AI Slop Code RIsk Monitor

cactus-compute/cactus

Quantization, kernels, runtime and inference engine for mobiles, wearables, smart home and robots.

7.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for cactus-compute/cactus, a C++ project with 6,117 GitHub stars. SynthScan examined 246,703 lines of code across 649 source files, recording 1613 pattern matches distributed across 13 syntactic categories. The legacy adjusted pattern signal is 7.4 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

7.4
Adjusted Signal
7.4
Raw Pattern Score
100%
Time Factor
2026-09-26
Last Push
6.1K
Stars
C++
Language
246.7K
Lines of Code
649
Files
1.6K
Pattern Hits
2026-10-12
Scan Date
0.06
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 21.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1148 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.2/100 · LOW

Are imports declared and package/API names verified? 219 finding(s).

Agent Over-Engineering Ratio 24.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1163 finding(s).

PR Review Velocity Impact 31.5/100 · MEDIUM

Which changes need focused human review? 1613 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 38MEDIUM 32LOW 1543

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1613 distinct pattern matches across 13 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.

Hyper-Verbose Identifiers907 hits · 932 pts
SeverityFileLineSnippetContext
LOW⚡python/cactus/transpiler/RuntimePlan/models.py147def cache_state_binding_from_dict(data: dict[str, Any]) -> CacheStateBinding:CODE
LOW⚡python/cactus/transpiler/RuntimePlan/models.py156def cache_state_binding_to_dict(binding: CacheStateBinding) -> dict[str, Any]:CODE
LOW⚡python/cactus/transpiler/RuntimePlan/models.py165def constant_binding_from_dict(data: dict[str, Any]) -> ConstantBinding:CODE
LOW⚡python/cactus/transpiler/RuntimePlan/models.py370def runtime_routes_from_model_profile(model_profile: Any | None) -> tuple[RuntimeRoute, ...]:CODE
LOW⚡python/cactus/transpiler/RuntimePlan/models.py376def runtime_states_from_model_profile(model_profile: Any | None) -> tuple[RuntimeState, ...]:CODE
LOW⚡python/cactus/transpiler/RuntimePlan/models.py382def runtime_aliases_from_model_profile(model_profile: Any | None) -> tuple[RuntimeAlias, ...]:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py100def cache_state_binding_from_annotation(annotation: Any, node_id: int) -> CacheStateBinding:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py135def merge_cache_state_binding(bindings: list[CacheStateBinding], binding: CacheStateBinding) -> None:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py191def runtime_component_from_generator_manifest(CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py219def runtime_component_from_engine_dict(data: dict[str, Any]) -> RuntimeComponent:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py242def runtime_plan_from_generator_manifests(CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py274def runtime_plan_metadata_from_components(components: tuple[RuntimeComponent, ...]) -> dict[str, str]:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py288def runtime_plan_metadata_from_model_profile(model_profile: Any | None) -> dict[str, str]:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py352def runtime_plan_from_generation_result(CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py434def runtime_family_from_model_profile(model_profile: Any | None) -> str:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py443def runtime_route_from_profile_route(route: Any) -> RuntimeRoute:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py455def runtime_state_from_contract(state: Any) -> RuntimeState:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py471def runtime_alias_from_contract(alias: Any) -> RuntimeAlias:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py484def runtime_plan_to_engine_manifest(plan: RuntimePlan) -> dict[str, Any]:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py508def runtime_component_to_engine_dict(component: RuntimeComponent) -> dict[str, Any]:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py527def runtime_component_to_plan_dict(component: RuntimeComponent) -> dict[str, Any]:CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py603def constant_bindings_from_generator_manifest(data: dict[str, Any]) -> tuple[ConstantBinding, ...]:CODE
LOWpython/cactus/transpiler/Converter/models.py136def extract_graph_signature_specs(graph_signature: Any, field_name: str) -> list[GraphSpecRecord]:CODE
LOWpython/cactus/transpiler/Converter/models.py201def build_decode_with_cache_input(CODE
LOWpython/cactus/transpiler/Converter/models.py260def infer_past_sequence_length(input_: Any) -> int:CODE
LOWpython/cactus/transpiler/Converter/models.py313def normalize_processor_kwargs_for_export(kwargs: dict[str, torch.Tensor], model_profile: str) -> None:CODE
