st-tech/ppf-contact-solver

18.2

Adjusted Score

18.2

Raw Score

100%

Time Factor

2026-08-19

Last Push

4.5K

Stars

Python

Language

284.1K

Lines of Code

826

Files

3.4K

Pattern Hits

2026-08-29

Scan Date

0.12

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 7HIGH 92MEDIUM 588LOW 2723

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 3410 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators473 hits · 1578 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	32	// ── Project context ─────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	143	// ── Upload landing ──────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	201	// ── Build ───────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	309	// ── Solver operations ──────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	397	// ── Solver monitor events ──────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	486	// ── Delete ─────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	506	// ── Generic error ─────────────────────────────────────────	COMMENT
MEDIUM	crates/ppf-cts-core/src/transitions/mod.rs	517	// ── Guard-rejected or unknown ─────────────────────────────	COMMENT
MEDIUM	frontend/_scene_.py	341	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	frontend/tests/_tetra_cache_key_.py	126	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	frontend/tests/_tetra_cache_key_.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	frontend/tests/_tetra_cache_key_.py	192	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	frontend/tests/_tetra_cache_key_.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	frontend/tests/_tetra_cache_key_.py	297	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	frontend/tests/_tetra_cache_key_.py	299	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	frontend/tests/_tetra_cache_key_.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	frontend/tests/_tetra_cache_key_.py	67	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	frontend/tests/_tetra_cache_key_.py	241	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	frontend/tests/_tetra_cache_key_.py	243	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	82	# =============================================================================	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	84	# =============================================================================	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	207	# =============================================================================	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	209	# =============================================================================	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	283	# =============================================================================	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	285	# =============================================================================	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	329	# =============================================================================	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	331	# =============================================================================	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	398	# =============================================================================	COMMENT
MEDIUM⚡	frontend/tests/_invisible_collider_.py	400	# =============================================================================	COMMENT
MEDIUM	frontend/tests/_invisible_collider_.py	25	# =============================================================================	COMMENT
MEDIUM	frontend/tests/_invisible_collider_.py	27	# =============================================================================	COMMENT
MEDIUM	frontend/tests/_invisible_collider_.py	496	# =============================================================================	COMMENT
MEDIUM	frontend/tests/_invisible_collider_.py	498	# =============================================================================	COMMENT
MEDIUM	frontend/tests/_invisible_collider_.py	537	# =============================================================================	COMMENT
MEDIUM	frontend/tests/_invisible_collider_.py	539	# =============================================================================	COMMENT
MEDIUM	calibration/report.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	120	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	122	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	156	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	158	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	197	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	269	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	271	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	381	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/report.py	384	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	140	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	142	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	212	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	252	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	254	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	343	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	calibration/cusick_drape/cusick_drape.py	345	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	blender_addon/capture.sh	4	# ============================================================================	COMMENT
MEDIUM	blender_addon/capture.sh	6	# ============================================================================	COMMENT
MEDIUM	blender_addon/capture.sh	72	# ============================================================================	COMMENT
413 more matches not shown…

