Repository Analysis

K-Dense-AI/scientific-agent-skills

Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Antigravity, and the open Agent Skills standard.

9.8 Low AI signal View on GitHub
9.8
Adjusted Score
9.8
Raw Score
100%
Time Factor
2026-05-28
Last Push
26,632
Stars
Python
Language
465,774
Lines of Code
1212
Files
2098
Pattern Hits
2026-05-31
Scan Date

Score History

Severity Breakdown

CRITICAL 0HIGH 434MEDIUM 499LOW 1165

Pattern Findings

2098 matches across 16 categories. Click a row to expand file-level details.

Cross-File Repetition321 hits · 1605 pts
SeverityFileLineSnippet
HIGHskills/research-lookup/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGH…scientific-schematics/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGH…s/citation-management/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGHskills/markitdown/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGHskills/pptx-posters/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGHskills/treatment-plans/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGH…ls/scientific-writing/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGH…ical-decision-support/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGH…lls/literature-review/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGH…ls/scholar-evaluation/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGHskills/latex-posters/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGHskills/venue-templates/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGH…ills/clinical-reports/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGH…lls/scientific-slides/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGH…hypothesis-generation/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGHskills/peer-review/scripts/generate_schematic_ai.py0ai-powered scientific schematic generation using nano banana 2. this script uses a smart iterative refinement approach:
HIGHskills/research-lookup/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGH…scientific-schematics/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGH…s/citation-management/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGHskills/markitdown/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGHskills/infographics/scripts/generate_infographic_ai.py0load .env file from current directory or script directory only.
HIGHskills/pptx-posters/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGHskills/treatment-plans/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGH…ls/scientific-writing/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGH…ical-decision-support/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGH…lls/literature-review/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGH…ls/scholar-evaluation/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGHskills/latex-posters/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGHskills/venue-templates/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGH…ills/clinical-reports/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGH…lls/scientific-slides/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGH…s/scientific-slides/scripts/generate_slide_image_ai.py0load .env file from current directory or script directory only.
HIGH…hypothesis-generation/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGHskills/peer-review/scripts/generate_schematic_ai.py0load .env file from current directory or script directory only.
HIGHskills/research-lookup/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGH…scientific-schematics/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGH…s/citation-management/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGHskills/markitdown/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGHskills/pptx-posters/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGHskills/treatment-plans/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGH…ls/scientific-writing/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGH…ical-decision-support/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGH…lls/literature-review/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGH…ls/scholar-evaluation/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGHskills/latex-posters/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGHskills/venue-templates/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGH…ills/clinical-reports/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGH…lls/scientific-slides/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGH…hypothesis-generation/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGHskills/peer-review/scripts/generate_schematic_ai.py0generate scientific schematics using ai with smart iterative refinement. uses gemini 3.1 pro preview for quality review
HIGHskills/research-lookup/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
HIGH…scientific-schematics/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
HIGH…s/citation-management/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
HIGHskills/markitdown/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
HIGHskills/pptx-posters/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
HIGHskills/treatment-plans/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
HIGH…ls/scientific-writing/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
HIGH…ical-decision-support/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
HIGH…lls/literature-review/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
HIGH…ls/scholar-evaluation/scripts/generate_schematic_ai.py0create a high-quality scientific diagram with these requirements: visual quality: - clean white or light background (no
261 more matches not shown…
Excessive Try-Catch Wrapping647 hits · 892 pts
SeverityFileLineSnippet
LOWscan_pr_skills.py63 except Exception as exc: # pragma: no cover - defensive
LOWscan_pr_skills.py84 except Exception as exc: # pragma: no cover - defensive
LOWscan_skills.py174 except Exception as e:
LOWscan_skills.py198 except Exception as e:
LOW…lls/benchling-integration/references/authentication.md328except Exception as e:
MEDIUMskills/networkx/references/io.md431 print(f"Error reading GraphML: {e}")
LOWskills/research-lookup/research_lookup.py158 except Exception as e:
LOWskills/research-lookup/research_lookup.py285 except Exception as e:
MEDIUMskills/research-lookup/research_lookup.py489 print("Error: No API keys found. Set at least one:", file=sys.stderr)
LOWskills/research-lookup/research_lookup.py558 except Exception as e:
MEDIUMskills/research-lookup/research_lookup.py559 print(f"Error: {e}", file=sys.stderr)
LOWskills/research-lookup/lookup.py181 except Exception as e:
MEDIUMskills/research-lookup/scripts/generate_schematic_ai.py33 print("Error: requests library not found. Install with: pip install requests")
LOWskills/research-lookup/scripts/generate_schematic_ai.py288 except Exception as e:
LOWskills/research-lookup/scripts/generate_schematic_ai.py391 except Exception as e:
LOWskills/research-lookup/scripts/generate_schematic_ai.py548 except Exception as e:
MEDIUMskills/research-lookup/scripts/generate_schematic_ai.py782 print("Error: OPENROUTER_API_KEY environment variable not set")
MEDIUMskills/research-lookup/scripts/generate_schematic_ai.py790 print("Error: Iterations must be between 1 and 2")
LOWskills/research-lookup/scripts/generate_schematic_ai.py810 except Exception as e:
MEDIUMskills/research-lookup/scripts/generate_schematic.py95 print("Error: OPENROUTER_API_KEY environment variable not set")