LOWpython/cactus/transpiler/Converter/models.py402def pad_no_cache_full_context_input(input_: Input, input_cls: Any, capacity: int = 128) -> Input:CODE
LOWpython/cactus/transpiler/Converter/overrides.py7 def exportable_bidirectional_mask(config, inputs_embeds, attention_mask=None, and_mask_function=None, **kwargs):CODE
LOWpython/cactus/transpiler/Converter/overrides.py23def patch_transformers_moe_grouped_mm_for_export() -> None:CODE
LOWpython/cactus/transpiler/Converter/overrides.py33 def exportable_embeddings_forward(self, pixel_values, spatial_shapes):CODE
LOWpython/cactus/transpiler/Converter/overrides.py78 def exportable_get_image_features(self, pixel_values, spatial_shapes, pixel_attention_mask, **kwargs):CODE
LOWpython/cactus/transpiler/Converter/overrides.py104def prepare_model_input_hints_for_export(model: torch.nn.Module, kwargs: dict[str, Any]) -> None:CODE
LOWpython/cactus/transpiler/Converter/cache_utils.py171def cache_num_attention_heads(text_config: Any) -> int:CODE
LOWpython/cactus/transpiler/Converter/cache_utils.py185def encoder_decoder_source_length(text_config: Any) -> int | None:CODE
LOWpython/cactus/transpiler/Converter/cache_utils.py192def encoder_decoder_target_length(text_config: Any) -> int | None:CODE
LOWpython/cactus/transpiler/Converter/cache_utils.py289def cache_spec_to_dynamic_cache(cache_spec: CacheSpec, flat_tensors: tuple[torch.Tensor, ...]):CODE
LOWpython/cactus/transpiler/Converter/cache_utils.py449def _set_config_attr_recursive(config: Any, attr: str, value: Any, seen: set[int] | None = None) -> None:CODE
LOWpython/cactus/transpiler/Converter/cache_utils.py469def configure_model_for_export(model: torch.nn.Module, should_use_cache: bool) -> None:CODE
LOWpython/cactus/transpiler/IR/simplify_ir.py55def fuse_decode_qkv_projections(graph: models.Graph) -> models.Graph:CODE
LOWpython/cactus/transpiler/IR/simplify_ir.py69def fuse_decode_projection_pairs(graph: models.Graph) -> models.Graph:CODE
LOWpython/cactus/transpiler/IR/simplify_ir.py77def fuse_decode_projection_group(CODE
LOWpython/cactus/transpiler/IR/simplify_ir.py375def fusion_result_from_bindings(CODE
LOWpython/cactus/transpiler/IR/simplify_ir.py407def candidate_fusions_for_node(CODE
LOWpython/cactus/transpiler/IR/simplify_ir.py428def fusion_enabled_for_fields(fusion: FModels.FusionDefinition, fusion_fields: tuple[str, ...]) -> bool:CODE
LOWpython/cactus/transpiler/IR/simplify_ir.py462def reverse_topological_nodes(graph: models.Graph) -> tuple[models.Node, ...]:CODE
LOWpython/cactus/transpiler/IR/models.py85 def collapse_transpose_chains(self) -> "Graph":CODE
LOWpython/cactus/transpiler/IR/models.py139def find_cache_concat_ancestor(CODE
LOWpython/cactus/transpiler/IR/models.py166def find_cache_state_ancestor(CODE
LOWpython/cactus/transpiler/IR/models.py301def validate_non_overlapping_fusions(fusion_results: tuple[FusionResult, ...]) -> None:CODE
LOWpython/cactus/transpiler/IR/models.py367def gemma_language_layer_index(result: FusionResult) -> int | None:CODE
LOWpython/cactus/transpiler/IR/models.py423def remove_noop_nodes_from_graph(graph: Graph) -> Graph:CODE
LOWpython/cactus/transpiler/IR/models.py435def collapse_transpose_chains_from_graph(graph: Graph) -> Graph:CODE
LOWpython/cactus/transpiler/IR/models.py469def fuse_logits_softcap_from_graph(graph: Graph) -> Graph:CODE
LOWpython/cactus/transpiler/IR/models.py596def is_precision_cast_only_for_rms_norm(node: Node, parent: Node) -> bool:CODE
LOWpython/cactus/transpiler/IR/models.py607def resolve_replacement_names(replacement_names: dict[str, str]) -> dict[str, str]:CODE
LOWpython/cactus/transpiler/IR/models.py785def kv_cache_window_size_for_model(model_name: str, layer_index: int | None, sequence_length: int | None = None) -> int CODE
LOWpython/cactus/transpiler/IR/models.py798def cache_annotation_from_metadata(metadata: dict[str, Any]) -> CacheAnnotation | None:CODE
LOWpython/cactus/transpiler/IR/models.py833def cache_annotation_from_fusion_result(result: FusionResult) -> CacheAnnotation | None:CODE
LOWpython/cactus/transpiler/IR/models.py856def first_cache_input_annotation(result: FusionResult) -> CacheAnnotation | None:CODE
LOWpython/cactus/transpiler/IR/models.py869def cache_layer_index_from_node(node: Node, default: int | None = None) -> int | None:CODE
847 more matches not shown…
Empty Error Handlers38 hits · 190 pts
SeverityFileLineSnippetContext
HIGHpython/cactus/transpiler/Generator/generate.py208except OSError:CODE
HIGHpython/cactus/cli/clean.py117except OSError:CODE
HIGHpython/cactus/cli/upload.py48except Exception:CODE
HIGHpython/cactus/cli/config_utils.py14except OSError:CODE
HIGHpython/cactus/cli/config_utils.py33except OSError:CODE
HIGHpython/cactus/transpile/capture_pytorch.py261except Exception:CODE
HIGHpython/cactus/transpile/weight_compat.py209except OSError:CODE
HIGHpython/cactus/transpile/weight_compat.py411except FileNotFoundError:CODE
HIGHpython/cactus/transpile/jax_user_graph_bundle.py317except OSError:CODE