Over-Commented Block907 hits · 892 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	21	# `ppf-cts-solver`), the tokio-based solver host (`ppf-cts-server`), and	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-addon.sh	1	#!/bin/bash	COMMENT
LOW	tools/clear_notebook_outputs.py	1	#!/usr/bin/env python3	COMMENT
LOW	crates/ppf-cts-core/build.rs	1	// File: build.rs	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/intersect_ffi.cpp	1	// File: intersect_ffi.cpp	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	161	/// the same project root). Promotes `solver` to `Running` so the	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	41	/// builds derive their `-gencode` lines from. So this is not a copy that has to	COMMENT
LOW	crates/ppf-cts-core/src/utils.rs	141	"CUDA device 0 cannot be identified from CUDA_VISIBLE_DEVICES='{spec}' on this \	COMMENT
LOW	crates/ppf-cts-core/src/utils.rs	321	/// True iff any process whose name contains `SOLVER_PROCESS_NAME` is	COMMENT
LOW	crates/ppf-cts-core/src/utils.rs	441		COMMENT
LOW	crates/ppf-cts-core/src/utils.rs	461	/// no-op: the server kept reporting BUSY because the solver	COMMENT
LOW	crates/ppf-cts-core/src/utils.rs	481	/// running on the same host (a different process tree). This keeps the	COMMENT
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	1	// File: crates/ppf-cts-core/src/kernels/bvh.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/bvh.rs	641	}	COMMENT
LOW	crates/ppf-cts-core/src/kernels/constants.rs	1	// File: crates/ppf-cts-core/src/kernels/constants.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/fixed_scene_assemble.rs	1	// File: crates/ppf-cts-core/src/kernels/fixed_scene_assemble.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/fixed_scene_assemble.rs	41	/// assembly never owns Python state.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/fixed_scene_assemble.rs	61	/// are tolerated (skipped). Empty slice = treat every triangle as 0.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/fixed_scene_assemble.rs	141	pub combined_message: String,	COMMENT
LOW	crates/ppf-cts-core/src/kernels/fixed_scene_assemble.rs	161	///	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_loops.rs	1	// File: crates/ppf-cts-core/src/kernels/scene_loops.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_loops.rs	41	PinOpsOffsetsMismatch { ops_len: usize, headers_len: usize },	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_loops.rs	181	out.extend_from_slice(&index_data[s..e]);	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_loops.rs	241	// Transform-keyframe segment interpolation packing.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/geom_util.rs	1	// File: crates/ppf-cts-core/src/kernels/geom_util.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/geom_util.rs	81	} else if point[i] > bmax[i] {	COMMENT
LOW	crates/ppf-cts-core/src/kernels/decoder.rs	1	// File: crates/ppf-cts-core/src/kernels/decoder.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/decoder.rs	21	// path math and the validation helpers the Python decoder calls	COMMENT
LOW	crates/ppf-cts-core/src/kernels/invisible_collider.rs	1	// File: crates/ppf-cts-core/src/kernels/invisible_collider.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/invisible_collider.rs	61	///	COMMENT
LOW	crates/ppf-cts-core/src/kernels/proximity.rs	1	// File: crates/ppf-cts-core/src/kernels/proximity.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/rasterizer.rs	1	// File: crates/ppf-cts-core/src/kernels/rasterizer.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/rasterizer.rs	21	// pixel being independent operations that any single thread can	COMMENT
LOW	crates/ppf-cts-core/src/kernels/rasterizer.rs	41		COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	1	// File: crates/ppf-cts-core/src/kernels/intersection.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	21	//	COMMENT
LOW	crates/ppf-cts-core/src/kernels/sdf.rs	1	// File: crates/ppf-cts-core/src/kernels/sdf.rs	COMMENT
LOW	crates/ppf-cts-core/src/kernels/sdf.rs	421	/// Marching cubes over the SDF union. Builds the grid internally,	COMMENT
LOW	…ates/ppf-cts-core/src/kernels/scene_build/index_map.rs	1	// File: crates/ppf-cts-core/src/kernels/scene_build/index_map.rs	COMMENT
847 more matches not shown…

Excessive Try-Catch Wrapping514 hits · 546 pts

Severity	File	Line	Snippet	Context
MEDIUM	warmup.py	483	print(f"Error: pip not found at {pip_path}")	CODE
MEDIUM	warmup.py	1254	print(f"Error: Architecture '{machine}' is not supported.")	CODE
LOW	warmup.py	816	except Exception as e:	CODE
LOW	warmup.py	1128	except Exception as e:	CODE
LOW	warmup.py	1141	except Exception as e:	CODE
LOW	warmup.py	1154	except Exception as e:	CODE
LOW	warmup.py	1183	except Exception as e:	CODE
LOW	warmup.py	1196	except Exception as e:	CODE
LOW	warmup.py	1209	except Exception as e:	CODE
LOW	warmup.py	1222	except Exception as e:	CODE
LOW	warmup.py	1235	except Exception as e:	CODE
LOW	crates/ppf-cts-py/tests/_python_smoke_.py	31	except Exception as e: # pragma: no cover - environment-dependent	CODE
LOW	frontend/_mesh_.py	495	except Exception as e:	CODE
LOW	frontend/_mesh_.py	1151	except Exception as e:	STRING
LOW	frontend/build_worker.py	705	except Exception:	CODE
LOW	frontend/build_worker.py	709	except Exception as exc:	CODE
LOW	frontend/build_worker.py	742	except Exception as werr: # best-effort; never mask the build error	CODE
LOW	frontend/_session_.py	1058	except Exception as e:	CODE
LOW	frontend/_session_.py	1070	except Exception as e:	CODE
LOW	frontend/_session_.py	1199	except Exception:	CODE
LOW	frontend/_session_.py	1208	except Exception as _:	CODE
LOW	frontend/_session_.py	1597	except Exception:	CODE
LOW	frontend/_session_.py	1607	except Exception:	CODE
LOW	frontend/_decoder_.py	1920	except Exception:	CODE
LOW	frontend/_decoder_.py	1943	except Exception:	CODE
LOW	frontend/_decoder_.py	1984	except Exception:	CODE
LOW	frontend/_decoder_.py	2085	except Exception:	CODE
LOW	frontend/_decoder_.py	3135	except Exception:	CODE
MEDIUM	frontend/_utils_.py	129	print("Error occurred while running nvidia-smi:", e)	CODE
MEDIUM	frontend/_utils_.py	148	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/_self_intersection_.py	416	except Exception as e:	CODE
LOW	frontend/tests/_cbor_bridge_.py	208	except Exception as e:	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/_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/_invisible_collider_.py	585	except Exception as e:	CODE
LOW	frontend/tests/_decoder_solid_threshold_.py	43	except Exception as exc: # pragma: no cover - environment-dependent	CODE
LOW	frontend/tests/_asset_.py	99	except Exception as e:	CODE
LOW	calibration/viz.py	33	except Exception:	CODE
LOW	calibration/viz.py	37	except Exception:	CODE
LOW	blender_addon/capture.sh	350	except Exception:	CODE
LOW	blender_addon/capture.sh	419	except Exception as e:	CODE
LOW	blender_addon/capture.sh	441	except Exception as e:	CODE
LOW	blender_addon/capture.sh	591	except Exception:	CODE
LOW	blender_addon/capture.sh	602	except Exception:	CODE
LOW	blender_addon/capture.sh	689	except Exception as e:	CODE
LOW	blender_addon/capture.sh	824	except Exception as e:	CODE
MEDIUM	blender_addon/capture.sh	435	def _run_capture():	CODE
MEDIUM⚡	blender_addon/__init__.py	450	print(f"Error during engine cleanup: {e}")	CODE
MEDIUM⚡	blender_addon/__init__.py	536	print(f"Error during MCP cleanup: {e}")	CODE
LOW⚡	blender_addon/__init__.py	128	except Exception:	CODE
LOW⚡	blender_addon/__init__.py	136	except Exception:	CODE
LOW⚡	blender_addon/__init__.py	141	except Exception:	CODE
454 more matches not shown…

