT $p"; done; '	CODE
HIGH	blender_addon/core/profile.py	355	# TOML has no null; emit an empty string so loader round-trips produce	COMMENT
HIGH	blender_addon/core/remote_builds.py	131	f'"$(cat {marker} 2>/dev/null)" '	CODE
HIGH	blender_addon/mcp/http_handler.py	147	# host (e.g. Origin: null, file://) is rejected.	COMMENT
HIGH	blender_addon/debug/scenarios/_runner.py	208	35448531061's Windows shard: cp1252 leaves byte 0x8d undefined, a tqdm	STRING
HIGH	docs/tools/restructure_workflow.py	288	print("\nDone. Clean build recommended: rm -rf docs/_build && docs/build.sh")	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	197	if ! kill -0 "$TUNNEL_PID" 2>/dev/null; then	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	214	kill "$TUNNEL_PID" 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	215	wait "$TUNNEL_PID" 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	248	if command -v nvidia-smi &> /dev/null; then	CODE
HIGH⚡	.github/workflows/scripts/run-all-once-gen.py	328	ubuntu@localhost "test -f /tmp/setup-complete && echo READY" 2>/dev/null \| grep -q READY; then	CODE
HIGH⚡	.github/workflows/scripts/run-all-once-gen.py	330	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH⚡	.github/workflows/scripts/run-all-once-gen.py	334	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH⚡	.github/workflows/scripts/run-all-once-gen.py	356	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH⚡	.github/workflows/scripts/run-all-once-gen.py	365	"cd ${{{{env.WORKDIR}}}} && tar -xzf repo.tar.gz && rm repo.tar.gz"	CODE
HIGH⚡	.github/workflows/scripts/run-all-once-gen.py	373	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	396	ls -d /usr/local/cuda-* 2>/dev/null \| sed 's/^/ /' >&2 \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	440	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	488	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	507	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	540	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	592	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	636	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH⚡	.github/workflows/scripts/run-all-once-gen-win.py	227	if nc -z localhost 2222 2>/dev/null; then	CODE
HIGH⚡	.github/workflows/scripts/run-all-once-gen-win.py	229	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH⚡	.github/workflows/scripts/run-all-once-gen-win.py	233	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	266	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	293	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	311	"cmd /c 'cd C:\\\\ppf-contact-solver\\\\build-win-native && call warmup.bat /nopause'"	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	314	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	359	"cmd /c 'cd C:\\\\ppf-contact-solver\\\\build-win-native && call build.bat /nopause'"	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	362	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	388	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	427	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	477	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	514	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	build-win-native/scripts/test_backend_e2e.py	21	set T2_ROOT=C:\\ppf-contact-solver\\build-win-native\\dist && set T2_PORT=9092 && \\	STRING

Deep Nesting279 hits · 217 pts

Severity	File	Line	Context
LOW	warmup.py	31	CODE
LOW	warmup.py	386	CODE
LOW	warmup.py	686	CODE
LOW	warmup.py	871	CODE
LOW	tools/cpu_contact_fixture.py	139	CODE
LOW	tools/run_suite.py	1649	CODE
LOW	crates/ppf-cts-compute/metal/entry_harness.py	58	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	758	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	1051	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	1206	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	2092	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	3325	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	3523	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	3699	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	3759	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	3785	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	4456	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	4551	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	4592	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	4609	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	4663	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	4687	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	4755	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	5033	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	5114	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	5239	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	5298	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	5371	CODE
LOW	crates/ppf-cts-compute/seam/kernelgen.py	5448	CODE
LOW	build-linux-native/scripts/elf-audit.py	181	CODE
LOW	frontend/_mesh_.py	912	CODE
LOW	frontend/_plot_.py	425	CODE
LOW	frontend/_scene_object_.py	680	CODE
LOW	frontend/_session_inspect_.py	253	CODE
LOW	frontend/_scene_pin_.py	482	CODE
LOW	frontend/build_worker.py	570	CODE
LOW	frontend/_session_.py	608	CODE
LOW	frontend/_session_.py	991	CODE
LOW	frontend/_session_.py	1073	CODE
LOW	frontend/_session_.py	1229	CODE
LOW	frontend/_session_.py	1369	CODE
LOW	frontend/_session_.py	1497	CODE
LOW	frontend/_session_.py	1302	CODE
LOW	frontend/_session_.py	1536	CODE
LOW	frontend/_session_.py	1460	CODE
LOW	frontend/_decoder_.py	230	CODE
LOW	frontend/_decoder_.py	592	CODE
LOW	frontend/_decoder_.py	991	CODE
LOW	frontend/_decoder_.py	1049	CODE
LOW	frontend/_decoder_.py	1171	CODE
LOW	frontend/_decoder_.py	1534	CODE
LOW	frontend/_decoder_.py	1645	CODE
LOW	frontend/_decoder_.py	2277	CODE
LOW	frontend/_decoder_.py	3094	CODE
LOW	frontend/_decoder_.py	3246	CODE
LOW	frontend/_decoder_.py	3436	CODE
LOW	frontend/_decoder_.py	3916	CODE
LOW	frontend/_noise_.py	53	CODE
LOW	frontend/_force_field_.py	781	CODE
LOW	frontend/_force_field_.py	817	CODE
219 more matches not shown…