HIGHpython/cactus/transpile/hf_model.py1888except Exception:CODE
HIGHpython/cactus/transpile/hf_model.py1621except Exception:CODE
HIGHpython/cactus/transpile/model_adapters.py332except Exception:CODE
HIGHpython/cactus/transpile/model_adapters.py3120except Exception:CODE
HIGHpython/cactus/transpile/model_adapters.py3598except Exception:CODE
HIGHpython/cactus/transpile/audio_preprocess.py180except Exception:CODE
HIGHpython/cactus/transpile/audio_preprocess.py341except Exception:CODE
HIGHpython/cactus/transpile/audio_preprocess.py154except OSError:CODE
HIGHpython/cactus/transpile/import_ir.py100except AttributeError:CODE
HIGHpython/cactus/transpile/import_ir.py112except AttributeError:CODE
HIGHpython/cactus/transpile/runtime_support.py95except Exception:CODE
HIGHpython/cactus/transpile/runtime_support.py128except Exception:CODE
HIGHpython/cactus/transpile/runtime_support.py65except ValueError:CODE
HIGHpython/cactus/transpile/npu/coremltools_patches.py211except Exception:CODE
HIGHpython/cactus/transpile/npu/coremltools_patches.py149except Exception:CODE
HIGHpython/cactus/bindings/cactus.py861except AttributeError:CODE
HIGHpython/cactus/convert/compat.py80except Exception:CODE
HIGHpython/cactus/convert/compat.py112except Exception:CODE
HIGHpython/cactus/convert/compat.py56except ValueError:CODE
HIGHpython/cactus/convert/cli.py417except FileNotFoundError:CODE
HIGHpython/cactus/convert/cli.py323except Exception:CODE
HIGHpython/cactus/convert/model_adapters/adapters.py716except Exception:CODE
HIGHpython/cactus/convert/cactus_adapters/tokenizer.py407except Exception:CODE
HIGHpython/cactus/convert/cactus_adapters/tokenizer.py417except Exception:CODE
HIGHpython/cactus/convert/cactus_adapters/tokenizer.py209except Exception:CODE
HIGHpython/cactus/convert/cactus_adapters/config_utils.py11except Exception:CODE
HIGHpython/cactus/convert/cactus_adapters/config_utils.py624except Exception:CODE
HIGHpython/tests/test_bindings.py447except RuntimeError:CODE
HIGHpython/tests/test_bindings.py344except Exception:CODE
Excessive Try-Catch Wrapping174 hits · 184 pts
SeverityFileLineSnippetContext
LOWpython/cactus/server.py83 except Exception:CODE
LOWpython/cactus/server.py312 except Exception:CODE
LOWpython/cactus/server.py610 except Exception as exc:CODE
LOWpython/cactus/server.py909 except Exception as exc:CODE
LOWpython/cactus/transpiler/Converter/models.py182 except Exception:CODE
LOWpython/cactus/transpiler/Converter/models.py378 except Exception as e:CODE
LOWpython/cactus/transpiler/Converter/overrides.py110 except Exception:CODE
LOWpython/cactus/transpiler/Converter/input_processor.py64 except Exception as load_error:CODE
LOW⚡python/cactus/transpiler/Generator/generate.py179 except Exception:CODE
LOWpython/cactus/transpiler/Generator/generate.py227 except Exception:CODE
LOWpython/cactus/transpiler/Generator/generate.py253 except Exception:CODE
LOWpython/cactus/cli/upload.py48 except Exception:CODE
LOWpython/cactus/cli/code.py57 except Exception:CODE
LOWpython/cactus/cli/code.py78 except Exception:CODE
LOWpython/cactus/cli/code.py92 except Exception:CODE
LOWpython/cactus/cli/code.py189 except Exception:CODE
MEDIUMpython/cactus/cli/code.py50def _discover_local_model() -> str | None:CODE
MEDIUMpython/cactus/cli/__init__.py459 print(f"Error: `cactus {args.command}` requires a git clone of the cactus repository.")STRING
LOWpython/cactus/cli/serve.py28 except Exception as exc:CODE
LOWpython/cactus/cli/model.py35 except Exception as exc:CODE
LOWpython/cactus/cli/model.py209 except Exception as build_exc:CODE
LOWpython/cactus/cli/utils.py153 except Exception:CODE
LOWpython/cactus/cli/utils.py406 except Exception as exc:CODE
LOWpython/cactus/cli/config_utils.py30 except Exception:CODE
LOW⚡python/cactus/transpile/capture_pytorch.py169 except Exception:CODE
LOWpython/cactus/transpile/capture_pytorch.py186 except Exception:CODE
LOWpython/cactus/transpile/capture_pytorch.py227 except Exception as exc:CODE
LOW⚡python/cactus/transpile/capture_pytorch.py251 except Exception as exc:CODE
LOW⚡python/cactus/transpile/capture_pytorch.py257 except Exception:CODE
LOW⚡python/cactus/transpile/capture_pytorch.py261 except Exception:CODE
LOWpython/cactus/transpile/capture_pytorch.py282 except Exception:CODE
LOWpython/cactus/transpile/capture_pytorch.py302 except Exception:CODE
MEDIUMpython/cactus/transpile/capture_pytorch.py279def capture_model_with_fallback(model, args, kwargs=None) -> CapturedModel:CODE
LOWpython/cactus/transpile/tdt_runtime.py381 except Exception:CODE
LOWpython/cactus/transpile/jax_user_graph_bundle.py281 except Exception:CODE
LOWpython/cactus/transpile/jax_user_graph_bundle.py314 except Exception:CODE
LOW⚡python/cactus/transpile/hf_model.py183 except Exception:CODE
LOW⚡python/cactus/transpile/hf_model.py238 except Exception:CODE
LOW⚡python/cactus/transpile/hf_model.py1888 except Exception:CODE
LOWpython/cactus/transpile/hf_model.py1181 except Exception:CODE