Unused Imports534 hits · 483 pts

Severity	File	Line	Context
LOW	tools/clear_notebook_outputs.py	18	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	995	CODE
LOW	frontend/_cbor_bridge_.py	14	CODE
LOW	frontend/__init__.py	146	CODE
LOW	frontend/__init__.py	147	CODE
LOW	frontend/__init__.py	148	CODE
LOW	frontend/__init__.py	148	CODE
LOW	frontend/__init__.py	148	CODE
LOW	frontend/__init__.py	149	CODE
LOW	frontend/__init__.py	150	CODE
LOW	frontend/__init__.py	151	CODE
LOW	frontend/__init__.py	151	CODE
LOW	frontend/__init__.py	151	CODE
LOW	frontend/__init__.py	151	CODE
LOW	frontend/__init__.py	151	CODE
LOW	frontend/__init__.py	152	CODE
LOW	frontend/__init__.py	153	CODE
LOW	frontend/__init__.py	153	CODE
LOW	frontend/__init__.py	154	CODE
LOW	frontend/__init__.py	154	CODE
LOW	frontend/__init__.py	154	CODE
LOW	frontend/__init__.py	154	CODE
LOW	frontend/__init__.py	154	CODE
LOW	frontend/__init__.py	154	CODE
LOW	frontend/__init__.py	154	CODE
LOW	frontend/__init__.py	154	CODE
LOW	frontend/__init__.py	154	CODE
LOW	frontend/__init__.py	172	CODE
LOW	frontend/__init__.py	172	CODE
LOW	frontend/__init__.py	172	CODE
LOW	frontend/__init__.py	172	CODE
LOW	frontend/__init__.py	172	CODE
LOW	frontend/__init__.py	172	CODE
LOW	frontend/__init__.py	172	CODE
LOW	frontend/__init__.py	172	CODE
LOW	frontend/__init__.py	182	CODE
LOW	frontend/__init__.py	182	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/_scene_.py	35	CODE
LOW	frontend/_scene_.py	38	CODE
LOW	frontend/_scene_.py	47	CODE
LOW	frontend/_scene_.py	47	CODE
LOW	frontend/_scene_.py	47	CODE
LOW	frontend/_scene_.py	47	CODE
LOW	frontend/_scene_.py	47	CODE
LOW	frontend/_scene_.py	47	CODE
LOW	frontend/tests/_lock_rotation_.py	29	CODE
LOW	frontend/tests/_lock_rotation_.py	42	CODE
LOW	frontend/tests/_lock_rotation_scene_build_.py	32	CODE
LOW	frontend/tests/_lock_rotation_scene_build_.py	46	CODE
LOW	frontend/tests/__init__.py	8	CODE
LOW	frontend/tests/__init__.py	8	CODE
LOW	frontend/tests/__init__.py	9	CODE
474 more matches not shown…