Self-Referential Comments50 hits · 148 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/_session_.py	1454	# Create the interactive slider	COMMENT
MEDIUM	frontend/tests/_self_intersection_.py	328	# Create a flat sheet (dynamic) and a sphere (static collider) that intersect	COMMENT
MEDIUM	blender_addon/core/transitions.py	10	# This module is the single source of truth for every state change in the	COMMENT
MEDIUM	blender_addon/core/encoder/mesh.py	228	# Create a simple hash key using group type and UUID	COMMENT
MEDIUM	blender_addon/mcp/blender_handlers.py	68	# Create a safe execution environment with common Blender modules	COMMENT
MEDIUM	blender_addon/ops/zozo_contact_solver.py	158	# Create the class	COMMENT
MEDIUM	.github/workflows/yarn.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/trampoline.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/codim.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/belt.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/ribbon.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/cards.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/fitting.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/domino.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/stack.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	494	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	538	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	582	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	626	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	670	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1250	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1294	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1338	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1382	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1962	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2006	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2050	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2094	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2674	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2718	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2762	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2806	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	3386	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	3430	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	3474	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	3518	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/five-twist.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/friction.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/woven.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/roller.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/hang.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/fishingknot.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/trapped.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/drape.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/needle.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/noodle.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/twist.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/curtain.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/template/aws-template.yml	533	# Create the runnable script with proper imports	COMMENT
MEDIUM	.github/workflows/scripts/run-all-once-gen.py	557	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT

AI Slop Vocabulary45 hits · 131 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/run_suite.py	16	# exits 0. So this harness reads the OUTPUT: how many frames landed, against how	COMMENT
MEDIUM	tools/run_suite.py	53	# TREE. `HERE` is this harness's own data, the execution-shape reference and the	COMMENT
MEDIUM	tools/run_suite.py	58	# distribution they are not, because no distribution ships this harness: it then	COMMENT
MEDIUM	tools/run_suite.py	1891	# harness swallows, so without this a solver abort reads as a bare	COMMENT
MEDIUM	tools/run_suite.py	1794	except Exception as exc: # a harness fault must not be read as a scene failure	CODE
LOW	crates/ppf-cts-solver/src/signal_sidecar.rs	176	/// # Why it cannot simply return when it finds no entry	COMMENT
MEDIUM	crates/ppf-cts-py/Cargo.toml	26	# Rust test/doctest harness for this crate fails to link (`undefined	COMMENT
MEDIUM	crates/ppf-cts-py/Cargo.toml	28	# crate instead, so disable the cargo test harness. Without this, now that	COMMENT
MEDIUM	build-linux-native/scripts/verify-distribution.sh	25	# EITHER SCENE OPTION ALSO NEEDS `run_suite.py` NEXT TO THIS SCRIPT. The harness	COMMENT
MEDIUM	build-linux-native/scripts/verify-distribution.sh	392	# the repository the harness came from.	COMMENT
MEDIUM	frontend/build_worker.py	93	# A harness may substitute a stream that is not a TextIOWrapper.	COMMENT
MEDIUM	frontend/_decoder_.py	2331	# (robust to re-tetrahedralization). Closest-vertex search	COMMENT
MEDIUM	calibration/cantilever_bend/cantilever_bend.py	17	# as the drape harness (it imports them from cusick_drape), so a strip uses	COMMENT
MEDIUM	calibration/cantilever_bend/cantilever_bend.py	33	# Reuse the drape harness's preset loading and wire-param mapping.	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	7	# Cusick drape-test harness for the bundled fabric presets.	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	76	# Default simulation length. The harness pins fps = 1/dt (see run_drape) so one	COMMENT
MEDIUM	calibration/tensile/tensile.py	7	# Tensile / stretch harness for the bundled fabric presets: calibrates the	COMMENT
MEDIUM	calibration/tensile/tensile.py	23	# the limit the elongation reports the cap, not the modulus. The harness	COMMENT
MEDIUM	blender_addon/core/profile.py	563	# robust to object/VG renames. Readable display key stays for	COMMENT
LOW	blender_addon/mcp/decorators.py	167	# Optional[T] / 'T \| None' -> just use T	COMMENT
MEDIUM	blender_addon/debug/orchestrator.py	613	# Reuse the harness's cross-platform tree-kill so server-only and	COMMENT
MEDIUM	blender_addon/debug/orchestrator.py	774	# Bring up Blender if the scenario asked for it. The harness is	COMMENT
MEDIUM	blender_addon/debug/blender_harness.py	17	# The harness exposes a thin interface on top of the existing debug	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_static_fcurve_anim.py	63	# Backend-agnostic: the assertions below are robust invariants (finite PC2,	COMMENT
MEDIUM	…nder_addon/debug/scenarios/_world_scaling_kinematic.py	9	# These reuse the per-pin-op fidelity harness in	COMMENT
MEDIUM	…nder_addon/debug/scenarios/_world_scaling_kinematic.py	16	# The ONLY thing these add on top of the fidelity harness is setting	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_solid_solid_stitch.py	50	# Backend-agnostic: the assertions below are robust invariants (finite PC2,	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_static_stitch.py	51	# Backend-agnostic: the assertions below are robust invariants (finite PC2,	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_static_op_anim.py	81	# Backend-agnostic: the assertions below are robust invariants (finite PC2,	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_chain_param_repeat.py	4	# value (verified by fetch + PC2 inspection in the chain harness).	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_ssh_remote_solid.py	22	# and the free bottom lags it, a robust invariant on the real deformable	COMMENT
MEDIUM	…nder_addon/debug/scenarios/bl_mac_native_real_solve.py	14	# is set in the harness env), so the addon attaches to the server already	COMMENT
MEDIUM	…ender_addon/debug/scenarios/bl_addon_reload_handoff.py	210	# The harness does not start it for us (blender_harness.spawn	COMMENT
MEDIUM	…addon/debug/scenarios/bl_solid_fix_weight_threshold.py	44	# Backend-agnostic: the assertions below are robust invariants (finite PC2,	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_shell_static_stitch.py	36	# Backend-agnostic: the assertions below are robust invariants (finite PC2,	COMMENT
MEDIUM	…n/debug/scenarios/bl_self_intersection_build_reject.py	293	# primitive + label text keeps this robust to color/alpha tweaks.	COMMENT
MEDIUM	blender_addon/debug/scenarios/_chain_lib.py	10	# fragment) inside its driver to set up the harness:	COMMENT
MEDIUM	blender_addon/debug/scenarios/_chain_lib.py	16	# * ``run_steps(harness, sequence)`` — invokes each named step and	COMMENT
MEDIUM	…/debug/scenarios/bl_cleanup_respects_user_obj_color.py	23	# 0.0s timer: the harness runs the whole driver body in one exec() on the	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_transition_chains.py	141	# harness's 600s result cap, so the scenario reads as an opaque 600s	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_export_cache.py	292	# axis reorientation, so this is a robust content check).	COMMENT
MEDIUM	.github/workflows/scripts/cpu-acceptance-report.py	14	# moved: a failed run, a harness fault, an aborted run and a refusal all fail	COMMENT
MEDIUM	.github/workflows/scripts/check-shared-wiring.py	329	# The MSL RENDERING is still compiled, by the entry harness the Metal recipe	COMMENT
MEDIUM	.github/workflows/scripts/linux/launch-verify.sh	8	# archive, verify-distribution.sh and the scene harness it runs:	COMMENT
MEDIUM	.github/workflows/scripts/linux/launch-verify.sh	40	# to stay beside it: verify-distribution.sh resolves the harness from its own	COMMENT