LOWpython/cactus/transpile/hf_model.py1273 except Exception:CODE
LOWpython/cactus/transpile/hf_model.py1330 except Exception:CODE
LOWpython/cactus/transpile/hf_model.py1341 except Exception:CODE
LOWpython/cactus/transpile/hf_model.py1346 except Exception:CODE
LOWpython/cactus/transpile/hf_model.py1621 except Exception:CODE
LOWpython/cactus/transpile/hf_model.py2110 except Exception as exc: # pragma: no coverCODE
LOWpython/cactus/transpile/hf_model.py2441 except Exception as exc: # pragma: no coverCODE
LOWpython/cactus/transpile/hf_model.py2466 except Exception as exc:CODE
LOWpython/cactus/transpile/hf_model.py2506 except Exception as exc:CODE
LOWpython/cactus/transpile/hf_model.py2532 except Exception as exc:CODE
LOWpython/cactus/transpile/hf_model.py2583 except Exception as exc:CODE
LOWpython/cactus/transpile/hf_model.py2652 except Exception as exc:CODE
LOWpython/cactus/transpile/hf_model.py2688 except Exception as exc:CODE
LOWpython/cactus/transpile/hf_model.py2707 except Exception:CODE
LOWpython/cactus/transpile/hf_model.py2725 except Exception:CODE
LOWpython/cactus/transpile/multimodal_runtime.py143 except Exception as exc: # pragma: no coverCODE
LOWpython/cactus/transpile/multimodal_runtime.py185 except Exception as exc: # pragma: no coverCODE
LOWpython/cactus/transpile/multimodal_runtime.py422 except Exception:CODE
LOWpython/cactus/transpile/multimodal_runtime.py547 except Exception as exc:CODE
LOWpython/cactus/transpile/multimodal_runtime.py555 except Exception:CODE
114 more matches not shown…
Unused Imports179 hits · 173 pts
SeverityFileLineSnippetContext
LOWpython/cactus/server.py2CODE
LOWpython/cactus/__init__.py3CODE
LOWpython/cactus/__init__.py5CODE
LOWpython/cactus/__init__.py5CODE
LOWpython/cactus/__init__.py5CODE
LOWpython/cactus/__init__.py5CODE
LOWpython/cactus/__init__.py6CODE
LOWpython/cactus/transpiler/Fusions/fusion_builders.py1CODE
LOWpython/cactus/transpiler/Fusions/fusions.py1CODE
LOWpython/cactus/transpiler/Fusions/fusions.py4CODE
LOWpython/cactus/transpiler/Fusions/fusions.py10CODE
LOWpython/cactus/transpiler/Fusions/fusions.py11CODE
LOWpython/cactus/transpiler/Fusions/fusions.py12CODE
LOWpython/cactus/transpiler/Fusions/fusions.py13CODE
LOWpython/cactus/transpiler/Fusions/fusions.py14CODE
LOWpython/cactus/transpiler/Fusions/fusion_cache_conv.py1CODE
LOW…on/cactus/transpiler/Fusions/fusion_defs/fusion_moe.py1CODE
LOW…cactus/transpiler/Fusions/fusion_defs/fusion_direct.py1CODE
LOW…tus/transpiler/Fusions/fusion_defs/fusion_attention.py1CODE
LOW…cactus/transpiler/Fusions/fusion_defs/fusion_neural.py1CODE
LOW…actus/transpiler/Fusions/fusion_defs/fusion_special.py1CODE
LOWpython/cactus/transpiler/RuntimePlan/models.py1CODE
LOW…us/transpiler/IR/extra_matchers/extra_matcher_cache.py1CODE
LOW…us/transpiler/IR/extra_matchers/extra_matcher_cache.py6CODE
LOWpython/cactus/transpiler/ModelProfiles/components.py1CODE
LOWpython/cactus/transpiler/Generator/models.py1CODE
LOWpython/cactus/transpiler/Generator/generate.py1CODE
LOWpython/cactus/transpiler/Generator/__init__.py3CODE
LOWpython/cactus/transpiler/Generator/__init__.py4CODE
LOWpython/cactus/transpiler/Generator/__init__.py4CODE
LOW…transpiler/Generator/lowerings/lowering_special_ops.py1CODE
LOW…transpiler/Generator/lowerings/lowering_special_ops.py9CODE
LOW…actus/transpiler/Generator/lowerings/lowering_cache.py8CODE
LOW…thon/cactus/transpiler/Generator/lowerings/__init__.py1CODE
LOW…thon/cactus/transpiler/Generator/lowerings/__init__.py3CODE
LOW…thon/cactus/transpiler/Generator/lowerings/__init__.py4CODE
LOW…thon/cactus/transpiler/Generator/lowerings/__init__.py5CODE
LOW…thon/cactus/transpiler/Generator/lowerings/__init__.py6CODE
LOW…thon/cactus/transpiler/Generator/lowerings/__init__.py7CODE
LOW…thon/cactus/transpiler/Generator/lowerings/__init__.py8CODE
LOW…thon/cactus/transpiler/Generator/lowerings/__init__.py9CODE
LOW…thon/cactus/transpiler/Generator/lowerings/__init__.py10CODE
LOW…cactus/transpiler/Generator/lowerings/lowering_core.py1CODE
LOW…cactus/transpiler/Generator/lowerings/lowering_core.py9CODE
LOW…cactus/transpiler/Generator/lowerings/lowering_core.py11CODE
LOW…cactus/transpiler/Generator/lowerings/lowering_core.py14CODE
LOW…ranspiler/Generator/lowerings/lowering_constant_ops.py1CODE
LOW…ranspiler/Generator/lowerings/lowering_constant_ops.py7CODE
LOW…actus/transpiler/Generator/lowerings/lowering_utils.py1CODE
LOW…ctus/transpiler/Generator/lowerings/lowering_nn_ops.py1CODE
LOW…ctus/transpiler/Generator/lowerings/lowering_nn_ops.py10CODE
LOW…tus/transpiler/Generator/lowerings/lowering_weights.py1CODE
LOW…tus/transpiler/Generator/lowerings/lowering_weights.py11CODE
LOW…s/transpiler/Generator/lowerings/lowering_basic_ops.py1CODE
LOW…s/transpiler/Generator/lowerings/lowering_basic_ops.py9CODE
LOW…er/Generator/component_splits/component_split_plans.py1CODE
LOW…er/Generator/component_splits/component_split_plans.py6CODE
LOW…er/Generator/component_splits/component_split_plans.py8CODE