Hyper-Verbose Identifiers449 hits · 435 pts

Severity	File	Line	Snippet	Context
LOW	warmup.py	124	def create_vscode_ext_recommend():	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	1172	def _assert_tetgen_surface_unchanged(self, vert, tri, input_vert, n_input):	STRING
LOW	frontend/_scene_object_.py	705	def _append_transform_keyframe(	CODE
LOW	frontend/_scene_object_.py	729	def _ensure_transform_animation(self):	CODE
LOW	frontend/_scene_object_.py	1194	def lock_rotation_prohibit_axis(self, prohibit: bool = True) -> "Object":	CODE
LOW	frontend/_scene_object_.py	1295	def angular_velocity_schedule_pca(self, schedule: list) -> "Object":	CODE
LOW	frontend/_scene_object_.py	1349	def angular_velocity_schedule_world(self, schedule: list) -> "Object":	CODE
LOW	frontend/_session_.py	1576	def fixed_session_to_cbor_dict(	CODE
LOW	frontend/_decoder_.py	876	def _split_solid_holder_by_threshold(self, dyn_obj, obj_cfg, verbose=False):	CODE
LOW	frontend/_decoder_.py	1393	def _build_solid_frame_move_ops(frame_map, obj_cfg):	CODE
LOW	frontend/_decoder_.py	1451	def _build_solid_embedded_move_ops(sim_weights, obj_cfg, harmonic=None):	CODE
LOW	frontend/_decoder_.py	1550	def _build_solid_poisson_move_ops(solid_pin, obj_cfg):	CODE
LOW	frontend/_decoder_.py	1736	def apply_invisible_colliders(self, scene, verbose: bool = False):	CODE
LOW	frontend/_decoder_.py	1777	def _apply_common_collider_params(collider, spec, kind):	CODE
LOW	frontend/_decoder_.py	1792	def _graph_laplacian_from_edges(e0, e1, n):	CODE
LOW	frontend/_decoder_.py	1811	def _independent_surface_pin_mask(	CODE
LOW	frontend/_decoder_.py	1904	def _build_harmonic_interior_operator(n_verts, tets, surf_ids, interior_ids):	CODE
LOW	frontend/_invisible_collider_.py	154	def check_invisible_collider_violations(	CODE
LOW	frontend/_scene_.py	2605	def _closed_surface_from_faces(faces, face_range):	CODE
LOW	frontend/tests/_lock_rotation_.py	80	def test_normalizes_non_axis_aligned_direction():	CODE
LOW	frontend/tests/_lock_rotation_.py	89	def test_returns_self_for_chaining():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	102	def test_non_finite_axis_raises():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	111	def test_static_object_raises():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	121	def test_clear_resets_rotation_lock():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	129	def test_coexists_independently_with_translation_lock():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	137	def test_prohibit_axis_defaults_to_false():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	143	def test_prohibit_axis_flips_mode():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	152	def test_prohibit_axis_returns_self_for_chaining():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	158	def test_prohibit_axis_without_lock_rotation_raises():	CODE
LOW⚡	frontend/tests/_lock_rotation_.py	165	def test_clear_resets_prohibit_axis():	CODE
LOW	frontend/tests/_proximity_.py	13	def _create_two_triangles_close():	CODE
LOW	frontend/tests/_proximity_.py	32	def _create_two_triangles_far():	CODE
LOW	frontend/tests/_proximity_.py	85	def _create_triangle_and_edge_close():	CODE
LOW	frontend/tests/_proximity_.py	104	def _create_triangle_and_edge_far():	CODE
LOW	frontend/tests/_proximity_.py	123	def _create_crossing_edges_close():	CODE
LOW	frontend/tests/_proximity_.py	140	def test_triangle_triangle_proximity():	CODE
LOW	frontend/tests/_proximity_.py	197	def test_triangle_edge_proximity():	CODE
LOW	frontend/tests/_proximity_.py	262	def test_point_point_proximity():	CODE
LOW	frontend/tests/_lock_rotation_scene_build_.py	85	def test_no_lock_rotation_leaves_scene_untouched():	CODE
LOW	frontend/tests/_lock_rotation_scene_build_.py	101	def test_locked_object_row_matches_dmap_order():	CODE
LOW	frontend/tests/_lock_rotation_scene_build_.py	148	def test_lock_translation_and_lock_rotation_are_independent():	CODE
LOW	frontend/tests/_lock_rotation_scene_build_.py	179	def test_rotation_lock_mode_distinguishes_allow_only_and_prohibit_axis():	CODE
LOW	frontend/tests/_object_visibility_.py	103	def test_lever_is_chainable_and_reversible():	CODE
LOW	frontend/tests/_object_visibility_.py	117	def test_nothing_hidden_leaves_the_scene_untouched():	CODE
LOW	frontend/tests/_object_visibility_.py	133	def test_hidden_dynamic_object_leaves_the_picture():	CODE
LOW	frontend/tests/_object_visibility_.py	152	def test_hidden_static_collider_leaves_the_picture():	CODE
LOW	frontend/tests/_object_visibility_.py	169	def test_live_frame_update_lands_on_the_compacted_buffer():	CODE
LOW	frontend/tests/_object_visibility_.py	198	def test_hidden_object_drops_its_pin_markers():	CODE
LOW	frontend/tests/_object_visibility_.py	219	def test_hiding_everything_fails_loudly():	CODE
LOW	frontend/tests/_object_visibility_.py	237	def test_export_keeps_the_mesh_whole_but_not_the_picture():	CODE
LOW	frontend/tests/_object_visibility_.py	275	def test_hidden_object_renders_as_if_it_were_absent():	CODE
LOW	frontend/tests/_object_visibility_.py	306	def test_visibility_never_reaches_the_solver():	CODE
LOW	frontend/tests/_self_intersection_.py	148	def _create_two_intersecting_triangles():	CODE
LOW	frontend/tests/_self_intersection_.py	165	def _create_two_coplanar_overlapping():	CODE
LOW	frontend/tests/_self_intersection_.py	182	def _create_two_coplanar_non_overlapping():	CODE
LOW	frontend/tests/_self_intersection_.py	199	def _create_adjacent_triangles():	CODE
LOW	frontend/tests/_self_intersection_.py	214	def _create_near_touching_triangles():	CODE
389 more matches not shown…

