Home / huggingface / skills
AI Slop Code RIsk Monitor

huggingface/skills

Give your agents the power of the Hugging Face ecosystem

13.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for huggingface/skills, a Python project with 11,157 GitHub stars. SynthScan examined 42,026 lines of code across 198 source files, recording 285 pattern matches distributed across 17 syntactic categories. The legacy adjusted pattern signal is 13.5 (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.

13.5
Adjusted Signal
13.5
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
11.2K
Stars
Python
Language
42.0K
Lines of Code
198
Files
285
Pattern Hits
2026-10-12
Scan Date
0.28
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 13.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 93 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.7/100 · LOW

Are imports declared and package/API names verified? 51 finding(s).

Agent Over-Engineering Ratio 39.3/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 170 finding(s).

PR Review Velocity Impact 51.7/100 · HIGH

Which changes need focused human review? 285 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 56MEDIUM 23LOW 206

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 285 distinct pattern matches across 17 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Cross-File Repetition38 hits · 190 pts
SeverityFileLineSnippetContext
HIGH…pts/train_sentence_transformer_distillation_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…ts/train_sentence_transformer_multi_dataset_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…sformers/scripts/train_sentence_transformer_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…ce-transformers/scripts/train_cross_encoder_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…ripts/train_sentence_transformer_matryoshka_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…ormers/scripts/train_cross_encoder_listwise_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…e-transformers/scripts/train_sparse_encoder_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…sformers/scripts/train_multi_vector_encoder_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…rain_sentence_transformer_make_multilingual_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…s/scripts/train_sparse_encoder_distillation_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…cripts/train_sentence_transformer_with_lora_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…rs/scripts/train_cross_encoder_distillation_example.py0bf16/fp16 autocast for evaluator calls outside the trainer (which has its own autocast).STRING
HIGH…pts/train_sentence_transformer_distillation_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…ts/train_sentence_transformer_multi_dataset_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…sformers/scripts/train_sentence_transformer_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…ce-transformers/scripts/train_cross_encoder_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…ripts/train_sentence_transformer_matryoshka_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…ormers/scripts/train_cross_encoder_listwise_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…e-transformers/scripts/train_sparse_encoder_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…sformers/scripts/train_multi_vector_encoder_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…rain_sentence_transformer_make_multilingual_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…train_sentence_transformer_static_embedding_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…s/scripts/train_sparse_encoder_distillation_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…cripts/train_sentence_transformer_with_lora_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…rs/scripts/train_cross_encoder_distillation_example.py0surface the trackio dashboard url so the user can watch training live.STRING