MEDIUMskills/research-lookup/scripts/generate_schematic.py108 print(f"Error: AI generation script not found: {ai_script}")
LOWskills/research-lookup/scripts/generate_schematic.py132 except Exception as e:
MEDIUMskills/research-lookup/scripts/generate_schematic.py133 print(f"Error executing AI generation: {e}")
LOWskills/research-lookup/scripts/research_lookup.py158 except Exception as e:
LOWskills/research-lookup/scripts/research_lookup.py285 except Exception as e:
MEDIUMskills/research-lookup/scripts/research_lookup.py489 print("Error: No API keys found. Set at least one:", file=sys.stderr)
LOWskills/research-lookup/scripts/research_lookup.py558 except Exception as e:
MEDIUMskills/research-lookup/scripts/research_lookup.py559 print(f"Error: {e}", file=sys.stderr)
MEDIUMskills/shap/references/workflows.md70print(f"Error rate: {len(error_indices) / len(y_test):.2%}")
LOWskills/dask/references/futures.md499 except Exception as e:
LOWskills/dask/references/futures.md533except Exception:
LOW…ls/get-available-resources/scripts/detect_resources.py40 except Exception:
LOW…ls/get-available-resources/scripts/detect_resources.py75 except Exception as e:
LOW…ls/get-available-resources/scripts/detect_resources.py195 except Exception:
LOW…ls/get-available-resources/scripts/detect_resources.py199 except Exception:
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py209 except Exception as e:
MEDIUM…ills/exploratory-data-analysis/scripts/eda_analyzer.py210 print(f"Error loading reference: {e}", file=sys.stderr)
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py245 except Exception as e:
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py329 except Exception as e:
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py375 except Exception as e:
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py415 except Exception as e:
MEDIUM…ills/exploratory-data-analysis/scripts/eda_analyzer.py529 print(f"Error: File not found: {filepath}")
LOWskills/iso-13485-certification/scripts/gap_analyzer.py217 except Exception as e:
LOWskills/esm/references/forge-api.md369 except Exception as e:
MEDIUMskills/esm/references/forge-api.md370 print(f"Error processing {i}: {e}")
LOWskills/esm/references/forge-api.md410 except Exception as e:
LOWskills/esm/references/forge-api.md588 except Exception as e:
LOWskills/esm/references/forge-api.md647except Exception as e:
MEDIUM…scientific-schematics/scripts/generate_schematic_ai.py33 print("Error: requests library not found. Install with: pip install requests")
LOW…scientific-schematics/scripts/generate_schematic_ai.py288 except Exception as e:
LOW…scientific-schematics/scripts/generate_schematic_ai.py391 except Exception as e:
LOW…scientific-schematics/scripts/generate_schematic_ai.py548 except Exception as e:
MEDIUM…scientific-schematics/scripts/generate_schematic_ai.py782 print("Error: OPENROUTER_API_KEY environment variable not set")
MEDIUM…scientific-schematics/scripts/generate_schematic_ai.py790 print("Error: Iterations must be between 1 and 2")
LOW…scientific-schematics/scripts/generate_schematic_ai.py810 except Exception as e:
MEDIUM…ls/scientific-schematics/scripts/generate_schematic.py95 print("Error: OPENROUTER_API_KEY environment variable not set")
MEDIUM…ls/scientific-schematics/scripts/generate_schematic.py108 print(f"Error: AI generation script not found: {ai_script}")
LOW…ls/scientific-schematics/scripts/generate_schematic.py132 except Exception as e:
MEDIUM…ls/scientific-schematics/scripts/generate_schematic.py133 print(f"Error executing AI generation: {e}")
LOWskills/pyzotero/references/files-attachments.md95 except Exception as e:
587 more matches not shown…
Decorative Section Separators166 hits · 508 pts
SeverityFileLineSnippet
MEDIUMskills/pymc/references/workflows.md16# ===============
MEDIUMskills/pymc/references/workflows.md24# ==============
MEDIUMskills/pymc/references/workflows.md44# ==========================
MEDIUMskills/pymc/references/workflows.md54# ============
MEDIUMskills/pymc/references/workflows.md70# ====================
MEDIUMskills/pymc/references/workflows.md92# ==============================
MEDIUMskills/pymc/references/workflows.md102# ==================
MEDIUMskills/pymc/references/workflows.md114# ============================
MEDIUMskills/pymc/references/workflows.md134# ===============
MEDIUMskills/pymc/assets/hierarchical_model_template.py16# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py18# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py51# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py53# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py96# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py98# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py112# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py114# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py132# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py134# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py184# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py186# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py200# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py202# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py264# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py266# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py321# =============================================================================
MEDIUMskills/pymc/assets/hierarchical_model_template.py323# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py16# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py18# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py41# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py43# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py66# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py68# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py82# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py84# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py103# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py105# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py147# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py149# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py163# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py165# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py193# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py195# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py227# =============================================================================
MEDIUMskills/pymc/assets/linear_regression_template.py229# =============================================================================
MEDIUMskills/research-lookup/research_lookup.py101 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/research_lookup.py103 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/research_lookup.py197 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/research_lookup.py199 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/research_lookup.py295 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/research_lookup.py297 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/research_lookup.py404 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/research_lookup.py406 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/research_lookup.py434# ---------------------------------------------------------------------------
MEDIUMskills/research-lookup/research_lookup.py436# ---------------------------------------------------------------------------