Docstring Block Structure49 hits · 245 pts

Severity	File	Line	Snippet	Context
HIGH	frontend/_app_.py	250	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	1068	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	1108	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	1150	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	1195	Flip Lock Rotation between an allow-only axis and a forbidden one. Only meaningful after :meth:`lock_rotation`	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 reset the internal time cursor. Args: key (str): The d	STRING
HIGH	frontend/_session_param_.py	157	Change the value of the dynamic parameter at the current time. Args: value (Any): The new value of	STRING
HIGH	frontend/_session_param_.py	242	Advance the current time cursor for the dynamic parameter. Args: time (float): The new current time	STRING
HIGH	frontend/_session_param_.py	268	Get the value of a parameter. Args: key (Optional[str]): The parameter key. Must be specified.	STRING
HIGH	frontend/_asset_.py	370	Return the type tag of a registered asset. Args: name (str): The name of the asset. Return	STRING
HIGH	frontend/_asset_.py	396	Return the raw arrays stored for an asset. The keys present in the returned dictionary depend on the asset	STRING
HIGH	frontend/_asset_.py	431	Return the vertex and face arrays of a triangle mesh asset. Args: name (str): The name of the asset	STRING
HIGH	frontend/_asset_.py	459	Return the arrays of a tetrahedral mesh asset. Args: name (str): The name of the asset. Re	STRING
HIGH	frontend/_asset_.py	487	Return the vertex and edge arrays of a rod mesh asset. Args: name (str): The name of the asset.	STRING
HIGH	frontend/_asset_.py	516	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	171	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	292	Connect using Windows native build. The root path must be the project root directory where ``ppf-cts-server.e	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	232	Validate and convert arguments based on function signature. Args: func: Function to validate arguments for	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	315	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	353	Report the geometry the solver rejects, modifying nothing. Args: *object_names: One or more mesh ob	STRING
HIGH	blender_addon/ops/api/solver.py	448	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	499	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	546	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	592	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	624	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	660	Make face winding consistent and outward. Inconsistent winding flips the normal a face contributes, which	STRING
HIGH	blender_addon/ops/api/solver.py	693	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	737	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	793	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	819	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	876	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	903	Add an invisible sphere collider. Args: position: ``(x, y, z)`` world-space center. rad	STRING
HIGH	blender_addon/ops/api/solver.py	1059	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	1098	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	361	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	461	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	522	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
HIGH	blender_addon/ops/api/collider.py	327	Advance the keyframe cursor. Args: frame: Target frame (must be strictly greater than the current	STRING
HIGH	blender_addon/ops/api/dynamics.py	76	Advance the frame cursor. Args: frame: Target frame (must be strictly greater than the current	STRING
HIGH	blender_addon/ops/api/dynamics.py	206	Select a parameter for dynamic keyframing. Args: key: One of ``"gravity"``, ``"wind"``, ``"air_dens	STRING

Cross-Language Confusion41 hits · 240 pts

Severity	File	Line	Snippet	Context
HIGH	frontend/_session_inspect_.py	334	"""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	blender_addon/core/profile.py	302	# TOML has no null; emit an empty string so loader round-trips produce	COMMENT
HIGH⚡	blender_addon/core/backends.py	888	f"PIDS=$(lsof -ti tcp:{port} 2>/dev/null); "	CODE
HIGH⚡	blender_addon/core/backends.py	889	f'[ -n "$PIDS" ] && kill $PIDS 2>/dev/null; '	CODE
HIGH⚡	blender_addon/core/backends.py	891	f"PIDS=$(lsof -ti tcp:{port} 2>/dev/null); "	CODE
HIGH⚡	blender_addon/core/backends.py	892	f'[ -n "$PIDS" ] && kill -9 $PIDS 2>/dev/null; '	CODE
HIGH⚡	blender_addon/core/backends.py	893	f"pkill -f 'ppf-cts-server .*--port {port}' 2>/dev/null; true",	CODE
HIGH	blender_addon/mcp/http_handler.py	85	# host (e.g. Origin: null, file://) is rejected.	COMMENT
HIGH	docs/tools/restructure_workflow.py	288	print("\nDone. Clean build recommended: rm -rf docs/_build && docs/build.sh")	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	197	if ! kill -0 "$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 "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	523	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	567	trap 'kill "$TUNNEL_PID" 2>/dev/null \|\| true' EXIT	CODE
HIGH	.github/workflows/scripts/run-all-once-gen.py	603	trap 'kill "$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 && 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	332	"cmd /c 'cd C:\\\\ppf-contact-solver\\\\build-win-native && build.bat /nopause'"	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	335	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	365	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	384	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	415	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	457	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE
HIGH	.github/workflows/scripts/run-all-once-gen-win.py	486	kill $TUNNEL_PID 2>/dev/null \|\| true	CODE