Redundant / Tautological Comments56 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW	warmup.py	335	# Check if nvim is already installed	COMMENT
LOW	warmup.py	374	# Check if nvim config already exists	COMMENT
LOW	warmup.py	398	# Check if fish is installed	COMMENT
LOW	warmup.py	402	# Check if config.fish is a symlink	COMMENT
LOW	warmup.py	507	# Check if CUDA is installed	COMMENT
LOW	warmup.py	656	# Check if it's a symlink	COMMENT
LOW	warmup.py	773	# Check if process is still running	COMMENT
LOW	warmup.py	785	# Check if jupyter is ready (only if not already confirmed)	COMMENT
LOW	build-linux-native/scripts/load-downloads.sh	78	# Print the value of one key from a manifest, without exporting anything else.	COMMENT
LOW	frontend/_session_inspect_.py	183	# Check if frames are available	STRING
LOW	frontend/_session_inspect_.py	229	# Check if any PNG images were rendered before attempting video creation	STRING
LOW	frontend/_scene_.py	854	# Check if rendering should be skipped (e.g., on Windows headless)	COMMENT
LOW	blender_addon/ui/solver.py	347	# Check if broader migration is needed (pins, pairs, keyframes)	COMMENT
LOW	blender_addon/ui/dynamics/pin_ops.py	70	# Check if any control points are selected	COMMENT
LOW	blender_addon/ui/dynamics/export_ops.py	112	# Read the file the exporter will actually sample (the modifier's own	COMMENT
LOW	blender_addon/core/ssh_config.py	223	# Check if any pattern matches the host	COMMENT
LOW	blender_addon/mcp/blender_handlers.py	404	# Check if it's an operator class	COMMENT
LOW	blender_addon/mcp/mcp_server.py	42	# Check if port is available	COMMENT
LOW	blender_addon/mcp/handlers/presets.py	843	# Read the file back before reporting a save. The addon's TOML writer	COMMENT
LOW	blender_addon/mcp/handlers/group.py	582	# Check if there are objects to remove	COMMENT
LOW	.github/workflows/getting-started.yml	274	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/yarn.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/trampoline.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/codim.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/belt.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/ribbon.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/cards.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/fitting.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/domino.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/stack.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/run-all-once.yml	274	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/run-all-once.yml	1030	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/run-all-once.yml	1742	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/run-all-once.yml	2454	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/run-all-once.yml	3166	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/five-twist.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/friction.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/woven.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/build-docker.yml	261	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/roller.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/hang.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/fishingknot.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/trapped.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/drape.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/needle.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/noodle.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/twist.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/curtain.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/template/aws-template.yml	236	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW⚡	.github/workflows/scripts/run-all-once-gen.py	323	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW⚡	.github/workflows/scripts/example-gen-win.py	54	# Check if template exists	COMMENT
LOW⚡	.github/workflows/scripts/example-gen-win.py	59	# Check if examples.txt exists	COMMENT
LOW⚡	.github/workflows/scripts/example-gen-win.py	64	# Check if examples directory exists	COMMENT
LOW	.github/workflows/scripts/example-gen-win.py	88	# Check if the notebook file exists	COMMENT
LOW	build-win-native/make-slim-ffmpeg.sh	65	# Check if ffmpeg already exists	COMMENT
LOW⚡	build-mac-native/config.sh	31	# Set it to put the environment somewhere else.	COMMENT