LOW…/Generator/component_splits/component_split_builder.py1CODE
LOW…er/Generator/component_splits/component_split_utils.py1CODE
119 more matches not shown…
Over-Commented Block135 hits · 119 pts
SeverityFileLineSnippetContext
LOWcactus-graph/cactus_graph.h1#ifndef CACTUS_GRAPH_HCOMMENT
LOWcactus-graph/tests/test_utils.h1#pragma onceCOMMENT
LOWcactus-graph/src/io.cpp1#include "../cactus_graph.h"COMMENT
LOWcactus-graph/src/execute.cpp1#include "../cactus_graph.h"COMMENT
LOWcactus-graph/src/ops_nn.cpp1#include "../cactus_graph.h"COMMENT
LOW…coding-agent/src/modes/interactive/interactive-mode.ts3181 // `signal-exit` checks the listener list during the same SIGTERM/SIGHUPCOMMENT
LOWcactus-kernels/metal_backend.h1#ifndef CACTUS_METAL_BACKEND_HCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h181#if defined(STB_IMAGE_RESIZE_IMPLEMENTATION) || defined(STB_IMAGE_RESIZE2_IMPLEMENTATION)COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h201COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h221#pragma fp_contract(off)COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h521 return (unsigned char) ((bias + scale*t) >> 16);COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h541COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h561 #endifCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h581COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h601 #endifCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h621 #define STBIR_NO_UNROLL( ptr )COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h641#endifCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h661#ifdef STBIR_SSE2COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h681 #define stbir__simdf_zeroP() _mm_setzero_ps()COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h721 #define stbir__simdf_convert_float_to_int( f ) _mm_cvtt_ss2si(f)COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h741 #define stbir__simdf_madd( out, add, mul1, mul2 ) (out) = _mm_add_ps( add, _mm_mul_ps( mul1, mul2 ) )COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h821 #elseCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h861 #define stbir__simdf8_store( ptr, out ) _mm256_storeu_ps( (float*)(ptr), out )COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h981 static __m256i stbir_22223333 = { STBIR__CONST_4d_32i( 2, 2, 2, 2 ), STBIR__CONST_4d_32i( 3, 3, 3, 3 ) };COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1001 #define stbir__simdf8_0123to12301230( out, in ) (out) = _mm256_shuffle_ps ( in, in, (1<<0)+(2<<2)+(3<<4)+(0<<6) )COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1021 #define stbir__simdf8_madd_mem( out, add, mul, ptr ) (out) = _mm256_add_ps( add, _mm256_mul_ps( mul, _mm256_loadu_psCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1061COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1081 #define stbir__simdf_load2hmerge( out, reg, ptr ) (out) = vcombine_f32( vget_low_f32(reg), vld1_f32( (float const*)(ptCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1121 #define stbir__simdf_convert_float_to_int( f ) vgetq_lane_s32(vcvtq_s32_f32(f), 0)COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1141 #define stbir__simdf_madd_mem( out, add, mul, ptr ) (out) = vaddq_f32( add, vmulq_f32( mul, vld1q_f32( (float const*)(COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1281 #define STBIR__CONSTI(var) (*(const uint32x4_t*)var)COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1321 return vget_lane_f32(r, 0);COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1341 #define stbir__simdf_load1z( out, ptr ) (out) = wasm_v128_load32_zero( (void const*)(ptr) ) // top values muCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1381 out1 = wasm_u32x4_extend_high_u16x8( ireg ); \COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1401COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1501#endif // NO SIMDCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1521 #define stbir__simdfX_convert_float_to_i32 stbir__simdf8_convert_float_to_i32COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1541 #define stbir__simdiX_load stbir__simdi_loadCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1561 #define STBIR_max_uint16_as_floatX STBIR__CONSTF(STBIR_max_uint16_as_float)COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h1861#endifCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h2041COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h2061#include <math.h>COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h3201 STBIR_PROFILE_BUILD_END( pivot );COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h3221#define stbir__encode_order3 3COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h3241#define stbir__decode_swizzleCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h5161#include STBIR__HEADER_FILENAMECOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h5181#define STBIR__vertical_channels 3COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h5201#define STB_IMAGE_RESIZE_VERTICAL_CONTINUECOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h7081#undef STBIR_2CHANNELCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h7101#define STBIR_strs_join2( start, mid, end ) start##mid##endCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h7121#define stbir__decode_order0 0COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h8561 float * end_output = ( (float*) output ) + width_times_channels;COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h8681}COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h8701#undef stbir_scalar_lo_clampCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h8721#endifCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h8741#endifCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h9081#undef STB_IMAGE_RESIZE_DO_HORIZONTALSCOMMENT
LOWcactus-kernels/libs/stb_image_resize2.h9421 STBIR_chans(stbir__horizontal_gather_,_channels_with_10_coeffs),COMMENT
LOWcactus-kernels/libs/stb_image_resize2.h9441#endif // HORIZONALSCOMMENT
LOWcactus-kernels/libs/stb_image.h21typedef unsigned char stbi_uc;COMMENT
75 more matches not shown…
Deep Nesting81 hits · 68 pts
SeverityFileLineSnippetContext
LOWpython/cactus/server.py343CODE
LOWpython/cactus/transpiler/Converter/models.py346CODE
LOWpython/cactus/transpiler/Converter/cache_utils.py368CODE
LOWpython/cactus/transpiler/IR/models.py139CODE
LOWpython/cactus/transpiler/IR/special_fusions.py924CODE
LOWpython/cactus/transpiler/IR/match_utils.py128CODE
LOWpython/cactus/transpiler/Generator/generate.py218CODE
LOW…actus/transpiler/Generator/lowerings/lowering_utils.py265CODE
LOW…/Generator/component_splits/component_split_builder.py319CODE
LOWpython/cactus/cli/clean.py14CODE
LOWpython/cactus/cli/utils.py373CODE
LOWpython/cactus/transpile/component_partition.py164CODE
LOWpython/cactus/transpile/component_partition.py274CODE
LOWpython/cactus/transpile/tdt_runtime.py183CODE
LOWpython/cactus/transpile/tdt_runtime.py364CODE
LOWpython/cactus/transpile/weight_compat.py179CODE
LOWpython/cactus/transpile/weight_compat.py307CODE
LOWpython/cactus/transpile/jax_user_graph_bundle.py104CODE
LOWpython/cactus/transpile/hf_model.py628CODE
LOWpython/cactus/transpile/hf_model.py1866CODE
LOWpython/cactus/transpile/hf_model.py2400CODE
LOWpython/cactus/transpile/hf_model.py2830CODE
LOWpython/cactus/transpile/aten_ops.py13CODE
LOWpython/cactus/transpile/multimodal_runtime.py98CODE
LOWpython/cactus/transpile/multimodal_runtime.py489CODE
LOWpython/cactus/transpile/model_adapters.py1886CODE
LOWpython/cactus/transpile/model_adapters.py1993CODE
LOWpython/cactus/transpile/model_adapters.py2013CODE
LOWpython/cactus/transpile/model_adapters.py4442CODE
LOWpython/cactus/transpile/model_adapters.py7189CODE
LOWpython/cactus/transpile/capture_jax.py153CODE
LOWpython/cactus/transpile/capture_jax.py184CODE
LOWpython/cactus/transpile/capture_jax.py849CODE
LOWpython/cactus/transpile/importers.py264CODE
LOWpython/cactus/transpile/importers.py1129CODE
LOWpython/cactus/transpile/component_plan.py23CODE
LOWpython/cactus/transpile/lower.py753CODE
LOWpython/cactus/transpile/lower.py3123CODE
LOWpython/cactus/transpile/jax_semantic_rewrites.py324CODE
LOWpython/cactus/transpile/jax_semantic_rewrites.py350CODE
LOWpython/cactus/transpile/import_ir.py30CODE
LOWpython/cactus/transpile/import_ir.py76CODE
LOWpython/cactus/transpile/import_ir.py130CODE
LOWpython/cactus/transpile/optimize_graph.py499CODE
LOWpython/cactus/transpile/optimize_graph.py712CODE
LOWpython/cactus/transpile/optimize_graph.py844CODE
LOWpython/cactus/transpile/optimize_graph.py1161CODE
LOWpython/cactus/transpile/optimize_graph.py1556CODE
LOWpython/cactus/transpile/fusion/common.py56CODE
LOWpython/cactus/transpile/fusion/deltanet.py169CODE
LOWpython/cactus/transpile/fusion/deltanet.py233CODE
LOWpython/cactus/transpile/fusion/conv.py32CODE
LOWpython/cactus/transpile/canonicalize/cleanup.py294CODE
LOWpython/cactus/transpile/canonicalize/cleanup.py418CODE
LOWpython/cactus/transpile/canonicalize/utils.py152CODE
LOWpython/cactus/transpile/npu/pipeline.py18CODE
LOWpython/cactus/transpile/npu/coremltools_patches.py216CODE
LOWpython/cactus/transpile/npu/coremltools_patches.py258CODE
LOWpython/cactus/transpile/npu/coremltools_patches.py283CODE
LOWpython/cactus/transpile/npu/coremltools_patches.py259CODE
21 more matches not shown…
Decorative Section Separators21 hits · 68 pts
SeverityFileLineSnippetContext