Deep Nesting192 hits · 160 pts

Severity	File	Line	Context
LOW	warmup.py	31	CODE
LOW	warmup.py	376	CODE
LOW	warmup.py	676	CODE
LOW	warmup.py	861	CODE
LOW	frontend/_mesh_.py	902	CODE
LOW	frontend/_plot_.py	425	CODE
LOW	frontend/_scene_object_.py	423	CODE
LOW	frontend/_session_inspect_.py	246	CODE
LOW	frontend/_scene_pin_.py	471	CODE
LOW	frontend/build_worker.py	565	CODE
LOW	frontend/_session_.py	608	CODE
LOW	frontend/_session_.py	944	CODE
LOW	frontend/_session_.py	1084	CODE
LOW	frontend/_session_.py	1212	CODE
LOW	frontend/_session_.py	1017	CODE
LOW	frontend/_session_.py	1251	CODE
LOW	frontend/_session_.py	1175	CODE
LOW	frontend/_decoder_.py	1959	CODE
LOW	frontend/_decoder_.py	217	CODE
LOW	frontend/_decoder_.py	552	CODE
LOW	frontend/_decoder_.py	702	CODE
LOW	frontend/_decoder_.py	760	CODE
LOW	frontend/_decoder_.py	876	CODE
LOW	frontend/_decoder_.py	1659	CODE
LOW	frontend/_decoder_.py	2186	CODE
LOW	frontend/_decoder_.py	2323	CODE
LOW	frontend/_decoder_.py	2513	CODE
LOW	frontend/_decoder_.py	2978	CODE
LOW	frontend/_scene_.py	733	CODE
LOW	frontend/_scene_.py	1525	CODE
LOW	frontend/_scene_.py	2142	CODE
LOW	blender_addon/__init__.py	146	CODE
LOW	blender_addon/__init__.py	230	CODE
LOW	blender_addon/__init__.py	414	CODE
LOW	blender_addon/__init__.py	251	CODE
LOW	blender_addon/ui/solver.py	299	CODE
LOW	blender_addon/ui/solver.py	1238	CODE
LOW	blender_addon/ui/solver_control_ops.py	123	CODE
LOW	blender_addon/ui/connection_ops.py	59	CODE
LOW	blender_addon/ui/connection_ops.py	143	CODE
LOW	blender_addon/ui/capture.py	352	CODE
LOW	blender_addon/ui/capture.py	787	CODE
LOW	blender_addon/ui/capture.py	830	CODE
LOW	blender_addon/ui/capture.py	983	CODE
LOW	blender_addon/ui/capture.py	1046	CODE
LOW	blender_addon/ui/capture.py	1122	CODE
LOW	blender_addon/ui/capture.py	1004	CODE
LOW	blender_addon/ui/state.py	291	CODE
LOW	blender_addon/ui/main_panel.py	903	CODE
LOW	blender_addon/ui/main_panel.py	389	CODE
LOW	blender_addon/ui/dynamics/overlay.py	135	CODE
LOW	blender_addon/ui/dynamics/dyn_param_ops.py	79	CODE
LOW	blender_addon/ui/dynamics/group_ops.py	386	CODE
LOW	blender_addon/ui/dynamics/group_ops.py	165	CODE
LOW	blender_addon/ui/dynamics/group_ops.py	201	CODE
LOW	blender_addon/ui/dynamics/pin_ops.py	412	CODE
LOW	blender_addon/ui/dynamics/pin_ops.py	773	CODE
LOW	blender_addon/ui/dynamics/pin_ops.py	803	CODE
LOW	blender_addon/ui/dynamics/pin_ops.py	57	CODE
LOW	blender_addon/ui/dynamics/pin_ops.py	106	CODE
132 more matches not shown…

Self-Referential Comments50 hits · 148 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/_session_.py	1169	# 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	186	# Create a simple hash key using group type and UUID	COMMENT
MEDIUM	blender_addon/mcp/blender_handlers.py	61	# Create a safe execution environment with common Blender modules	COMMENT
MEDIUM	blender_addon/ops/zozo_contact_solver.py	157	# 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	487	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	524	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	561	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	598	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	635	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1192	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1229	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1266	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1303	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1860	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1897	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1934	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	1971	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2528	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2565	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2602	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	2639	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	3196	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	3233	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	3270	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT
MEDIUM	.github/workflows/run-all-once.yml	3307	# 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	540	# Create the runnable script with proper imports (using printf to avoid nested heredoc)	COMMENT