HIGH…pts/train_sentence_transformer_distillation_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…ts/train_sentence_transformer_multi_dataset_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…sformers/scripts/train_sentence_transformer_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…ce-transformers/scripts/train_cross_encoder_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…ripts/train_sentence_transformer_matryoshka_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…ormers/scripts/train_cross_encoder_listwise_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…e-transformers/scripts/train_sparse_encoder_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…sformers/scripts/train_multi_vector_encoder_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…rain_sentence_transformer_make_multilingual_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…train_sentence_transformer_static_embedding_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…s/scripts/train_sparse_encoder_distillation_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…cripts/train_sentence_transformer_with_lora_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
HIGH…rs/scripts/train_cross_encoder_distillation_example.py0configure logging + tf32. tees to logs/{run_name}.log and silences http spam.STRING
Excessive Try-Catch Wrapping74 hits · 86 pts
SeverityFileLineSnippetContext
LOWscripts/run_skills_help.py51 except Exception as e:CODE
LOW…ingface-llm-trainer/references/local_training_macos.md110 except Exception:CODE
LOW…gface-llm-trainer/references/reliability_principles.md262except Exception as e:CODE
MEDIUM…gface-llm-trainer/references/reliability_principles.md264 print(f"Error: {e}")CODE
LOW…huggingface-llm-trainer/scripts/unsloth_sft_example.py453 except Exception as e:STRING
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py146except Exception as e:CODE
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py154except Exception as e:CODE
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py165except Exception as e:CODE
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py290except Exception as e:CODE
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py133except Exception as e:CODE
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py302except Exception as e:CODE
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py316 except Exception as e:CODE
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py411except Exception as e:STRING
LOW…s/huggingface-llm-trainer/scripts/dataset_inspector.py49 except Exception as e:CODE
LOW…s/huggingface-llm-trainer/scripts/dataset_inspector.py256 except Exception as e:CODE
LOW…s/huggingface-llm-trainer/scripts/dataset_inspector.py415 except Exception as e:CODE
MEDIUMskills/huggingface-llm-trainer/scripts/hf_benchmarks.py620 print("Error: provide dataset ids or use --stdin.", file=sys.stderr)CODE
MEDIUMskills/huggingface-llm-trainer/scripts/hf_benchmarks.py651 print(f"Error: {exc}", file=sys.stderr)CODE
MEDIUMskills/huggingface-llm-trainer/scripts/hf_benchmarks.py654 print(f"Error: {exc}", file=sys.stderr)CODE
LOWskills/huggingface-lora-space-builder/SKILL.md53 except Exception:CODE
LOWskills/huggingface-lora-space-builder/SKILL.md216 except Exception:CODE
LOW…ora-space-builder/references/zerogpu-and-publishing.md68 except Exception:CODE
LOW…ora-space-builder/references/zerogpu-and-publishing.md89except Exception as e:CODE
LOW…huggingface-community-evals/scripts/inspect_eval_uv.py30 except Exception:CODE
LOWskills/huggingface-spaces/references/zerogpu.md284except Exception as e:CODE
MEDIUM…s/huggingface-paper-publisher/scripts/paper_manager.py31 print(f"Error: Missing required dependency: {e}")CODE
MEDIUM…s/huggingface-paper-publisher/scripts/paper_manager.py63 print(f"Error: {e}")CODE
MEDIUM…s/huggingface-paper-publisher/scripts/paper_manager.py81 print(f"Error checking paper status: {e}")CODE
MEDIUM…s/huggingface-paper-publisher/scripts/paper_manager.py143 print(f"Error: {e}")CODE
LOW…s/huggingface-paper-publisher/scripts/paper_manager.py193 except Exception as e:CODE
MEDIUM…s/huggingface-paper-publisher/scripts/paper_manager.py194 print(f"Error linking paper: {e}")CODE
LOW…s/huggingface-paper-publisher/scripts/paper_manager.py379 except Exception as e:CODE
MEDIUM…s/huggingface-paper-publisher/scripts/paper_manager.py559 print("Error: Must provide --arxiv-id or --arxiv-ids")CODE
MEDIUM…s/huggingface-paper-publisher/scripts/paper_manager.py588 print(f"Error: {result['error']}")CODE
LOW…pts/train_sentence_transformer_distillation_example.py112 except Exception:CODE
LOW…pts/train_sentence_transformer_distillation_example.py296 except Exception:CODE
LOW…ts/train_sentence_transformer_multi_dataset_example.py116 except Exception:CODE
LOW…ts/train_sentence_transformer_multi_dataset_example.py251 except Exception:CODE
LOW…sformers/scripts/train_sentence_transformer_example.py87 except Exception:CODE
LOW…sformers/scripts/train_sentence_transformer_example.py220 except Exception:CODE