Verbosity Indicators33 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	179	// Step 0: scene bounds over centroids.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	204	// Step 1: per-element Morton codes (parallel).	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/bvh.rs	221	// Step 2: argsort by Morton code, stable.	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/bvh.rs	225	// Step 3: tree topology by midpoint split (sequential, single stack).	COMMENT
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	260	// Step 4: leaf bboxes (parallel over node_count).	COMMENT
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	307	// Step 5: bottom-up bbox propagation.	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	522	// Step 1: derive mesh edges + per-edge parents.	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	526	// Step 2: append rod edges with parent (-1, -1). When there are	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	543	// Step 3: build tri-BVH; per-edge bboxes only (no edge-BVH needed,	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	548	// Step 4: default is_collider and per-tri PDRD body id.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	573	// Step 5: per-edge parallel scan into (edge_idx, tri_idx) hits.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	594	// Step 6: convert (edge, tri) → (parent, tri); dedup; sort. Rod	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	333	// Step 1: scatter vertex / color / velocity / dmap for every dyn	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	383	// Step 2: rod assembly. Walk every rod-typed object's edges,	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	417	// Step 3: shell triangles (tri-only objects, no tet). UVs +	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	460	// Step 4: tet surface triangles (objects with both tris and tets).	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	495	// Step 5: tet assembly.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	519	// Step 6: per-object stitches. Map local indices through map and	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	593	// Step 7: cross-object stitches. Translate per-object indices.	COMMENT
LOW	crates/ppf-cts-solver/src/main.rs	317	// Step 1: Parallel computation	COMMENT
LOW	crates/ppf-cts-solver/src/main.rs	337	// Step 2: Sequential deduplication	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1176	// Step 1: Parallel computation of vertex params	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1221	// Step 2: Sequential deduplication	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1236	// Step 1: Parallel computation of hinge data. `bend_rest_v` / `bend_mask`	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1340	// Step 2: Sequential deduplication	COMMENT
LOW	…s/ppf-cts-solver/src/kernels/main/dirichlet.kernel.cpp	97	// Step 1: move one coupling's known contribution onto the free row's	COMMENT
LOW	…s/ppf-cts-solver/src/kernels/main/dirichlet.kernel.cpp	121	// Step 2: drop a coupling whose row or column is a removed vertex.	COMMENT
LOW	…s/ppf-cts-solver/src/kernels/main/dirichlet.kernel.cpp	134	// Step 3: the removed row becomes the identity carrying its prescribed	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	149	# Step 1: Signal shutdown to prevent new requests	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	156	# Step 2: Close server socket to stop accepting connections	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	165	# Step 3: Wait for server thread to finish with increased timeout	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	177	# Step 4: Clean up references	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	181	# Step 5: Wait for port to be released	COMMENT

Structural Annotation Overuse33 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	179	// Step 0: scene bounds over centroids.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	204	// Step 1: per-element Morton codes (parallel).	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/bvh.rs	221	// Step 2: argsort by Morton code, stable.	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/bvh.rs	225	// Step 3: tree topology by midpoint split (sequential, single stack).	COMMENT
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	260	// Step 4: leaf bboxes (parallel over node_count).	COMMENT
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	307	// Step 5: bottom-up bbox propagation.	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	522	// Step 1: derive mesh edges + per-edge parents.	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	526	// Step 2: append rod edges with parent (-1, -1). When there are	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	543	// Step 3: build tri-BVH; per-edge bboxes only (no edge-BVH needed,	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	548	// Step 4: default is_collider and per-tri PDRD body id.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	573	// Step 5: per-edge parallel scan into (edge_idx, tri_idx) hits.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	594	// Step 6: convert (edge, tri) → (parent, tri); dedup; sort. Rod	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	333	// Step 1: scatter vertex / color / velocity / dmap for every dyn	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	383	// Step 2: rod assembly. Walk every rod-typed object's edges,	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	417	// Step 3: shell triangles (tri-only objects, no tet). UVs +	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	460	// Step 4: tet surface triangles (objects with both tris and tets).	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	495	// Step 5: tet assembly.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	519	// Step 6: per-object stitches. Map local indices through map and	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	593	// Step 7: cross-object stitches. Translate per-object indices.	COMMENT
LOW	crates/ppf-cts-solver/src/main.rs	317	// Step 1: Parallel computation	COMMENT
LOW	crates/ppf-cts-solver/src/main.rs	337	// Step 2: Sequential deduplication	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1176	// Step 1: Parallel computation of vertex params	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1221	// Step 2: Sequential deduplication	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1236	// Step 1: Parallel computation of hinge data. `bend_rest_v` / `bend_mask`	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1340	// Step 2: Sequential deduplication	COMMENT
LOW	…s/ppf-cts-solver/src/kernels/main/dirichlet.kernel.cpp	97	// Step 1: move one coupling's known contribution onto the free row's	COMMENT
LOW	…s/ppf-cts-solver/src/kernels/main/dirichlet.kernel.cpp	121	// Step 2: drop a coupling whose row or column is a removed vertex.	COMMENT
LOW	…s/ppf-cts-solver/src/kernels/main/dirichlet.kernel.cpp	134	// Step 3: the removed row becomes the identity carrying its prescribed	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	149	# Step 1: Signal shutdown to prevent new requests	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	156	# Step 2: Close server socket to stop accepting connections	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	165	# Step 3: Wait for server thread to finish with increased timeout	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	177	# Step 4: Clean up references	COMMENT
LOW⚡	blender_addon/mcp/mcp_server.py	181	# Step 5: Wait for port to be released	COMMENT