AI Slop Vocabulary34 hits · 99 pts

Severity	File	Line	Snippet	Context
LOW	crates/ppf-cts-solver/src/signal_sidecar.rs	176	/// # Why it cannot simply return when it finds no entry	COMMENT
MEDIUM	…tes/ppf-cts-solver/src/cpp/energy/model/pdrd_rigid.hpp	81	// rotation with its 180-degree-robust Gram-Schmidt seed) live in pdrd_polar.hpp	COMMENT
MEDIUM	crates/ppf-cts-py/Cargo.toml	25	# Rust test/doctest harness for this crate fails to link (`undefined	COMMENT
MEDIUM	crates/ppf-cts-py/Cargo.toml	27	# crate instead, so disable the cargo test harness. Without this, now that	COMMENT
MEDIUM	frontend/build_worker.py	88	# A harness may substitute a stream that is not a TextIOWrapper.	COMMENT
MEDIUM	frontend/_decoder_.py	1713	# (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	77	# 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	510	# robust to object/VG renames. Readable display key stays for	COMMENT
LOW	blender_addon/mcp/decorators.py	151	# Optional[T] / 'T \| None' -> just use T	COMMENT
MEDIUM	blender_addon/debug/orchestrator.py	318	# Reuse the harness's cross-platform tree-kill so server-only and	COMMENT
MEDIUM	blender_addon/debug/orchestrator.py	423	# 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	51	# 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	…ender_addon/debug/scenarios/bl_addon_reload_handoff.py	202	# 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	269	# 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	126	# harness's 600s result cap, so the scenario reads as an opaque 600s	COMMENT
MEDIUM	blender_addon/debug/scenarios/bl_export_cache.py	287	# axis reorientation, so this is a robust content check).	COMMENT

Redundant / Tautological Comments54 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW	warmup.py	325	# Check if nvim is already installed	COMMENT
LOW	warmup.py	364	# Check if nvim config already exists	COMMENT
LOW	warmup.py	388	# Check if fish is installed	COMMENT
LOW	warmup.py	392	# Check if config.fish is a symlink	COMMENT
LOW	warmup.py	497	# Check if CUDA is installed	COMMENT
LOW	warmup.py	646	# Check if it's a symlink	COMMENT
LOW	warmup.py	763	# Check if process is still running	COMMENT
LOW	warmup.py	775	# Check if jupyter is ready (only if not already confirmed)	COMMENT
LOW	frontend/_session_inspect_.py	176	# Check if frames are available	STRING
LOW	frontend/_session_inspect_.py	222	# Check if any PNG images were rendered before attempting video creation	STRING
LOW	frontend/_scene_.py	694	# Check if rendering should be skipped (e.g., on Windows headless)	COMMENT
LOW	blender_addon/ui/solver.py	328	# 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	355	# 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/group.py	571	# Check if there are objects to remove	COMMENT
LOW	.github/workflows/getting-started.yml	243	# 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	979	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/run-all-once.yml	1647	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/run-all-once.yml	2315	# Check if setup is complete (includes SSH connectivity check)	COMMENT
LOW	.github/workflows/run-all-once.yml	2983	# 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	260	# 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	.github/workflows/scripts/make-slim-ffmpeg.sh	26	# Check if ffmpeg already exists	COMMENT
LOW	build-win-native/make-slim-ffmpeg.sh	35	# Check if ffmpeg already exists	COMMENT

Hallucination Indicators7 hits · 70 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/ppf-cts-solver/src/statistics.rs	126	let static_masses = dataset.constraint.mesh.prop.vertex.as_slice();	CODE
CRITICAL	crates/ppf-cts-solver/src/builder.rs	1510	for (i, face_neighbors) in mesh.mesh.neighbor.hinge.face.iter().enumerate() {	CODE
CRITICAL	blender_addon/ops/api/curve.py	145	bpy.context.scene.collection.objects.link(obj)	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