LOW…ce-transformers/scripts/train_cross_encoder_example.py74 except Exception:CODE
LOW…ce-transformers/scripts/train_cross_encoder_example.py246 except Exception:CODE
LOW…ripts/train_sentence_transformer_matryoshka_example.py68 except Exception:CODE
LOW…ripts/train_sentence_transformer_matryoshka_example.py205 except Exception:CODE
LOW…ormers/scripts/train_cross_encoder_listwise_example.py91 except Exception:CODE
LOW…ormers/scripts/train_cross_encoder_listwise_example.py275 except Exception:CODE
LOW…e-transformers/scripts/train_sparse_encoder_example.py74 except Exception:CODE
LOW…e-transformers/scripts/train_sparse_encoder_example.py230 except Exception:CODE
LOW…sformers/scripts/train_multi_vector_encoder_example.py87 except Exception:CODE
LOW…sformers/scripts/train_multi_vector_encoder_example.py233 except Exception:CODE
LOW…rain_sentence_transformer_make_multilingual_example.py82 except Exception:CODE
LOW…rain_sentence_transformer_make_multilingual_example.py129 except Exception as exc:CODE
LOW…rain_sentence_transformer_make_multilingual_example.py137 except Exception:CODE
LOW…rain_sentence_transformer_make_multilingual_example.py301 except Exception:CODE
LOW…train_sentence_transformer_static_embedding_example.py97 except Exception:CODE
LOW…train_sentence_transformer_static_embedding_example.py266 except Exception:CODE
LOW…s/scripts/train_sparse_encoder_distillation_example.py77 except Exception:CODE
LOW…s/scripts/train_sparse_encoder_distillation_example.py255 except Exception:CODE
LOW…cripts/train_sentence_transformer_with_lora_example.py130 except Exception:CODE
LOW…cripts/train_sentence_transformer_with_lora_example.py268 except Exception:CODE
14 more matches not shown…
Empty Error Handlers15 hits · 75 pts
SeverityFileLineSnippetContext
HIGHskills/huggingface-llm-trainer/scripts/estimate_cost.py85except:CODE
HIGH…pts/train_sentence_transformer_distillation_example.py112except Exception:CODE
HIGH…ts/train_sentence_transformer_multi_dataset_example.py116except Exception:CODE
HIGH…sformers/scripts/train_sentence_transformer_example.py87except Exception:CODE
HIGH…ce-transformers/scripts/train_cross_encoder_example.py74except Exception:CODE
HIGH…ripts/train_sentence_transformer_matryoshka_example.py68except Exception:CODE
HIGH…ormers/scripts/train_cross_encoder_listwise_example.py91except Exception:CODE
HIGH…e-transformers/scripts/train_sparse_encoder_example.py74except Exception:CODE
HIGH…sformers/scripts/train_multi_vector_encoder_example.py87except Exception:CODE
HIGH…rain_sentence_transformer_make_multilingual_example.py82except Exception:CODE
HIGH…train_sentence_transformer_static_embedding_example.py97except Exception:CODE
HIGH…s/scripts/train_sparse_encoder_distillation_example.py77except Exception:CODE
HIGH…cripts/train_sentence_transformer_with_lora_example.py130except Exception:CODE
HIGH…rs/scripts/train_cross_encoder_distillation_example.py83except Exception:CODE
HIGH…ce-vision-trainer/scripts/object_detection_training.py546except (AttributeError, KeyError):CODE
Unused Imports46 hits · 46 pts
SeverityFileLineSnippetContext
LOWscripts/generate_agents.py12CODE
LOWscripts/build_skill_distribution.py21CODE
LOWscripts/generate_cursor_plugin.py19CODE
LOWscripts/plugin_versions.py8CODE
LOWscripts/test_build_skill_distribution.py7CODE
LOWscripts/build_skills_index.py8CODE
LOW…/huggingface-llm-trainer/scripts/train_grpo_example.py33CODE
LOWskills/huggingface-llm-trainer/scripts/hf_benchmarks.py17CODE
LOW…huggingface-community-evals/scripts/inspect_vllm_uv.py26CODE
LOW…huggingface-community-evals/scripts/inspect_eval_uv.py14CODE
LOW…ggingface-community-evals/scripts/lighteval_vllm_uv.py23CODE
LOW…hf-cloud-sagemaker-iam-preflight/scripts/check_role.py29CODE
LOW…f-cloud-sagemaker-iam-preflight/scripts/create_role.py21CODE
LOW…f-cloud-sagemaker-iam-preflight/scripts/create_role.py23CODE
LOW…s/huggingface-paper-publisher/scripts/paper_manager.py22CODE
LOW…s/huggingface-paper-publisher/scripts/paper_manager.py27CODE
LOW…-cloud-serving-image-selection/scripts/mirror_image.py19CODE
LOW…pts/train_sentence_transformer_distillation_example.py72CODE
LOW…n-sentence-transformers/scripts/mine_hard_negatives.py67CODE
LOW…ts/train_sentence_transformer_multi_dataset_example.py71CODE
LOW…sformers/scripts/train_sentence_transformer_example.py48CODE
LOW…ce-transformers/scripts/train_cross_encoder_example.py33CODE
LOW…ripts/train_sentence_transformer_matryoshka_example.py25CODE