MEDIUMskills/research-lookup/scripts/research_lookup.py101 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/scripts/research_lookup.py103 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/scripts/research_lookup.py197 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/scripts/research_lookup.py199 # ------------------------------------------------------------------
MEDIUMskills/research-lookup/scripts/research_lookup.py295 # ------------------------------------------------------------------
106 more matches not shown…
Hyper-Verbose Identifiers338 hits · 360 pts
SeverityFileLineSnippet
LOWskills/qiskit/references/patterns.md449def cost_function_with_tracking(params):
LOWskills/pymc/scripts/model_comparison.py291def cross_validation_comparison(models_dict: Dict[str, az.InferenceData],
LOWskills/research-lookup/research_lookup.py370 def _extract_citations_from_text(self, text: str) -> List[Dict[str, str]]:
LOWskills/research-lookup/examples.py16def example_automatic_selection():
LOWskills/research-lookup/examples.py96def example_scientific_writing_workflow():
LOWskills/research-lookup/scripts/generate_schematic_ai.py214 def _extract_image_from_response(self, response: Dict[str, Any]) -> Optional[bytes]:
LOWskills/research-lookup/scripts/research_lookup.py370 def _extract_citations_from_text(self, text: str) -> List[Dict[str, str]]:
LOWskills/geomaster/references/scientific-domains.md14def coastal_vulnerability_index(dem_path, shoreline_path, output_path):
LOWskills/geomaster/references/scientific-domains.md350def estimate_biomass_from_lidar(chm_path, plot_data):
LOWskills/geomaster/references/industry-applications.md221def power_line_corridor_analysis(power_lines_path, vegetation_height_path, buffer_distance=50):
LOWskills/geomaster/references/advanced-gis.md176def emerging_hot_spot_analysis(cube, k=8):
LOWskills/geomaster/references/machine-learning.md18def train_random_forest_classifier(raster_path, training_gdf):
LOWskills/dask/references/dataframes.md140def custom_partition_function(partition_df):
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py251def analyze_general_scientific(filepath, extension):
LOWskills/iso-13485-certification/scripts/gap_analyzer.py291 def _generate_recommendations(self, missing_procedures: List[Dict],
LOWskills/esm/references/workflows.md475def predict_function_generative(sequence):
LOWskills/esm/references/workflows.md491def predict_function_embedding(sequence, function_classifier):
LOWskills/esm/references/esm3-api.md318def generate_with_temperature_schedule(model, protein, temperatures):
LOWskills/esm/references/esm-c-api.md127def batch_encode_variable_length(model, sequences, max_batch_size=32):
LOWskills/esm/references/esm-c-api.md364def get_per_residue_embeddings(model, sequence):
LOWskills/esm/references/esm-c-api.md410def efficient_batch_processing(model, sequences, batch_size=32):
LOW…scientific-schematics/scripts/generate_schematic_ai.py214 def _extract_image_from_response(self, response: Dict[str, Any]) -> Optional[bytes]:
LOWskills/deeptools/scripts/workflow_generator.py32def generate_chipseq_qc_workflow(output_file, params):
LOWskills/deeptools/scripts/workflow_generator.py107def generate_chipseq_analysis_workflow(output_file, params):
LOWskills/deeptools/scripts/workflow_generator.py226def generate_rnaseq_coverage_workflow(output_file, params):
LOWskills/deeptools/scripts/workflow_generator.py275def generate_atacseq_workflow(output_file, params):
LOWskills/fluidsim/references/advanced_features.md291 def _complete_params_with_default(params):
LOW…s/citation-management/scripts/generate_schematic_ai.py214 def _extract_image_from_response(self, response: Dict[str, Any]) -> Optional[bytes]:
LOWskills/citation-management/scripts/search_pubmed.py154 def _extract_metadata_from_xml(self, article: ET.Element) -> Optional[Dict]:
LOWskills/markitdown/scripts/generate_schematic_ai.py214 def _extract_image_from_response(self, response: Dict[str, Any]) -> Optional[bytes]:
LOWskills/markitdown/scripts/convert_literature.py19def extract_metadata_from_filename(filename: str) -> Dict[str, str]:
LOWskills/pytdc/scripts/benchmark_evaluation.py43def single_dataset_evaluation(group, dataset_name='Caco2_Wang'):
LOWskills/pytdc/scripts/benchmark_evaluation.py102def multiple_datasets_evaluation(group):
LOWskills/pytdc/scripts/benchmark_evaluation.py247def leaderboard_submission_guide():
LOWskills/pytdc/scripts/molecular_generation.py156def goal_directed_generation_template():
LOWskills/pytdc/scripts/molecular_generation.py220def distribution_learning_example(train_smiles):
LOWskills/pytdc/scripts/molecular_generation.py309def constraint_satisfaction_example():
LOWskills/xlsx/scripts/office/validators/docx.py66 def validate_whitespace_preservation(self):
LOWskills/xlsx/scripts/office/validators/docx.py163 def count_paragraphs_in_unpacked(self):
LOWskills/xlsx/scripts/office/validators/docx.py179 def count_paragraphs_in_original(self):
LOWskills/xlsx/scripts/office/validators/redlining.py198 def _remove_author_tracked_changes(self, root):
LOWskills/xlsx/scripts/office/validators/pptx.py104 def validate_slide_layout_ids(self):
LOWskills/xlsx/scripts/office/validators/pptx.py172 def validate_no_duplicate_slide_layouts(self):
LOWskills/xlsx/scripts/office/validators/pptx.py210 def validate_notes_slide_references(self):
LOWskills/xlsx/scripts/office/validators/base.py115 def repair_whitespace_preservation(self) -> int:
LOWskills/xlsx/scripts/office/validators/base.py385 def validate_all_relationship_ids(self):
LOWskills/xlsx/scripts/office/validators/base.py469 def _get_expected_relationship_type(self, element_name):
LOWskills/xlsx/scripts/office/validators/base.py598 def validate_file_against_xsd(self, xml_file, verbose=False):
LOWskills/xlsx/scripts/office/validators/base.py703 def _clean_ignorable_namespaces(self, xml_doc):
LOWskills/xlsx/scripts/office/validators/base.py723 def _remove_ignorable_elements(self, root):
LOWskills/xlsx/scripts/office/validators/base.py742 def _preprocess_for_mc_ignorable(self, xml_doc):
LOWskills/xlsx/scripts/office/validators/base.py750 def _validate_single_file_xsd(self, xml_file, base_path):
LOWskills/xlsx/scripts/office/validators/base.py787 def _get_original_file_errors(self, xml_file):
LOWskills/xlsx/scripts/office/validators/base.py814 def _remove_template_tags_from_text_nodes(self, xml_doc):
LOWskills/xlsx/scripts/office/helpers/simplify_redlines.py47def _merge_tracked_changes_in(container, tag: str) -> int:
LOWskills/xlsx/scripts/office/helpers/simplify_redlines.py126def get_tracked_change_authors(doc_xml_path: Path) -> dict[str, int]:
LOWskills/pdf/scripts/fill_fillable_fields.py55def validation_error_for_field_value(field_info, field_value):
LOWskills/pdf/scripts/extract_form_field_info.py9def get_full_annotation_field_id(annotation):
LOWskills/pdf/scripts/check_bounding_boxes.py15def get_bounding_box_messages(fields_json_stream) -> list[str]:
LOWskills/pdf/scripts/fill_pdf_form_with_annotations.py10def transform_from_image_coords(bbox, image_width, image_height, pdf_width, pdf_height):
278 more matches not shown…
Magic Placeholder Names74 hits · 341 pts
SeverityFileLineSnippet
HIGHSECURITY.md1699 > Several code examples contain placeholder API keys and credentials (e.g., YOUR_API_KEY, YOUR_ACCESS_TOKEN, 'user'/'p
HIGHSECURITY.md3293 > The references/AI_CURATION.md and SKILL.md show API client instantiation with api_key parameters passed directly (e.