Cross-File Repetition7 hits · 35 pts

Severity	File	Snippet	Context
HIGH	…r_addon/debug/scenarios/bl_connection_path_relative.py	import traceback result.setdefault("errors", []) result.setdefault("checks", {}) def record(name, ok, details=none): res	STRING
HIGH	…er_addon/debug/scenarios/bl_mac_native_root_resolve.py	import traceback result.setdefault("errors", []) result.setdefault("checks", {}) def record(name, ok, details=none): res	STRING
HIGH	…er_addon/debug/scenarios/bl_win_native_root_resolve.py	import traceback result.setdefault("errors", []) result.setdefault("checks", {}) def record(name, ok, details=none): res	STRING
HIGH	…der_addon/debug/scenarios/bl_cbor2_missing_reported.py	import traceback result.setdefault("errors", []) result.setdefault("checks", {}) def record(name, ok, details=none): res	STRING
HIGH	…don/debug/scenarios/bl_connection_failure_reporting.py	import traceback result.setdefault("errors", []) result.setdefault("checks", {}) def record(name, ok, details=none): res	STRING
HIGH	…addon/debug/scenarios/bl_connection_path_validation.py	import traceback result.setdefault("errors", []) result.setdefault("checks", {}) def record(name, ok, details=none): res	STRING
HIGH	blender_addon/debug/scenarios/bl_docker_connect_gate.py	import traceback result.setdefault("errors", []) result.setdefault("checks", {}) def record(name, ok, details=none): res	STRING

Modern AI Meta-Vocabulary10 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/ppf-cts-core/src/kernels/bvh.rs	499	/// rolled copy of this scaffold (≈25 lines) that differed only in	COMMENT
MEDIUM⚡	blender_addon/ui/dynamics/export_ops.py	147	# Shared operator scaffolding	COMMENT
MEDIUM	blender_addon/core/effects.py	6	# Typed, frozen effect classes for the event-driven state machine.	COMMENT
MEDIUM	blender_addon/core/events.py	6	# Typed, frozen event classes for the event-driven state machine.	COMMENT
MEDIUM	blender_addon/core/client.py	6	# Re-exports the event-driven ``CommunicatorFacade`` as the ``communicator``	COMMENT
MEDIUM	blender_addon/core/transitions.py	6	# Pure state-transition function for the event-driven state machine.	COMMENT
MEDIUM⚡	blender_addon/core/state.py	7	# event-driven state machine. The entire addon state is captured by	COMMENT
MEDIUM	…der_addon/debug/scenarios/rig_degenerate_rest_shape.py	88	# arrives even from a rendering the context window cut, and the row is	COMMENT
MEDIUM	.github/workflows/scripts/check-shared-wiring.py	168	# fork exists, so it fires the moment an orchestration step forked between a	COMMENT
MEDIUM	.github/workflows/scripts/check-shared-wiring.py	339	# The element energies and the remaining orchestration steps. Same situation as	COMMENT