LOW…ormers/scripts/train_cross_encoder_listwise_example.py45CODE
LOW…e-transformers/scripts/train_sparse_encoder_example.py32CODE
LOW…sformers/scripts/train_multi_vector_encoder_example.py48CODE
LOW…rain_sentence_transformer_make_multilingual_example.py38CODE
LOW…train_sentence_transformer_static_embedding_example.py52CODE
LOW…s/scripts/train_sparse_encoder_distillation_example.py39CODE
LOW…cripts/train_sentence_transformer_with_lora_example.py90CODE
LOW…rs/scripts/train_cross_encoder_distillation_example.py43CODE
LOW…ce-vision-trainer/scripts/sam_segmentation_training.py17CODE
LOW…ce-vision-trainer/scripts/sam_segmentation_training.py21CODE
LOW…ision-trainer/scripts/image_classification_training.py21CODE
LOW…ision-trainer/scripts/image_classification_training.py22CODE
LOW…ision-trainer/scripts/image_classification_training.py26CODE
LOW…huggingface-tool-builder/references/baseline_hf_api.py9CODE
LOWskills/hf-cloud-python-env-setup/scripts/setup_env.py14CODE
LOW…loud-sagemaker-production-defaults/scripts/teardown.py23CODE
LOW…-cloud-sagemaker-production-defaults/scripts/deploy.py15CODE
LOW…gemaker-production-defaults/scripts/invoke_endpoint.py35CODE
LOW…cloud-sagemaker-production-defaults/scripts/_common.py9CODE
LOWapps/hackers-leaderboard/app.py12CODE
LOWapps/hackers-leaderboard/collect_points.py17CODE
LOWapps/evals-leaderboard/collect_evals.py14CODE
LOWapps/evals-leaderboard/app.py12CODE
Structural Annotation Overuse18 hits · 33 pts
SeverityFileLineSnippetContext
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py158# Step 2: Save merged model temporarilyCOMMENT
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py169# Step 3: Install llama.cpp for conversionCOMMENT
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py281# Step 6: Upload to HubCOMMENT
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py121# Step 1: Load base model and adapterCOMMENT
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py199# Step 4: Convert to GGUF (FP16)COMMENT
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py223# Step 5: Quantize to different formatsCOMMENT
LOW⚡…/huggingface-paper-publisher/examples/example_usage.md119# Step 1: Create research articleCOMMENT
LOW⚡…/huggingface-paper-publisher/examples/example_usage.md126# Step 2: Edit the paper (use your favorite editor)COMMENT
LOW⚡…/huggingface-paper-publisher/examples/example_usage.md129# Step 3: Submit to arXiv (external process)COMMENT
LOW⚡…/huggingface-paper-publisher/examples/example_usage.md132# Step 4: Index on Hugging FaceCOMMENT
LOW⚡…/huggingface-paper-publisher/examples/example_usage.md135# Step 5: Link to your models/datasetsCOMMENT
LOW…/huggingface-paper-publisher/examples/example_usage.md146# Step 6: Generate citation for READMECOMMENT
LOWskills/huggingface-best/SKILL.md22## Step 1: Parse the requestCOMMENT
LOWskills/huggingface-best/SKILL.md41## Step 2: Find relevant benchmark datasetsCOMMENT
LOWskills/huggingface-best/SKILL.md54## Step 3: Fetch top models from leaderboardsCOMMENT
LOWskills/huggingface-best/SKILL.md67## Step 4: Enrich with model metadataCOMMENT
LOWskills/huggingface-best/SKILL.md87## Step 5: Filter and rankCOMMENT
LOWskills/huggingface-best/SKILL.md102## Step 6: OutputCOMMENT
Decorative Section Separators8 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUM⚡…ce-vision-trainer/scripts/sam_segmentation_training.py45# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ce-vision-trainer/scripts/sam_segmentation_training.py47# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ce-vision-trainer/scripts/sam_segmentation_training.py144# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ce-vision-trainer/scripts/sam_segmentation_training.py146# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ce-vision-trainer/scripts/sam_segmentation_training.py156# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ce-vision-trainer/scripts/sam_segmentation_training.py158# ---------------------------------------------------------------------------COMMENT
MEDIUM…ce-vision-trainer/scripts/sam_segmentation_training.py228# ---------------------------------------------------------------------------COMMENT
MEDIUM…ce-vision-trainer/scripts/sam_segmentation_training.py230# ---------------------------------------------------------------------------COMMENT
Hyper-Verbose Identifiers27 hits · 27 pts
SeverityFileLineSnippetContext
LOWscripts/generate_agents.py158def build_internal_marketplace(skills: list[dict[str, str]]) -> dict:CODE