MEDIUMpython/cactus/bindings/cactus.py1049# ── Telemetry ────────────────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py1072# ── Model lifecycle ──────────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py1122# ── LLM completion ───────────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py1169# ── Audio / speech ───────────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py1280# ── Embeddings ───────────────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py1322# ── Tokenization ─────────────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py1363# ── RAG ──────────────────────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py1379# ── Vector index ─────────────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py1535# ── Logging ──────────────────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py3002 # ── Audio / signal processing ───────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py3074 # ── Image processing ─────────────────────────────────────────────COMMENT
MEDIUMpython/cactus/bindings/cactus.py3102 # ── Introspection ────────────────────────────────────────────────COMMENT
MEDIUM⚡python/tests/test_bindings.py17# ── Import and structure tests ──────────────────────────────────────COMMENT
MEDIUM⚡python/tests/test_bindings.py48# ── Helper function tests ───────────────────────────────────────────COMMENT
MEDIUM⚡python/tests/test_bindings.py427# ── Error path tests ──────────────────────────────────────────────COMMENT
MEDIUMpython/tests/test_bindings.py202# ── Model ID resolution tests ──────────────────────────────────────COMMENT
MEDIUMpython/tests/test_bindings.py205# ── CLI parser tests ────────────────────────────────────────────────COMMENT
MEDIUMpython/tests/test_bindings.py311# ── Index API tests ────────────────────────────────────────────────COMMENT
MEDIUMpython/tests/test_bindings.py392# ── Streaming callback tests ──────────────────────────────────────COMMENT
MEDIUMcactus-kernels/tests/test_matmul.cpp272// ══════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUMcactus-kernels/tests/test_matmul.cpp274// ══════════════════════════════════════════════════════════════════════════════COMMENT
Fake / Example Data40 hits · 41 pts
SeverityFileLineSnippetContext
LOWpython/cactus/transpiler/Fusions/nodes.py11 "placeholder": ("placeholder",),CODE
LOW⚡python/cactus/transpiler/Fusions/nodes.py260 'conv_cache_state': _node("conv_cache_state", "placeholder", allowed_value_kinds=CACHE_STATE_VALUE_KINDS),CODE
LOW⚡python/cactus/transpiler/Fusions/nodes.py261 'kv_cache_state': _node("kv_cache_state", "placeholder", allowed_value_kinds=CACHE_STATE_VALUE_KINDS),CODE
LOW⚡python/cactus/transpiler/Fusions/nodes.py262 'recurrent_cache_state': _node("recurrent_cache_state", "placeholder", allowed_value_kinds=CACHE_STATE_VALUE_KINDS),CODE
LOWpython/cactus/transpiler/IR/models.py54 return self.node_type == "placeholder"CODE
LOWpython/cactus/transpiler/IR/models.py202 if record.node_type != "placeholder":CODE
LOWpython/cactus/transpiler/IR/match.py14 return "placeholder" in synth_node.opsCODE
LOW…/Generator/component_splits/component_split_builder.py440 node_type="placeholder",CODE
LOWpython/cactus/transpile/component_partition.py104 "placeholder",CODE
LOWpython/cactus/transpile/capture_pytorch.py56 return [node for node in self.graph.nodes if node.op == "placeholder"]CODE
LOWpython/cactus/transpile/README.md328 if node.op == "placeholder":CODE
LOW⚡python/cactus/transpile/lower.py1324 dummy_key = _materialize_constant_tensor(CODE
LOW⚡python/cactus/transpile/lower.py1328 dummy_value = _materialize_constant_tensor(CODE
LOW⚡python/cactus/transpile/lower.py1334 dummy_key,CODE
LOW⚡python/cactus/transpile/lower.py1335 dummy_value,CODE
LOWpython/cactus/transpile/import_ir.py157 if sub_node.op == "placeholder":CODE
LOWpython/cactus/transpile/import_ir.py209 if node.op == "placeholder":CODE
LOW⚡python/tests/test_transpiler_reporting.py363 index=0, name="q", node_type="placeholder", target="q",CODE
LOW⚡python/tests/test_transpiler_reporting.py368 index=1, name="k", node_type="placeholder", target="k",CODE
LOW⚡python/tests/test_transpiler_reporting.py563 index=0, name="x", node_type="placeholder", target="x",CODE
LOW⚡python/tests/test_transpiler_reporting.py702 CModels.LayerRecord(index=0, name="hidden", node_type="placeholder", target="hidden",CODE
LOW⚡python/tests/test_transpiler_reporting.py711 CModels.LayerRecord(index=offset * 3 - 2, name=weight, node_type="placeholder", target=weight,CODE
LOWpython/tests/test_transpiler_reporting.py332 node_type="placeholder" if parent is None else "call_function",CODE
LOWpython/tests/test_transpiler_reporting.py401 node_type="placeholder" if not args else "call_function",CODE
LOWpython/tests/test_transpiler_reporting.py431 node_type="placeholder" if not args else "call_function",CODE
LOWpython/tests/test_transpiler_reporting.py482 node_type="placeholder" if not args else "call_function",CODE
LOWpython/tests/test_transpiler_reporting.py600 node_type="placeholder" if parent is None else "call_function",CODE
LOWpython/tests/test_transpiler_reporting.py642 CModels.LayerRecord(index=0, name="hidden", node_type="placeholder", target="hidden",CODE
LOWpython/tests/test_transpiler_reporting.py644 CModels.LayerRecord(index=1, name="lm_head_weight", node_type="placeholder", target="lm_head_weight",CODE