HIGHSECURITY.md3403 > The devices_backends.md reference file includes code examples that show API tokens being passed as string literals (
HIGH…lls/benchling-integration/references/authentication.md301 -u "your_api_key:" \
HIGH…lls/benchling-integration/references/authentication.md321 auth_method=ApiKeyAuth("your_api_key")
HIGH…lls/benchling-integration/references/authentication.md381 auth_method=ApiKeyAuth("your_api_key"),
HIGH…ills/benchling-integration/references/api_endpoints.md26 -u "your_api_key:"
HIGH…ills/benchling-integration/references/sdk_reference.md571 auth_method=ApiKeyAuth("your_api_key"),
HIGH…ills/benchling-integration/references/sdk_reference.md578 auth_method=ApiKeyAuth("your_api_key"),
HIGHskills/research-lookup/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/research-lookup/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/geomaster/references/data-sources.md179 'key': YOUR_API_KEY
HIGHskills/geomaster/references/data-sources.md208 'appid': YOUR_API_KEY
HIGH…scientific-schematics/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGH…ls/scientific-schematics/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/pyzotero/SKILL.md28ZOTERO_API_KEY=your_api_key
HIGHskills/database-lookup/references/bea.md13- Pass as query parameter: `&UserID=YOUR_API_KEY`
HIGHskills/database-lookup/references/lincs-l1000.md13- Pass via header: `user_key: YOUR_API_KEY`
HIGHskills/database-lookup/references/lincs-l1000.md36curl -H "user_key: YOUR_API_KEY" \
HIGHskills/database-lookup/references/lincs-l1000.md40curl -H "user_key: YOUR_API_KEY" \
HIGHskills/database-lookup/references/lincs-l1000.md44curl -H "user_key: YOUR_API_KEY" \
HIGHskills/database-lookup/references/lincs-l1000.md48curl -H "user_key: YOUR_API_KEY" \
HIGHskills/database-lookup/references/omim.md10- Pass as query parameter: `?apiKey=YOUR_API_KEY`
HIGHskills/database-lookup/references/addgene.md10Pass as: `Authorization: Token <your_api_key>`
HIGHskills/citation-management/references/pubmed_search.md385 api_key=YOUR_API_KEY
HIGHskills/citation-management/references/pubmed_search.md418 api_key=YOUR_API_KEY
HIGHskills/citation-management/references/pubmed_search.md442 api_key=YOUR_API_KEY
HIGH…s/citation-management/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGH…ills/citation-management/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/markitdown/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/markitdown/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/infographics/scripts/generate_infographic_ai.py1286 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/infographics/scripts/generate_infographic.py182 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/pptx-posters/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/pptx-posters/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/treatment-plans/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/treatment-plans/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGH…ls/scientific-writing/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/scientific-writing/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/scientific-writing/scripts/generate_image.py108 print("OPENROUTER_API_KEY=your-api-key-here")
HIGHskills/scientific-writing/scripts/generate_image.py110 print("export OPENROUTER_API_KEY=your-api-key-here")
HIGH…ical-decision-support/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGH…linical-decision-support/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/paper-lookup/references/core.md15- **Header:** `Authorization: Bearer YOUR_API_KEY`
HIGHskills/paper-lookup/references/core.md16- **Query param:** `?api_key=YOUR_API_KEY`
HIGH…lls/literature-review/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/literature-review/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGH…ls/scholar-evaluation/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/scholar-evaluation/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/cirq/references/hardware.md173# export IONQ_API_KEY=your_api_key
HIGHskills/cirq/references/hardware.md493export IONQ_API_KEY=your_api_key
HIGHskills/latex-posters/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/latex-posters/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/adaptyv/SKILL.md53ADAPTYV_API_KEY=your_api_key
HIGHskills/venue-templates/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/venue-templates/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/pytorch-lightning/references/logging.md103 api_key="YOUR_API_KEY",
HIGH…ills/clinical-reports/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGHskills/clinical-reports/scripts/generate_schematic.py99 print(" export OPENROUTER_API_KEY='your_api_key'")
HIGH…lls/scientific-slides/scripts/generate_schematic_ai.py784 print(" export OPENROUTER_API_KEY='your_api_key'")
14 more matches not shown…
Cross-Language Confusion38 hits · 231 pts
SeverityFileLineSnippet
HIGHskills/xlsx/scripts/office/soffice.py150 if (sv[0] >= 0 && sv[0] < 1024) {
HIGHskills/xlsx/scripts/office/soffice.py169 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {
HIGHskills/xlsx/scripts/office/soffice.py178 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {
HIGHskills/xlsx/scripts/office/soffice.py192 if (fd >= 0 && fd < 1024 && is_shimmed[fd]) {
HIGH…recasting/examples/global-temperature/generate_html.py403 ...Array(nActual).fill(null),
HIGH…recasting/examples/global-temperature/generate_html.py411 dataUsed.push(step.historical_values[i]);
HIGH…recasting/examples/global-temperature/generate_html.py413 dataUsed.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py413 dataUsed.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py427 if (forecastIdx >= 0 && forecastIdx < nForecast) {{
HIGH…recasting/examples/global-temperature/generate_html.py428 q90Lower.push(step.q10[forecastIdx]);
HIGH…recasting/examples/global-temperature/generate_html.py429 q90Upper.push(step.q90[forecastIdx]);
HIGH…recasting/examples/global-temperature/generate_html.py430 q80Lower.push(step.q20[forecastIdx]);
HIGH…recasting/examples/global-temperature/generate_html.py431 q80Upper.push(step.q80[forecastIdx]);
HIGH…recasting/examples/global-temperature/generate_html.py433 q90Lower.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py433 q90Lower.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py434 q90Upper.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py434 q90Upper.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py435 q80Lower.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py435 q80Lower.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py436 q80Upper.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py436 q80Upper.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py448 if (forecastIdx >= 0 && forecastIdx < nForecast) {{