LOWscripts/generate_agents.py190def write_internal_marketplace(skills: list[dict[str, str]]) -> None:CODE
LOWscripts/generate_agents.py257def validate_external_marketplace(skills: list[dict[str, str]], path: Path) -> list[str]:CODE
LOWscripts/generate_agents.py315def validate_internal_marketplace(skills: list[dict[str, str]]) -> list[str]:CODE
LOWscripts/generate_cursor_plugin.py79def build_cursor_plugin_manifest() -> dict:CODE
LOWscripts/test_build_skill_distribution.py128 def test_hash_and_size_across_chunk_boundaries(self) -> None:CODE
LOWscripts/test_build_skill_distribution.py135 def test_rejects_non_string_metadata_values(self) -> None:CODE
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py50def check_system_dependencies():CODE
LOWskills/transformers-js/references/EXAMPLES.md383export function EmbeddingGeneratorWithProgress() {CODE
LOW…huggingface-community-evals/scripts/inspect_eval_uv.py24def _inspect_evals_tasks_root() -> Optional[Path]:CODE
LOW…ainer/references/object_detection_training_notebook.md238>>> def format_image_annotations_as_coco(image_id, categories, areas, bboxes):CODE
LOW…ainer/references/object_detection_training_notebook.md275>>> def augment_and_transform_batch(examples, transform, image_processor, return_pixel_mask=False):CODE
LOW…ainer/references/object_detection_training_notebook.md381>>> def convert_bbox_yolo_to_pascal(boxes, image_size):CODE
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py243def check_image_classification_compatibility(columns: List[str], sample_rows: List[Dict], features: List[Dict]) -> Dict[CODE
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py296def check_object_detection_compatibility(columns: List[str], sample_rows: List[Dict]) -> Dict[str, Any]:CODE
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py329def check_sam_segmentation_compatibility(columns: List[str], sample_rows: List[Dict], features: List[Dict]) -> Dict[str,CODE
LOW…ce-vision-trainer/scripts/object_detection_training.py64def format_image_annotations_as_coco(CODE
LOW…ce-vision-trainer/scripts/object_detection_training.py99def detect_bbox_format_from_samples(dataset, image_col="image", objects_col="objects", num_samples=50):CODE
LOW…ce-vision-trainer/scripts/object_detection_training.py213def convert_bbox_yolo_to_pascal(boxes: torch.Tensor, image_size: tuple[int, int]) -> torch.Tensor:CODE
LOW…ce-vision-trainer/scripts/object_detection_training.py239def augment_and_transform_batch(CODE
LOW…loud-sagemaker-production-defaults/scripts/teardown.py110def list_inference_components(endpoint_name: str, reg: list[str]) -> list[str]:CODE
LOW…loud-sagemaker-production-defaults/scripts/teardown.py129def delete_inference_components(ic_names: list[str], reg: list[str],CODE
LOW…-sagemaker-production-defaults/scripts/deploy_async.py62def create_async_endpoint_config(CODE
LOW…-sagemaker-production-defaults/scripts/deploy_async.py127def register_async_autoscaling(CODE
LOW…oud-sagemaker-production-defaults/scripts/deploy_ic.py157def create_inference_component(CODE
LOWapps/hackers-leaderboard/collect_points.py215 def _fetch_member_discussions(CODE
LOWapps/hackers-leaderboard/collect_points.py260 def _fetch_discussion_comments(CODE
Deep Nesting19 hits · 19 pts
SeverityFileLineSnippetContext
LOWscripts/generate_agents.py41CODE
LOWscripts/build_skill_distribution.py186CODE
LOWscripts/build_skills_index.py93CODE
LOWscripts/build_skills_index.py265CODE
LOW…huggingface-llm-trainer/scripts/unsloth_sft_example.py215CODE
LOW…s/huggingface-llm-trainer/scripts/dataset_inspector.py128CODE
LOW…s/huggingface-llm-trainer/scripts/dataset_inspector.py186CODE
LOWskills/huggingface-llm-trainer/scripts/hf_benchmarks.py126CODE
LOWskills/huggingface-llm-trainer/scripts/hf_benchmarks.py213CODE
LOWskills/huggingface-llm-trainer/scripts/hf_benchmarks.py261CODE
LOW…s/huggingface-paper-publisher/scripts/paper_manager.py485CODE
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py122CODE
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py243CODE
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py329CODE
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py522CODE
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py546CODE
LOW…gemaker-production-defaults/scripts/invoke_endpoint.py91CODE
LOW…oud-sagemaker-production-defaults/scripts/deploy_ic.py214CODE
LOWapps/evals-leaderboard/collect_evals.py265CODE
Over-Commented Block13 hits · 12 pts
SeverityFileLineSnippetContext
LOW…/huggingface-llm-trainer/references/gguf_conversion.md61### 3. ✅ Include All DependenciesCOMMENT