LOWpython/tests/test_transpiler_reporting.py673 index=0, name="x", node_type="placeholder", target="x",CODE
LOWpython/tests/test_transpiler_reporting.py737 index=0, name="hidden", node_type="placeholder", target="hidden", args=[], kwargs={}, users=[],CODE
LOWpython/tests/test_transpiler_reporting.py744 index=offset * 3 - 2, name=f"{role}_weight", node_type="placeholder", target=f"{role}_weight",CODE
LOWpython/tests/test_transpiler_reporting.py783 index=0, name="x", node_type="placeholder", target="x",CODE
LOWpython/tests/test_generator_component_split.py14 node_type="placeholder" if not parents else "call_function",CODE
LOWpython/tests/test_generator_component_split.py54 node_type="placeholder" if not parents else "call_function",CODE
LOWpython/tests/test_generator_component_split.py95 node_type="placeholder",CODE
LOWpython/tests/test_generator_component_split.py201 node_type="placeholder",CODE
LOWpython/tests/test_generator_component_split.py213 node_type="placeholder",CODE
LOWcactus-code/packages/tui/src/components/markdown.ts541 // For mailto: links strip the prefix (autolinked emails use text="foo@bar.com"COMMENT
LOWcactus-engine/tests/test_model_loading.cpp31 write_file(dir + "/dummy.bin", "placeholder");CODE
Modern AI Meta-Vocabulary5 hits · 15 pts
SeverityFileLineSnippetContext
MEDIUMpython/README.md256### RAGCOMMENT
MEDIUMpython/cactus/server.py743 # No LLM available — allow serving a non-LLM bundle (e.g. an embedding model).COMMENT
MEDIUMpython/cactus/bindings/cactus.py1363# ── RAG ──────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/cactus_engine.md1052### Complete RAG ExampleCOMMENT
MEDIUMdocs/cactus_index.md414### RAG (Retrieval-Augmented Generation)COMMENT
Modern Structural Boilerplate13 hits · 13 pts
SeverityFileLineSnippetContext
LOWpython/cactus/__init__.py8__all__ = [CODE
LOWpython/cactus/transpiler/Converter/cache_utils.py449def _set_config_attr_recursive(config: Any, attr: str, value: Any, seen: set[int] | None = None) -> None:CODE
LOWpython/cactus/transpiler/Generator/__init__.py6__all__ = ["component_split", "lowering_basic_ops", "lowering_utils"]CODE
LOW…ctus/transpiler/Generator/component_splits/__init__.py5__all__ = ["component_split"]CODE
LOWpython/cactus/models/needle/modeling_needle.py280 def set_input_embeddings(self, value: nn.Embedding) -> None:CODE
LOWpython/cactus/models/needle/modeling_needle.py323 def set_input_embeddings(self, value: nn.Embedding) -> None:CODE
LOWpython/cactus/models/needle/modeling_needle.py329 def set_output_embeddings(self, value: nn.Linear) -> None:CODE
LOWpython/cactus/transpile/jax_user_graph_bundle.py41 def set_inputs(self, inputs: Sequence[Any]) -> None:CODE
LOWpython/cactus/transpile/capture_jax.py1656__all__ = [CODE
LOWpython/cactus/transpile/lower.py48 def set_input(self, index: int, data: Any, *, dtype: int | None = None) -> None:CODE
LOWpython/cactus/transpile/lower.py55 def set_inputs(self, inputs: list[Any] | tuple[Any, ...]) -> None:CODE
LOWpython/cactus/transpile/fusion/__init__.py24__all__ = [CODE
LOWpython/cactus/transpile/npu/__init__.py3__all__ = ["run_encoder_pipeline"]CODE
Structural Annotation Overuse6 hits · 12 pts
SeverityFileLineSnippetContext
LOWdocs/cactus_transpiler.md16### Step 1: Write a PyTorch ModelCOMMENT
LOWdocs/cactus_transpiler.md42### Step 2: Convert and RunCOMMENT
LOW⚡…code/packages/coding-agent/src/core/package-manager.ts745 // Step 1: Apply includes (or all if no includes)COMMENT
LOW⚡…code/packages/coding-agent/src/core/package-manager.ts753 // Step 2: Apply excludesCOMMENT
LOW⚡…code/packages/coding-agent/src/core/package-manager.ts758 // Step 3: Force-include (add back from allPaths, overriding exclusions)COMMENT
LOW⚡…code/packages/coding-agent/src/core/package-manager.ts767 // Step 4: Force-exclude (remove even if included or force-included)COMMENT
AI Structural Patterns10 hits · 10 pts
SeverityFileLineSnippetContext
LOWpython/cactus/server.py722CODE
LOWpython/cactus/server.py812CODE
LOWpython/cactus/transpiler/Fusions/fusion_builders.py91CODE
LOWpython/cactus/transpiler/Converter/cache_utils.py43CODE
LOWpython/cactus/transpiler/IR/simplify_ir.py162CODE
LOWpython/cactus/transpiler/Generator/generate.py28CODE
LOWpython/cactus/models/needle/configuration_needle.py11CODE
LOWpython/cactus/cli/transpiler.py49CODE
LOWpython/cactus/transpile/jax_user_graph_bundle.py368CODE
LOWpython/cactus/bindings/cactus.py3045CODE
Verbosity Indicators4 hits · 9 pts
SeverityFileLineSnippetContext
LOW⚡…code/packages/coding-agent/src/core/package-manager.ts745 // Step 1: Apply includes (or all if no includes)COMMENT
LOW⚡…code/packages/coding-agent/src/core/package-manager.ts753 // Step 2: Apply excludesCOMMENT
LOW⚡…code/packages/coding-agent/src/core/package-manager.ts758 // Step 3: Force-include (add back from allPaths, overriding exclusions)COMMENT
LOW⚡…code/packages/coding-agent/src/core/package-manager.ts767 // Step 4: Force-exclude (remove even if included or force-included)COMMENT