HIGH…recasting/examples/global-temperature/generate_html.py449 forecastData.push(step.point_forecast[forecastIdx]);
HIGH…recasting/examples/global-temperature/generate_html.py451 forecastData.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py451 forecastData.push(null);
HIGH…recasting/examples/global-temperature/generate_html.py227 let chart = null;
HIGH…recasting/examples/global-temperature/generate_html.py229 let playInterval = null;
HIGH…recasting/examples/global-temperature/generate_html.py275 data: [...Array(animationData.actual_data.dates.length).fill(null), ...finalStep.point_forec
HIGHskills/treatment-plans/scripts/check_completeness.py257 python check_completeness.py plan.tex && echo "Complete"
HIGH…lls/treatment-plans/scripts/validate_treatment_plan.py313 python validate_treatment_plan.py plan.tex && echo "Quality check passed"
HIGHskills/pptx/scripts/office/soffice.py116 if (sv[0] >= 0 && sv[0] < 1024) {
HIGHskills/pptx/scripts/office/soffice.py135 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {
HIGHskills/pptx/scripts/office/soffice.py144 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {
HIGHskills/pptx/scripts/office/soffice.py158 if (fd >= 0 && fd < 1024 && is_shimmed[fd]) {
HIGHskills/docx/scripts/office/soffice.py116 if (sv[0] >= 0 && sv[0] < 1024) {
HIGHskills/docx/scripts/office/soffice.py135 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {
HIGHskills/docx/scripts/office/soffice.py144 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {
HIGHskills/docx/scripts/office/soffice.py158 if (fd >= 0 && fd < 1024 && is_shimmed[fd]) {
Deep Nesting230 hits · 222 pts
SeverityFileLineSnippet
LOWscan_pr_skills.py99
LOWscan_skills.py58
LOWskills/pymc/scripts/model_comparison.py27
LOWskills/pymc/scripts/model_comparison.py120
LOWskills/research-lookup/research_lookup.py438
LOWskills/research-lookup/research_lookup.py168
LOWskills/research-lookup/scripts/generate_schematic_ai.py214
LOWskills/research-lookup/scripts/generate_schematic_ai.py321
LOWskills/research-lookup/scripts/generate_schematic_ai.py399
LOWskills/research-lookup/scripts/research_lookup.py438
LOWskills/research-lookup/scripts/research_lookup.py168
LOW…ls/get-available-resources/scripts/detect_resources.py82
LOW…ls/get-available-resources/scripts/detect_resources.py117
LOW…ls/get-available-resources/scripts/detect_resources.py150
LOW…ls/get-available-resources/scripts/detect_resources.py274
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py215
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py251
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py335
LOW…ills/exploratory-data-analysis/scripts/eda_analyzer.py381
LOWskills/iso-13485-certification/scripts/gap_analyzer.py197
LOW…scientific-schematics/scripts/generate_schematic_ai.py214
LOW…scientific-schematics/scripts/generate_schematic_ai.py321
LOW…scientific-schematics/scripts/generate_schematic_ai.py399
LOWskills/deeptools/scripts/validate_files.py46
LOWskills/deeptools/scripts/workflow_generator.py361
LOWskills/medchem/scripts/filter_molecules.py28
LOWskills/pymatgen/scripts/structure_analyzer.py36
LOWskills/pymatgen/scripts/structure_analyzer.py194
LOWskills/pymatgen/scripts/structure_converter.py87
LOWskills/pymatgen/scripts/phase_diagram_generator.py48
LOWskills/citation-management/scripts/extract_metadata.py141
LOWskills/citation-management/scripts/extract_metadata.py213
LOW…s/citation-management/scripts/generate_schematic_ai.py214
LOW…s/citation-management/scripts/generate_schematic_ai.py321
LOW…s/citation-management/scripts/generate_schematic_ai.py399
LOWskills/citation-management/scripts/format_bibtex.py201
LOWskills/citation-management/scripts/format_bibtex.py213
LOW…s/citation-management/scripts/search_google_scholar.py47
LOW…ills/citation-management/scripts/validate_citations.py95
LOW…ills/citation-management/scripts/validate_citations.py303
LOWskills/citation-management/scripts/search_pubmed.py98
LOWskills/citation-management/scripts/search_pubmed.py154
LOWskills/pydicom/scripts/anonymize_dicom.py40
LOWskills/pydicom/scripts/dicom_to_image.py52
LOWskills/markitdown/scripts/generate_schematic_ai.py214
LOWskills/markitdown/scripts/generate_schematic_ai.py321
LOWskills/markitdown/scripts/generate_schematic_ai.py399
LOWskills/xlsx/scripts/recalc.py73
LOWskills/xlsx/scripts/office/pack.py24
LOWskills/xlsx/scripts/office/pack.py108
LOWskills/xlsx/scripts/office/validators/docx.py66
LOWskills/xlsx/scripts/office/validators/docx.py112
LOWskills/xlsx/scripts/office/validators/docx.py254
LOWskills/xlsx/scripts/office/validators/docx.py298
LOWskills/xlsx/scripts/office/validators/docx.py391
LOWskills/xlsx/scripts/office/validators/redlining.py127
LOWskills/xlsx/scripts/office/validators/redlining.py198
LOWskills/xlsx/scripts/office/validators/pptx.py62
LOWskills/xlsx/scripts/office/validators/pptx.py104
LOWskills/xlsx/scripts/office/validators/pptx.py210
170 more matches not shown…
Verbosity Indicators54 hits · 92 pts
SeverityFileLineSnippet
LOWskills/deeptools/scripts/workflow_generator.py51# Step 1: Correlation analysis
LOWskills/deeptools/scripts/workflow_generator.py72# Step 2: Coverage assessment
LOWskills/deeptools/scripts/workflow_generator.py80# Step 3: Fragment size (for paired-end data)
LOWskills/deeptools/scripts/workflow_generator.py87# Step 4: ChIP signal strength
LOWskills/deeptools/scripts/workflow_generator.py128# Step 1: Generate normalized coverage tracks
LOWskills/deeptools/scripts/workflow_generator.py151# Step 2: Create log2 ratio track
LOWskills/deeptools/scripts/workflow_generator.py164# Step 3: Compute matrix around TSS
LOWskills/deeptools/scripts/workflow_generator.py178# Step 4: Generate heatmap
LOWskills/deeptools/scripts/workflow_generator.py191# Step 5: Generate profile plot
LOWskills/deeptools/scripts/workflow_generator.py203# Step 6: Enrichment at peaks (if peaks provided)
LOWskills/deeptools/scripts/workflow_generator.py294# Step 1: Shift reads for Tn5 correction
LOWskills/deeptools/scripts/workflow_generator.py307# Step 2: Generate coverage track
LOWskills/deeptools/scripts/workflow_generator.py317# Step 3: Fragment size analysis
LOWskills/deeptools/scripts/workflow_generator.py324# Step 4: Compute matrix at peaks (if peaks provided)
LOW…forecasting/examples/global-temperature/run_example.sh26# Step 1: Preflight check