LOW…gface-llm-trainer/references/reliability_principles.md161# ///COMMENT
LOW…huggingface-llm-trainer/scripts/unsloth_sft_example.py1# /// scriptCOMMENT
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py1#!/usr/bin/env python3COMMENT
LOW…s/huggingface-llm-trainer/scripts/train_sft_example.py1#!/usr/bin/env python3COMMENT
LOW…train_sentence_transformer_static_embedding_example.py1#!/usr/bin/env python3COMMENT
LOW…cripts/train_sentence_transformer_with_lora_example.py1#!/usr/bin/env python3COMMENT
LOW…ls/huggingface-vision-trainer/references/hub_saving.md421```COMMENT
LOW…ce-vision-trainer/references/reliability_principles.md141### How to ApplyCOMMENT
LOW…ce-vision-trainer/scripts/sam_segmentation_training.py1# /// scriptCOMMENT
LOW…ision-trainer/scripts/image_classification_training.py1# /// scriptCOMMENT
LOW…ce-vision-trainer/scripts/object_detection_training.py1# /// scriptCOMMENT
LOWskills/hf-cloud-python-env-setup/requirements.txt1# Core AWS dependencies for SageMaker deployment.COMMENT
Verbosity Indicators6 hits · 11 pts
SeverityFileLineSnippetContext
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py158# Step 2: Save merged model temporarilyCOMMENT
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py169# Step 3: Install llama.cpp for conversionCOMMENT
LOW⚡…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py281# Step 6: Upload to HubCOMMENT
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py121# Step 1: Load base model and adapterCOMMENT
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py199# Step 4: Convert to GGUF (FP16)COMMENT
LOW…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py223# Step 5: Quantize to different formatsCOMMENT
Cross-Language Confusion3 hits · 10 pts
SeverityFileLineSnippetContext
HIGH…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py70 print(" macOS: xcode-select --install && brew install cmake")CODE
HIGH…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py27- Ubuntu/Debian: sudo apt-get update && sudo apt-get install -y build-essential cmakeSTRING
HIGH…lls/huggingface-llm-trainer/scripts/convert_to_gguf.py29- macOS: xcode-select --install && brew install cmakeSTRING
Redundant / Tautological Comments6 hits · 9 pts
SeverityFileLineSnippetContext
LOW…s/huggingface-paper-publisher/scripts/paper_manager.py68 # Check if paper existsCOMMENT
LOW…s/huggingface-paper-publisher/scripts/paper_manager.py217 # Check if YAML frontmatter existsCOMMENT
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py150 # Check if it's a list of annotations or a dictCOMMENT
LOW…uggingface-vision-trainer/scripts/dataset_inspector.py464 # Check if format conversion is neededCOMMENT
LOW…ngface-tool-builder/references/find_models_by_paper.sh93# Check if the input looks like an arXiv ID (format: YYYY.NNNNN or YYYY.NNNNNNN)COMMENT
LOW…ngface-tool-builder/references/find_models_by_paper.sh133# Check if we got a valid responseCOMMENT
Modern Structural Boilerplate6 hits · 6 pts
SeverityFileLineSnippetContext
LOWscripts/plugin_versions.py74def set_nested(data: dict[str, Any], keys: tuple[str, ...], value: str) -> None:CODE
LOWscripts/plugin_versions.py119def set_all_versions(version: str) -> None:CODE
LOW…huggingface-llm-trainer/scripts/unsloth_sft_example.py55logger = logging.getLogger(__name__)CODE
LOW⚡…ce-vision-trainer/scripts/sam_segmentation_training.py40logger = logging.getLogger(__name__)CODE
LOW…ision-trainer/scripts/image_classification_training.py55logger = logging.getLogger(__name__)CODE
LOW…ce-vision-trainer/scripts/object_detection_training.py50logger = logging.getLogger(__name__)CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…hf-cloud-sagemaker-iam-preflight/scripts/check_role.py83 # and is robust to single/list Principal.Service shapes.COMMENT
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…cloud-sagemaker-production-defaults/scripts/_common.py22# --tag-filters Key=CreatedBy,Values=agentic-deploy-skillsCOMMENT
AI Structural Patterns2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…huggingface-community-evals/scripts/inspect_vllm_uv.py43CODE
LOW…ggingface-community-evals/scripts/lighteval_vllm_uv.py40CODE
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWskills/huggingface-gradio/examples.md14 return gr.Textbox(lines=8, visible=True, value="Lorem ipsum dolor sit amet")CODE
LOWskills/huggingface-gradio/examples.md14 return gr.Textbox(lines=8, visible=True, value="Lorem ipsum dolor sit amet")CODE