Verbosity Indicators30 hits · 55 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	359	// Step 1: derive mesh edges + per-edge parents.	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	363	// Step 2: append rod edges with parent (-1, -1). When there are	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	380	// Step 3: build tri-BVH; per-edge bboxes only (no edge-BVH needed,	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	385	// Step 4: default is_collider and per-tri PDRD body id.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	403	// Step 5: per-edge parallel scan into (edge_idx, tri_idx) hits.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	423	// Step 6: convert (edge, tri) → (parent, tri); dedup; sort. Rod	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	311	// Step 1: scatter vertex / color / velocity / dmap for every dyn	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	361	// Step 2: rod assembly. Walk every rod-typed object's edges,	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	395	// Step 3: shell triangles (tri-only objects, no tet). UVs +	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	438	// Step 4: tet surface triangles (objects with both tris and tets).	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	473	// Step 5: tet assembly.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	497	// Step 6: per-object stitches. Map local indices through map and	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	561	// Step 7: cross-object stitches. Translate per-object indices.	COMMENT
LOW	crates/ppf-cts-solver/src/main.rs	220	// Step 1: Parallel computation	COMMENT
LOW	crates/ppf-cts-solver/src/main.rs	240	// Step 2: Sequential deduplication	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	782	// Step 1: Parallel computation of vertex params	COMMENT
LOW⚡	crates/ppf-cts-solver/src/builder.rs	856	// Step 2: Sequential deduplication	COMMENT
LOW⚡	crates/ppf-cts-solver/src/builder.rs	866	// Step 1: Parallel computation of hinge data. `bend_rest_v` / `bend_mask`	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1005	// Step 2: Sequential deduplication	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 Overuse30 hits · 55 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	359	// Step 1: derive mesh edges + per-edge parents.	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	363	// Step 2: append rod edges with parent (-1, -1). When there are	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	380	// Step 3: build tri-BVH; per-edge bboxes only (no edge-BVH needed,	COMMENT
LOW⚡	crates/ppf-cts-core/src/kernels/intersection.rs	385	// Step 4: default is_collider and per-tri PDRD body id.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	403	// Step 5: per-edge parallel scan into (edge_idx, tri_idx) hits.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/intersection.rs	423	// Step 6: convert (edge, tri) → (parent, tri); dedup; sort. Rod	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	311	// Step 1: scatter vertex / color / velocity / dmap for every dyn	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	361	// Step 2: rod assembly. Walk every rod-typed object's edges,	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	395	// Step 3: shell triangles (tri-only objects, no tet). UVs +	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	438	// Step 4: tet surface triangles (objects with both tris and tets).	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	473	// Step 5: tet assembly.	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	497	// Step 6: per-object stitches. Map local indices through map and	COMMENT
LOW	crates/ppf-cts-core/src/kernels/scene_build/assembly.rs	561	// Step 7: cross-object stitches. Translate per-object indices.	COMMENT
LOW	crates/ppf-cts-solver/src/main.rs	220	// Step 1: Parallel computation	COMMENT
LOW	crates/ppf-cts-solver/src/main.rs	240	// Step 2: Sequential deduplication	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	782	// Step 1: Parallel computation of vertex params	COMMENT
LOW⚡	crates/ppf-cts-solver/src/builder.rs	856	// Step 2: Sequential deduplication	COMMENT
LOW⚡	crates/ppf-cts-solver/src/builder.rs	866	// Step 1: Parallel computation of hinge data. `bend_rest_v` / `bend_mask`	COMMENT
LOW	crates/ppf-cts-solver/src/builder.rs	1005	// Step 2: Sequential deduplication	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

Modern AI Meta-Vocabulary7 hits · 24 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

AI Structural Patterns15 hits · 13 pts

Severity	File	Line	Context
LOW	warmup.py	22	CODE
LOW	frontend/_scene_.py	140	CODE
LOW	calibration/tensile/tensile.py	139	CODE
LOW	blender_addon/mcp/handlers/object_ops.py	179	CODE
LOW	blender_addon/mcp/handlers/object_ops.py	1236	CODE
LOW	blender_addon/mcp/handlers/remote.py	51	CODE
LOW	blender_addon/mcp/handlers/dyn_params.py	233	CODE
LOW	blender_addon/ops/api/pin.py	110	CODE
LOW	blender_addon/ops/api/pin.py	177	CODE
LOW	blender_addon/debug/orchestrator.py	508	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/noodle.py	71	CODE
LOW	examples/blender/yarn.py	102	CODE

Modern Structural Boilerplate12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	frontend/__init__.py	109	__all__ = [	CODE
LOW	frontend/tests/__init__.py	11	__all__ = [	CODE
LOW	blender_addon/ui/capture.py	1484	__all__ = [	CODE
LOW	blender_addon/ui/dynamics/__init__.py	136	__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	82	def set_project_name(self, name: str) -> None:	CODE
LOW	blender_addon/core/effect_runner.py	373	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	138	__all__ = [	CODE
LOW	blender_addon/ops/api/__init__.py	73	__all__ = [	CODE

Fake / Example Data8 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	crates/ppf-cts-core/src/extra.rs	349	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	117	f"{remote_root}/dummy_data.pickle",	CODE
LOW	blender_addon/ui/debug_ops.py	153	"dummy_data.pickle",	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	crates/ppf-cts-solver/src/cpp/buffer/buffer.hpp	67	// Allocate a buffer and reinterpret as requested type.	COMMENT

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

Analysis Overview

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Directory Score Breakdown

Pattern Findings