LOW…forecasting/examples/global-temperature/run_example.sh34# Step 2: Run forecast
LOW…forecasting/examples/global-temperature/run_example.sh40# Step 3: Generate visualization
LOW…ls/opentrons-integration/scripts/pcr_setup_template.py80 # Step 1: Distribute master mix
LOW…ls/opentrons-integration/scripts/pcr_setup_template.py90 # Step 2: Add template DNA
LOW…ntrons-integration/scripts/serial_dilution_template.py65 # Step 1: Add diluent to all wells except first column
LOW…ntrons-integration/scripts/serial_dilution_template.py75 # Step 2: Add stock solution to first column
LOW…ntrons-integration/scripts/serial_dilution_template.py84 # Step 3: Perform serial dilution
LOWskills/bioservices/scripts/compound_cross_reference.py337 # Step 1: Search KEGG
LOWskills/bioservices/scripts/compound_cross_reference.py343 # Step 2: Get KEGG details
LOWskills/bioservices/scripts/compound_cross_reference.py346 # Step 3: Map to ChEMBL
LOWskills/bioservices/scripts/compound_cross_reference.py349 # Step 4: Get ChEBI details
LOWskills/bioservices/scripts/compound_cross_reference.py354 # Step 5: Get ChEMBL details
LOWskills/bioservices/scripts/protein_analysis_workflow.py388 # Step 1: Search protein
LOWskills/bioservices/scripts/protein_analysis_workflow.py394 # Step 2: Retrieve sequence
LOWskills/bioservices/scripts/protein_analysis_workflow.py399 # Step 3: BLAST search
LOWskills/bioservices/scripts/protein_analysis_workflow.py404 # Step 4: Pathway discovery
LOWskills/bioservices/scripts/protein_analysis_workflow.py408 # Step 5: Interaction mapping
LOWskills/bioservices/scripts/protein_analysis_workflow.py411 # Step 6: GO annotations
LOWskills/gget/scripts/batch_sequence_analysis.py67 # Step 1: BLAST each sequence
LOWskills/gget/scripts/batch_sequence_analysis.py90 # Step 2: Multiple sequence alignment
LOWskills/gget/scripts/batch_sequence_analysis.py105 # Step 3: Structure prediction (optional)
LOWskills/gget/scripts/gene_analysis.py27 # Step 1: Search for the gene
LOWskills/gget/scripts/gene_analysis.py39 # Step 2: Get detailed information
LOWskills/gget/scripts/gene_analysis.py50 # Step 3: Get sequences
LOWskills/gget/scripts/gene_analysis.py63 # Step 4: Get tissue expression
LOWskills/gget/scripts/gene_analysis.py78 # Step 5: Find correlated genes
LOWskills/gget/scripts/gene_analysis.py92 # Step 6: Get disease associations
LOWskills/gget/scripts/gene_analysis.py105 # Step 7: Get drug associations
LOW…s/neuropixels-analysis/scripts/neuropixels_pipeline.py63 # Step 1: High-pass filter
LOW…s/neuropixels-analysis/scripts/neuropixels_pipeline.py67 # Step 2: Detect bad channels
LOW…s/neuropixels-analysis/scripts/neuropixels_pipeline.py75 # Step 3: Phase shift (for Neuropixels 1.0)
LOW…s/neuropixels-analysis/scripts/neuropixels_pipeline.py80 # Step 4: Common median reference
LOWskills/pymoo/scripts/decision_making_example.py138 # Step 1: Run optimization
LOWskills/pymoo/scripts/decision_making_example.py141 # Step 2: Find extreme solutions
LOWskills/pymoo/scripts/decision_making_example.py144 # Step 3: Compare different preference weights
LOWskills/pymoo/scripts/decision_making_example.py147 # Step 4: Visualize selections with petal diagram
LOWskills/phylogenetics/scripts/phylogenetic_analysis.py234 # Step 1: Multiple Sequence Alignment
LOWskills/phylogenetics/scripts/phylogenetic_analysis.py243 # Step 2: Tree Inference
LOWskills/phylogenetics/scripts/phylogenetic_analysis.py256 # Step 3: Visualization
Unused Imports95 hits · 92 pts
SeverityFileLineSnippet
LOWscan_pr_skills.py15
LOWskills/pymc/scripts/model_comparison.py22
LOWskills/pymc/assets/hierarchical_model_template.py13
LOWskills/pymc/assets/linear_regression_template.py13
LOWskills/research-lookup/lookup.py9
LOWskills/research-lookup/lookup.py10
LOW…ls/get-available-resources/scripts/detect_resources.py19
LOW…ls/get-available-resources/scripts/detect_resources.py20
LOWskills/iso-13485-certification/scripts/gap_analyzer.py16
LOWskills/deeptools/scripts/validate_files.py12
LOWskills/medchem/scripts/filter_molecules.py14
LOWskills/pymatgen/scripts/structure_analyzer.py25
LOWskills/pathway-enrichment/scripts/run_enrichment.py29
LOWskills/citation-management/scripts/format_bibtex.py10
LOWskills/markitdown/scripts/convert_literature.py14
LOWskills/pytdc/scripts/load_and_split_data.py15
LOWskills/xlsx/scripts/office/validators/__init__.py5
LOWskills/xlsx/scripts/office/validators/__init__.py6
LOWskills/xlsx/scripts/office/validators/__init__.py7
LOWskills/xlsx/scripts/office/validators/__init__.py8
LOWskills/exa-search/tests/test_exa_search.py12
LOWskills/exa-search/scripts/exa_search.py16
LOWskills/exa-search/scripts/exa_extract.py15
LOWskills/autoskill/tests/test_e2e.py9
LOW…ing/examples/covariates-forecasting/demo_covariates.py28
LOW…casting/examples/anomaly-detection/detect_anomalies.py17
LOW…orecasting/examples/global-temperature/run_forecast.py7
LOW…recasting/examples/global-temperature/generate_html.py9
LOW…ting/examples/global-temperature/visualize_forecast.py14
LOW…examples/global-temperature/generate_animation_data.py11
LOW…orecasting/examples/global-temperature/generate_gif.py8
LOWskills/timesfm-forecasting/scripts/forecast_csv.py21
LOWskills/timesfm-forecasting/scripts/check_system.py16
LOW…ills/statistical-analysis/scripts/assumption_checks.py16
LOW…ills/statistical-analysis/scripts/assumption_checks.py17
LOW…ical-decision-support/scripts/validate_cds_document.py19
LOW…inical-decision-support/scripts/build_decision_tree.py12
LOWskills/diffdock/scripts/analyze_results.py17
LOWskills/diffdock/scripts/analyze_results.py19
LOWskills/pydeseq2/scripts/run_deseq2_analysis.py20
LOWskills/literature-review/scripts/verify_citations.py11
LOWskills/scholar-evaluation/scripts/calculate_scores.py20
LOWskills/pptx/scripts/office/validators/__init__.py5
LOWskills/pptx/scripts/office/validators/__init__.py6
LOWskills/pptx/scripts/office/validators/__init__.py7
LOWskills/pptx/scripts/office/validators/__init__.py8
LOWskills/primekg/scripts/query_primekg.py3
LOW…ills/open-notebook/scripts/test_open_notebook_skill.py11
LOW…et-research-reports/scripts/generate_market_visuals.py23
LOWskills/deepchem/scripts/predict_solubility.py15
LOWskills/scvelo/scripts/rna_velocity_workflow.py14
LOWskills/scvelo/scripts/rna_velocity_workflow.py17
LOWskills/simpy/scripts/resource_monitor.py11
LOWskills/matplotlib/scripts/style_configurator.py20
LOWskills/matplotlib/scripts/plot_template.py286
LOWskills/venue-templates/scripts/validate_format.py15
LOWskills/venue-templates/scripts/query_template.py14
LOWskills/pytorch-lightning/scripts/quick_trainer_setup.py9
LOWskills/pytorch-lightning/scripts/quick_trainer_setup.py9
LOW…ills/clinical-reports/scripts/validate_trial_report.py14
35 more matches not shown…
Redundant / Tautological Comments52 hits · 70 pts
SeverityFileLineSnippet
LOWskills/pymc/scripts/model_comparison.py104 # Check if difference is significant relative to SE
LOWskills/research-lookup/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOW…ls/get-available-resources/scripts/detect_resources.py156 # Check if running on Apple Silicon
LOWskills/iso-13485-certification/scripts/gap_analyzer.py207 # Read file content (simple text reading)
LOWskills/iso-13485-certification/scripts/gap_analyzer.py230 # Check if any keyword appears in the document
LOW…scientific-schematics/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/deeptools/scripts/validate_files.py61 # Check if start and end are integers
LOWskills/deeptools/scripts/validate_files.py168 # Check if any files were provided
LOWskills/deeptools/scripts/validate_files.py180 # Print results
LOWskills/deeptools/scripts/workflow_generator.py417 # Check if workflow was specified
LOWskills/citation-management/scripts/extract_metadata.py46 # Check if URL
LOW…s/citation-management/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/markitdown/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/timesfm-forecasting/scripts/check_system.py388 # Check if GPU is available
LOWskills/infographics/scripts/generate_infographic_ai.py1142 # Check if quality is acceptable
LOWskills/pptx-posters/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/treatment-plans/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/treatment-plans/scripts/check_completeness.py295 # Read file
LOWskills/treatment-plans/scripts/check_completeness.py305 # Display results
LOW…lls/treatment-plans/scripts/validate_treatment_plan.py353 # Display results
LOWskills/treatment-plans/scripts/timeline_generator.py334 # Check if any timeline info found
LOW…ills/statistical-analysis/scripts/assumption_checks.py453 # Check if grouped data
LOW…ls/scientific-writing/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOW…ical-decision-support/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOW…ical-decision-support/scripts/validate_cds_document.py215 # Check if gene appears but not in italics (\textit{} or \emph{})
LOW…nical-decision-support/scripts/create_cohort_tables.py47 # Check if Fisher's exact is needed (expected count < 5)
LOWskills/diffdock/scripts/analyze_results.py36 # Check if this is a single complex or batch results
LOWskills/diffdock/scripts/prepare_batch_csv.py130 # Check if it's a file path or SMILES
LOWskills/bioservices/scripts/protein_analysis_workflow.py76 # Display results
LOW…lls/literature-review/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/literature-review/scripts/generate_pdf.py44 # Check if pandoc is installed
LOW…ls/scholar-evaluation/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/deepchem/scripts/predict_solubility.py150 # Display results
LOWskills/latex-posters/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/latex-posters/scripts/review_poster.sh13# Check if file argument provided
LOWskills/latex-posters/scripts/review_poster.sh22# Check if file exists
LOWskills/latex-posters/scripts/review_poster.sh93 # Check if file is too large for email
LOWskills/venue-templates/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/venue-templates/scripts/validate_format.py175 # Print results
LOW…ills/clinical-reports/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOW…lls/scientific-slides/scripts/validate_presentation.py387 # Print results
LOW…lls/scientific-slides/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOW…hypothesis-generation/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
LOWskills/rdkit/scripts/similarity_search.py288 # Output results
LOWskills/rdkit/scripts/molecular_properties.py131 # Output results
LOWskills/stable-baselines3/scripts/custom_env_template.py135 # Check if goal is reached
LOWskills/pufferlib/scripts/env_template.py102 # Check if episode is done
LOWskills/pymoo/scripts/many_objective_example.py44 # Print results summary
LOWskills/pymoo/scripts/single_objective_example.py45 # Print results
LOWskills/pymoo/scripts/multi_objective_example.py36 # Print results summary
LOWskills/labarchive-integration/scripts/setup_config.py167 # Check if config already exists
LOWskills/peer-review/scripts/generate_schematic_ai.py678 # Check if quality is acceptable - STOP EARLY if so
AI Slop Vocabulary27 hits · 67 pts
SeverityFileLineSnippet
MEDIUMskills/research-lookup/research_lookup.py301 return f"""You are an expert research assistant. Please provide comprehensive, accurate research information for
MEDIUMskills/research-lookup/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUMskills/research-lookup/scripts/research_lookup.py301 return f"""You are an expert research assistant. Please provide comprehensive, accurate research information for
MEDIUMskills/iso-13485-certification/scripts/gap_analyzer.py249 """Generate comprehensive gap analysis report."""
MEDIUM…scientific-schematics/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUM…s/citation-management/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUMskills/markitdown/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUMskills/pptx-posters/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUMskills/treatment-plans/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUM…lls/treatment-plans/scripts/validate_treatment_plan.py178 """Display comprehensive validation results."""
MEDIUM…ills/statistical-analysis/scripts/assumption_checks.py186 # Levene's test (robust to non-normality)
MEDIUM…ills/statistical-analysis/scripts/assumption_checks.py533 # Run comprehensive check
MEDIUM…ls/scientific-writing/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUM…ical-decision-support/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUM…lls/literature-review/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUM…ls/scholar-evaluation/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUMskills/scholar-evaluation/scripts/calculate_scores.py149 """Generate comprehensive evaluation report."""
MEDIUM…et-research-reports/scripts/generate_market_visuals.py15 # Generate all 28 visuals (for comprehensive coverage)
MEDIUMskills/latex-posters/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUMskills/matplotlib/scripts/plot_template.py317 """Create a comprehensive figure with multiple subplots."""
MEDIUMskills/venue-templates/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUM…ills/clinical-reports/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUMskills/clinical-reports/scripts/validate_case_report.py192 """Generate comprehensive validation report."""
MEDIUM…lls/scientific-slides/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUM…hypothesis-generation/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
MEDIUMskills/rdkit/scripts/molecular_properties.py26 """Calculate comprehensive molecular properties."""
MEDIUMskills/peer-review/scripts/generate_schematic_ai.py74 # Scientific diagram best practices prompt template
Over-Commented Block29 hits · 29 pts
SeverityFileLineSnippet
LOWskills/anndata/references/best_practices.md261```
LOWskills/exploratory-data-analysis/SKILL.md301# 3. Analyze
LOWskills/exploratory-data-analysis/SKILL.md321# 1. Detect: .nd2 → microscopy_imaging (Nikon format)
LOWskills/bids/references/conversion_tools.md361#### Step 4: Convert
LOWskills/bids/references/beps.yml1---
LOWskills/pymatgen/references/transformations_workflows.md301 relax = MPRelaxSet(slab)
LOWskills/markitdown/SKILL.md181Find plugins on GitHub with hashtag: `#markitdown-plugin`
LOWskills/autoskill/config.yaml1# autoskill configuration
LOWskills/autoskill/references/screenpipe-config.yaml1# Starter screenpipe configuration for autoskill users.
LOW…forecasting/examples/global-temperature/run_example.sh1#!/bin/bash
LOW…nical-decision-support/scripts/biomarker_classifier.py381# PT001,55.5,12.3,1+,Yes,14.2,1
LOW…inical-decision-support/scripts/build_decision_tree.py441# Example usage:
LOW…nical-decision-support/scripts/create_cohort_tables.py521# PT001,Biomarker+,65,Male,0-1,IV,PR,1,0,...
LOWskills/diffdock/assets/custom_inference_config.yaml41
LOWskills/diffdock/assets/custom_inference_config.yaml61# temp_sampling_tor: 6.5
LOWskills/diffdock/assets/custom_inference_config.yaml81# temp_sampling_rot: 2.0
LOWskills/gget/references/workflows.md561# Step 5: Predict structures with AlphaFold (optional)
LOWskills/literature-review/SKILL.md561 --output search_results.md \
LOW…ls/literature-review/references/database_strategies.md421# 2. Search bioRxiv
LOWskills/latex-posters/SKILL.md481python scripts/generate_schematic.py "POSTER FORMAT for A0. ONE case: Company logo + 'FDA APPROVED' (150pt bold) + '2024
LOWskills/pytorch-lightning/scripts/template_datamodule.py321 print(f"Train batches: {len(train_loader)}")
LOWskills/stable-baselines3/scripts/evaluate_agent.py201 # Example 1: Evaluate a trained model
LOWskills/stable-baselines3/scripts/evaluate_agent.py221 # watch_agent(
LOWskills/stable-baselines3/scripts/evaluate_agent.py241 # model_path="./models/best_model/best_model.zip",
LOWskills/stable-baselines3/scripts/train_rl_agent.py141 algorithm=PPO,
LOWskills/stable-baselines3/scripts/train_rl_agent.py161 # algorithm=DQN,
LOWskills/stable-baselines3/scripts/custom_env_template.py61 # 2. Multi-discrete: spaces.MultiDiscrete([n1, n2, ...])
LOWskills/pufferlib/scripts/env_template.py41 # 'position': (2,),
LOWskills/optimize-for-gpu/SKILL.md261# For cudf.pandas accelerator mode, that's all you need
Example Usage Blocks15 hits · 22 pts
SeverityFileLineSnippet
LOWskills/pymc/scripts/model_comparison.py358# Example usage
LOWskills/pymc/scripts/model_diagnostics.py328# Example usage
LOW…forecasting/examples/global-temperature/run_example.sh9# Usage:
LOW…ills/statistical-analysis/scripts/assumption_checks.py521 # Example usage
LOW…decision-support/scripts/generate_survival_analysis.py413# Example usage:
LOW…ical-decision-support/scripts/validate_cds_document.py331# Example usage:
LOW…nical-decision-support/scripts/biomarker_classifier.py375# Example usage:
LOW…inical-decision-support/scripts/build_decision_tree.py441# Example usage:
LOW…nical-decision-support/scripts/create_cohort_tables.py515# Example usage:
LOWskills/simpy/scripts/resource_monitor.py320# Example usage
LOWskills/pytorch-lightning/scripts/template_datamodule.py301# Example usage
LOW…pytorch-lightning/scripts/template_lightning_module.py198# Example usage
LOW…ills/scientific-visualization/scripts/figure_export.py318 # Example usage
LOWskills/scikit-learn/scripts/clustering_analysis.py338# Example usage
LOWskills/scikit-learn/scripts/classification_pipeline.py230# Example usage
Self-Referential Comments7 hits · 21 pts
SeverityFileLineSnippet
MEDIUMskills/open-notebook/scripts/chat_interaction.py140 # Create a notebook with some content first
MEDIUMskills/open-notebook/scripts/chat_interaction.py162 # Create a chat session
MEDIUMskills/open-notebook/scripts/source_ingestion.py124 # Create a notebook first
MEDIUMskills/hypogenic/references/config_template.yaml116# Define a custom function in your code to parse specific output formats
MEDIUMskills/pymoo/scripts/many_objective_example.py19 # Define the problem - DTLZ2 with 5 objectives
MEDIUMskills/pymoo/scripts/single_objective_example.py21 # Define the problem - Sphere function (sum of squares)
MEDIUMskills/pymoo/scripts/multi_objective_example.py18 # Define the problem - ZDT1 (bi-objective)
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippet
HIGHskills/latex-posters/SKILL.md114The #1 issue with AI-generated poster graphics is **TOO MUCH CONTENT**. This causes:
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippet
LOWskills/pptx-posters/assets/poster_quality_checklist.md15- [ ] No placeholder text remaining (TODO, Lorem ipsum, etc.)
LOWskills/latex-posters/SKILL.md1070- [ ] No placeholder text remaining (Lorem ipsum, TODO, etc.)
LOWskills/latex-posters/scripts/review_poster.sh179echo " [ ] No placeholder text (Lorem ipsum, TODO, etc.)"
LOWskills/latex-posters/assets/poster_quality_checklist.md15- [ ] No placeholder text remaining (TODO, Lorem ipsum, etc.)