AI Structural Patterns19 hits · 16 pts

Severity	File	Line	Context
LOW	warmup.py	22	CODE
LOW	frontend/_scene_.py	172	CODE
LOW	calibration/tensile/tensile.py	166	CODE
LOW	blender_addon/mcp/handlers/object_ops.py	362	CODE
LOW	blender_addon/mcp/handlers/object_ops.py	525	CODE
LOW	blender_addon/mcp/handlers/object_ops.py	1822	CODE
LOW	blender_addon/mcp/handlers/object_ops.py	2503	CODE
LOW	blender_addon/mcp/handlers/remote.py	57	CODE
LOW	blender_addon/mcp/handlers/dyn_params.py	233	CODE
LOW	blender_addon/mcp/handlers/force_field.py	81	CODE
LOW	blender_addon/ops/api/pin.py	132	CODE
LOW	blender_addon/ops/api/pin.py	199	CODE
LOW	blender_addon/debug/orchestrator.py	996	CODE
LOW	examples/blender/woven.py	80	CODE
LOW	examples/blender/five-twist.py	158	CODE
LOW	examples/blender/cards.py	150	CODE
LOW	examples/blender/character-anim.py	126	CODE
LOW	examples/blender/noodle.py	71	CODE
LOW	examples/blender/yarn.py	102	CODE

Modern Structural Boilerplate13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	frontend/__init__.py	644	__all__ = [	CODE
LOW	frontend/tests/__init__.py	11	__all__ = [	CODE
LOW	blender_addon/ui/capture.py	1605	__all__ = [	CODE
LOW	blender_addon/ui/dynamics/__init__.py	149	__all__ = [	CODE
LOW	blender_addon/ui/dynamics/pin_ops.py	773	def _set_pin_fcurves_linear(obj) -> None:	CODE
LOW	blender_addon/ui/dynamics/overlay_geometry/__init__.py	24	__all__ = [	CODE
LOW	blender_addon/core/facade.py	83	def set_project_name(self, name: str) -> None:	CODE
LOW	blender_addon/core/effect_runner.py	476	def set_fetched_frames(self, frames: list[int]) -> None:	CODE
LOW	blender_addon/core/ssh_command.py	167	def _set_once(result: SSHCommand, field: str, value) -> None:	CODE
LOW	blender_addon/core/ssh_command.py	182	def _set_destination(result: SSHCommand, token: str) -> None:	CODE
LOW	blender_addon/core/encoder/__init__.py	262	__all__ = [	CODE
LOW	blender_addon/models/force_field_targets.py	99	def set_targets(scene, state, source, group_uuids) -> None:	CODE
LOW	blender_addon/ops/api/__init__.py	76	__all__ = [	CODE

Fake / Example Data9 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	crates/ppf-cts-core/src/extra.rs	381	std::fs::write(dest.join("placeholder"), "x").unwrap();	CODE
LOW	crates/ppf-cts-server/src/wire/data.rs	173	/// the form `{remote_root}/dummy_data.pickle`, where `remote_root` is	COMMENT
LOW⚡	crates/ppf-cts-server/src/wire/data.rs	219	let p = resolve_under_root(&root, "/data/proj/dummy_data.pickle").unwrap();	CODE
LOW⚡	crates/ppf-cts-server/src/wire/data.rs	220	assert_eq!(p, PathBuf::from("/data/proj/dummy_data.pickle"));	CODE
LOW⚡	crates/ppf-cts-server/src/wire/data.rs	226	let p = resolve_under_root(&root, "sub/dummy_data.pickle").unwrap();	CODE
LOW⚡	crates/ppf-cts-server/src/wire/data.rs	227	assert_eq!(p, PathBuf::from("/data/proj/sub/dummy_data.pickle"));	CODE
LOW	blender_addon/ui/debug_ops.py	118	f"{remote_root}/dummy_data.pickle",	CODE
LOW	blender_addon/ui/debug_ops.py	154	"dummy_data.pickle",	CODE
LOW	docs/blender_addon/troubleshooting.md	609	(MB)** asks for (1 to 256) and uploads them to `dummy_data.pickle` in	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	articles/cloud.md	167	RUNPOD_API_KEY="...your_api_key..."	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	install-blender.sh	10	# Usage:	COMMENT
LOW	install-blender-addon.sh	12	# Usage:	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings