Repository Analysis

anthropics/skills

Public repository for Agent Skills

17.4 Moderate AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of anthropics/skills, a Python project with 160,930 GitHub stars. SynthScan v2.0 examined 46,936 lines of code across 241 source files, recording 448 pattern matches distributed across 16 syntactic categories. The overall adjusted score of 17.4 places this repository in the Moderate AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

17.4
Adjusted Score
17.4
Raw Score
100%
Time Factor
2026-07-13
Last Push
160.9K
Stars
Python
Language
46.9K
Lines of Code
241
Files
448
Pattern Hits
2026-07-14
Scan Date
0.24
HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 58MEDIUM 48LOW 342

Directory Score Breakdown

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

Pattern Findings

The scanner identified 448 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Cross-File Repetition30 hits · 150 pts
SeverityFileLineSnippetContext
HIGHskills/xlsx/scripts/office/pack.py0pack a directory into a docx, pptx, or xlsx file. validates with auto-repair, condenses xml formatting, and creates the STRING
HIGHskills/pptx/scripts/office/pack.py0pack a directory into a docx, pptx, or xlsx file. validates with auto-repair, condenses xml formatting, and creates the STRING
HIGHskills/docx/scripts/office/pack.py0pack a directory into a docx, pptx, or xlsx file. validates with auto-repair, condenses xml formatting, and creates the STRING
HIGHskills/xlsx/scripts/office/validate.py0command line tool to validate office document xml files against xsd schemas and tracked changes. usage: python validate.STRING
HIGHskills/pptx/scripts/office/validate.py0command line tool to validate office document xml files against xsd schemas and tracked changes. usage: python validate.STRING
HIGHskills/docx/scripts/office/validate.py0command line tool to validate office document xml files against xsd schemas and tracked changes. usage: python validate.STRING
HIGHskills/xlsx/scripts/office/unpack.py0unpack office files (docx, pptx, xlsx) for editing. extracts the zip archive, pretty-prints xml files, and optionally: -STRING
HIGHskills/pptx/scripts/office/unpack.py0unpack office files (docx, pptx, xlsx) for editing. extracts the zip archive, pretty-prints xml files, and optionally: -STRING
HIGHskills/docx/scripts/office/unpack.py0unpack office files (docx, pptx, xlsx) for editing. extracts the zip archive, pretty-prints xml files, and optionally: -STRING
HIGHskills/xlsx/scripts/office/soffice.py0helper for running libreoffice (soffice) in environments where af_unix sockets may be blocked (e.g., sandboxed vms). detSTRING
HIGHskills/pptx/scripts/office/soffice.py0helper for running libreoffice (soffice) in environments where af_unix sockets may be blocked (e.g., sandboxed vms). detSTRING
HIGHskills/docx/scripts/office/soffice.py0helper for running libreoffice (soffice) in environments where af_unix sockets may be blocked (e.g., sandboxed vms). detSTRING
HIGHskills/xlsx/scripts/office/soffice.py0#define _gnu_source #include <dlfcn.h> #include <errno.h> #include <signal.h> #include <stdio.h> #include <stdlib.h> #inSTRING
HIGHskills/pptx/scripts/office/soffice.py0#define _gnu_source #include <dlfcn.h> #include <errno.h> #include <signal.h> #include <stdio.h> #include <stdlib.h> #inSTRING
HIGHskills/docx/scripts/office/soffice.py0#define _gnu_source #include <dlfcn.h> #include <errno.h> #include <signal.h> #include <stdio.h> #include <stdlib.h> #inSTRING
HIGHskills/xlsx/scripts/office/validators/docx.py0validator for word document xml files against xsd schemas.STRING
HIGHskills/pptx/scripts/office/validators/docx.py0validator for word document xml files against xsd schemas.STRING
HIGHskills/docx/scripts/office/validators/docx.py0validator for word document xml files against xsd schemas.STRING
HIGHskills/xlsx/scripts/office/validators/pptx.py0validator for powerpoint presentation xml files against xsd schemas.STRING
HIGHskills/pptx/scripts/office/validators/pptx.py0validator for powerpoint presentation xml files against xsd schemas.STRING
HIGHskills/docx/scripts/office/validators/pptx.py0validator for powerpoint presentation xml files against xsd schemas.STRING
HIGHskills/xlsx/scripts/office/validators/base.py0base validator with common validation logic for document files.STRING
HIGHskills/pptx/scripts/office/validators/base.py0base validator with common validation logic for document files.STRING
HIGHskills/docx/scripts/office/validators/base.py0base validator with common validation logic for document files.STRING
HIGHskills/xlsx/scripts/office/helpers/simplify_redlines.py0simplify tracked changes by merging adjacent w:ins or w:del elements. merges adjacent <w:ins> elements from the same autSTRING
HIGHskills/pptx/scripts/office/helpers/simplify_redlines.py0simplify tracked changes by merging adjacent w:ins or w:del elements. merges adjacent <w:ins> elements from the same autSTRING
HIGHskills/docx/scripts/office/helpers/simplify_redlines.py0simplify tracked changes by merging adjacent w:ins or w:del elements. merges adjacent <w:ins> elements from the same autSTRING
HIGHskills/xlsx/scripts/office/helpers/merge_runs.py0merge adjacent runs with identical formatting in docx. merges adjacent <w:r> elements that have identical <w:rpr> properSTRING
HIGHskills/pptx/scripts/office/helpers/merge_runs.py0merge adjacent runs with identical formatting in docx. merges adjacent <w:r> elements that have identical <w:rpr> properSTRING
HIGHskills/docx/scripts/office/helpers/merge_runs.py0merge adjacent runs with identical formatting in docx. merges adjacent <w:r> elements that have identical <w:rpr> properSTRING
Excessive Try-Catch Wrapping104 hits · 139 pts
SeverityFileLineSnippetContext
MEDIUMskills/claude-api/python/claude-api/tool-use.md400 print(f"Error: {result.stderr}")CODE
LOWskills/claude-api/shared/managed-agents-webhooks.md40 except Exception:CODE
MEDIUMskills/claude-api/shared/managed-agents-webhooks.md34def webhook():CODE
LOWskills/xlsx/scripts/recalc.py66 except Exception:CODE
LOWskills/xlsx/scripts/recalc.py160 except Exception as e:CODE
MEDIUMskills/xlsx/scripts/recalc.py32def has_gtimeout():CODE
LOWskills/xlsx/scripts/office/pack.py126 except Exception as e:CODE
MEDIUMskills/xlsx/scripts/office/validate.py94 print(f"Error: Validation not supported for file type {file_extension}")CODE
LOWskills/xlsx/scripts/office/unpack.py78 except Exception as e:CODE
LOWskills/xlsx/scripts/office/unpack.py87 except Exception:CODE
LOWskills/xlsx/scripts/office/unpack.py97 except Exception:CODE
LOWskills/xlsx/scripts/office/validators/docx.py174 except Exception as e:CODE
MEDIUMskills/xlsx/scripts/office/validators/docx.py175 print(f"Error counting paragraphs in unpacked document: {e}")CODE
LOWskills/xlsx/scripts/office/validators/docx.py197 except Exception as e:CODE
MEDIUMskills/xlsx/scripts/office/validators/docx.py198 print(f"Error counting paragraphs in original document: {e}")CODE
LOWskills/xlsx/scripts/office/validators/docx.py287 except Exception:CODE
LOWskills/xlsx/scripts/office/validators/docx.py439 except Exception:CODE
LOWskills/xlsx/scripts/office/validators/redlining.py56 except Exception:CODE
LOWskills/xlsx/scripts/office/validators/redlining.py65 except Exception as e:CODE
LOWskills/xlsx/scripts/office/validators/pptx.py195 except Exception as e:CODE
LOWskills/xlsx/scripts/office/validators/base.py138 except Exception:CODE
LOWskills/xlsx/scripts/office/validators/base.py154 except Exception as e:CODE
LOWskills/xlsx/scripts/office/validators/base.py357 except Exception as e:CODE
LOWskills/xlsx/scripts/office/validators/base.py454 except Exception as e:CODE
LOWskills/xlsx/scripts/office/validators/base.py564 except Exception:CODE
LOWskills/xlsx/scripts/office/validators/base.py583 except Exception as e:CODE
LOWskills/xlsx/scripts/office/validators/base.py784 except Exception as e:CODE
LOWskills/xlsx/scripts/office/helpers/simplify_redlines.py43 except Exception as e:CODE
LOWskills/xlsx/scripts/office/helpers/merge_runs.py38 except Exception as e:CODE
LOWskills/pdf/reference.md484 except Exception as e:CODE
LOWskills/pdf/reference.md504 except Exception as e:CODE
LOWskills/pdf/reference.md578except Exception as e:CODE
MEDIUMskills/skill-creator/eval-viewer/generate_review.py408 print(f"Error: {workspace} is not a directory", file=sys.stderr)CODE
LOWskills/skill-creator/scripts/run_eval.py223 except Exception as e:CODE
MEDIUMskills/skill-creator/scripts/run_eval.py276 print(f"Error: No SKILL.md found at {skill_path}", file=sys.stderr)CODE
LOWskills/skill-creator/scripts/package_skill.py106 except Exception as e:CODE
MEDIUMskills/skill-creator/scripts/improve_description.py205 print(f"Error: No SKILL.md found at {skill_path}", file=sys.stderr)CODE
MEDIUMskills/skill-creator/scripts/run_loop.py265 print(f"Error: No SKILL.md found at {skill_path}", file=sys.stderr)CODE
MEDIUMskills/pptx/scripts/clean.py276 print(f"Error: {unpacked_dir} not found", file=sys.stderr)CODE
MEDIUMskills/pptx/scripts/add_slide.py40 print(f"Error: {layout_path} not found", file=sys.stderr)CODE
MEDIUMskills/pptx/scripts/add_slide.py97 print(f"Error: {source_slide} not found", file=sys.stderr)CODE
MEDIUMskills/pptx/scripts/add_slide.py187 print(f"Error: {unpacked_dir} not found", file=sys.stderr)CODE
MEDIUMskills/pptx/scripts/thumbnail.py66 print(f"Error: Invalid PowerPoint file: {args.input}", file=sys.stderr)CODE
MEDIUMskills/pptx/scripts/thumbnail.py79 print("Error: No slides found", file=sys.stderr)CODE
LOWskills/pptx/scripts/thumbnail.py90 except Exception as e:CODE
MEDIUMskills/pptx/scripts/thumbnail.py91 print(f"Error: {e}", file=sys.stderr)CODE
LOWskills/pptx/scripts/thumbnail.py246 except Exception:CODE
LOWskills/pptx/scripts/office/pack.py126 except Exception as e:CODE
MEDIUMskills/pptx/scripts/office/validate.py94 print(f"Error: Validation not supported for file type {file_extension}")CODE
LOWskills/pptx/scripts/office/unpack.py78 except Exception as e:CODE
LOWskills/pptx/scripts/office/unpack.py87 except Exception:CODE
LOWskills/pptx/scripts/office/unpack.py97 except Exception:CODE
LOWskills/pptx/scripts/office/validators/docx.py174 except Exception as e:CODE
MEDIUMskills/pptx/scripts/office/validators/docx.py175 print(f"Error counting paragraphs in unpacked document: {e}")CODE
LOWskills/pptx/scripts/office/validators/docx.py197 except Exception as e:CODE
MEDIUMskills/pptx/scripts/office/validators/docx.py198 print(f"Error counting paragraphs in original document: {e}")CODE
LOWskills/pptx/scripts/office/validators/docx.py287 except Exception:CODE
LOWskills/pptx/scripts/office/validators/docx.py439 except Exception:CODE
LOWskills/pptx/scripts/office/validators/redlining.py56 except Exception:CODE
LOWskills/pptx/scripts/office/validators/redlining.py65 except Exception as e:CODE
44 more matches not shown…
Structural Annotation Overuse71 hits · 133 pts
SeverityFileLineSnippetContext
LOWskills/doc-coauthoring/SKILL.md154### Step 1: Clarifying QuestionsCOMMENT
LOWskills/doc-coauthoring/SKILL.md162### Step 2: BrainstormingCOMMENT
LOWskills/doc-coauthoring/SKILL.md170### Step 3: CurationCOMMENT
LOWskills/doc-coauthoring/SKILL.md182### Step 4: Gap CheckCOMMENT
LOWskills/doc-coauthoring/SKILL.md186### Step 5: DraftingCOMMENT
LOWskills/doc-coauthoring/SKILL.md205### Step 6: Iterative RefinementCOMMENT
LOWskills/doc-coauthoring/SKILL.md255### Step 1: Predict Reader QuestionsCOMMENT
LOWskills/doc-coauthoring/SKILL.md261### Step 2: Test with Sub-AgentCOMMENT
LOWskills/doc-coauthoring/SKILL.md269### Step 3: Run Additional ChecksCOMMENT
LOWskills/doc-coauthoring/SKILL.md277### Step 4: Report and FixCOMMENT
LOWskills/doc-coauthoring/SKILL.md294### Step 1: Predict Reader QuestionsCOMMENT
LOWskills/doc-coauthoring/SKILL.md300### Step 2: Setup TestingCOMMENT
LOWskills/doc-coauthoring/SKILL.md314### Step 3: Additional ChecksCOMMENT
LOWskills/doc-coauthoring/SKILL.md321### Step 4: Iterate Based on ResultsCOMMENT
LOWskills/claude-api/shared/model-migration.md32## Step 0: Confirm the migration scopeCOMMENT
LOWskills/claude-api/shared/model-migration.md65## Step 1: Classify each fileCOMMENT
LOWskills/pdf/forms.md81## Step 1: Try Structure Extraction FirstCOMMENT
LOWskills/pdf/forms.md270## Step 2: Validate Before FillingCOMMENT
LOWskills/pdf/forms.md281## Step 3: Fill the FormCOMMENT
LOWskills/pdf/forms.md286## Step 4: Verify OutputCOMMENT
LOWskills/skill-creator/SKILL.md169### Step 1: Spawn all runs (with-skill AND baseline) in the same turnCOMMENT
LOWskills/skill-creator/SKILL.md199### Step 2: While runs are in progress, draft assertionsCOMMENT
LOWskills/skill-creator/SKILL.md207### Step 3: As runs complete, capture timing dataCOMMENT
LOWskills/skill-creator/SKILL.md221### Step 4: Grade, aggregate, and launch the viewerCOMMENT
LOWskills/skill-creator/SKILL.md267### Step 5: Read the feedbackCOMMENT
LOWskills/skill-creator/SKILL.md337### Step 1: Generate trigger eval queriesCOMMENT
LOWskills/skill-creator/SKILL.md360### Step 2: Review with userCOMMENT
LOWskills/skill-creator/SKILL.md375### Step 3: Run the optimization loopCOMMENT
LOWskills/skill-creator/SKILL.md402### Step 4: Apply the resultCOMMENT
LOWskills/skill-creator/agents/grader.md21### Step 1: Read the TranscriptCOMMENT
LOWskills/skill-creator/agents/grader.md27### Step 2: Examine Output FilesCOMMENT
LOWskills/skill-creator/agents/grader.md33### Step 3: Evaluate Each AssertionCOMMENT
LOWskills/skill-creator/agents/grader.md43### Step 4: Extract and Verify ClaimsCOMMENT
LOWskills/skill-creator/agents/grader.md61### Step 5: Read User NotesCOMMENT
LOWskills/skill-creator/agents/grader.md68### Step 6: Critique the EvalsCOMMENT
LOWskills/skill-creator/agents/grader.md81### Step 7: Write Grading ResultsCOMMENT
LOWskills/skill-creator/agents/grader.md101### Step 8: Read Executor Metrics and TimingCOMMENT
LOWskills/skill-creator/agents/comparator.md22### Step 1: Read Both OutputsCOMMENT
LOWskills/skill-creator/agents/comparator.md29### Step 2: Understand the TaskCOMMENT
LOWskills/skill-creator/agents/comparator.md37### Step 3: Generate Evaluation RubricCOMMENT
LOWskills/skill-creator/agents/comparator.md60### Step 4: Evaluate Each Output Against the RubricCOMMENT
LOWskills/skill-creator/agents/comparator.md68### Step 5: Check Assertions (if provided)COMMENT
LOWskills/skill-creator/agents/comparator.md77### Step 6: Determine the WinnerCOMMENT
LOWskills/skill-creator/agents/comparator.md87### Step 7: Write Comparison ResultsCOMMENT
LOWskills/skill-creator/agents/analyzer.md23### Step 1: Read Comparison ResultCOMMENT
LOWskills/skill-creator/agents/analyzer.md29### Step 2: Read Both SkillsCOMMENT
LOWskills/skill-creator/agents/analyzer.md39### Step 3: Read Both TranscriptsCOMMENT
LOWskills/skill-creator/agents/analyzer.md49### Step 4: Analyze Instruction FollowingCOMMENT
LOWskills/skill-creator/agents/analyzer.md59### Step 5: Identify Winner StrengthsCOMMENT
LOWskills/skill-creator/agents/analyzer.md69### Step 6: Identify Loser WeaknessesCOMMENT
LOWskills/skill-creator/agents/analyzer.md77### Step 7: Generate Improvement SuggestionsCOMMENT
LOWskills/skill-creator/agents/analyzer.md87### Step 8: Write Analysis ResultsCOMMENT
LOWskills/skill-creator/agents/analyzer.md205### Step 1: Read Benchmark DataCOMMENT
LOWskills/skill-creator/agents/analyzer.md211### Step 2: Analyze Per-Assertion PatternsCOMMENT
LOWskills/skill-creator/agents/analyzer.md220### Step 3: Analyze Cross-Eval PatternsCOMMENT
LOWskills/skill-creator/agents/analyzer.md227### Step 4: Analyze Metrics PatternsCOMMENT
LOWskills/skill-creator/agents/analyzer.md234### Step 5: Generate NotesCOMMENT
LOWskills/skill-creator/agents/analyzer.md249### Step 6: Write NotesCOMMENT
LOWskills/mcp-builder/reference/evaluation.md176### Step 1: Documentation InspectionCOMMENT
LOWskills/mcp-builder/reference/evaluation.md184### Step 2: Tool InspectionCOMMENT
11 more matches not shown…
Deep Nesting87 hits · 80 pts
SeverityFileLineSnippetContext
LOWskills/xlsx/scripts/recalc.py70CODE
LOWskills/xlsx/scripts/office/pack.py24CODE
LOWskills/xlsx/scripts/office/pack.py108CODE
LOWskills/xlsx/scripts/office/validators/docx.py66CODE
LOWskills/xlsx/scripts/office/validators/docx.py112CODE
LOWskills/xlsx/scripts/office/validators/docx.py254CODE
LOWskills/xlsx/scripts/office/validators/docx.py298CODE
LOWskills/xlsx/scripts/office/validators/docx.py391CODE
LOWskills/xlsx/scripts/office/validators/redlining.py127CODE
LOWskills/xlsx/scripts/office/validators/redlining.py198CODE
LOWskills/xlsx/scripts/office/validators/pptx.py62CODE
LOWskills/xlsx/scripts/office/validators/pptx.py104CODE
LOWskills/xlsx/scripts/office/validators/pptx.py210CODE
LOWskills/xlsx/scripts/office/validators/base.py115CODE
LOWskills/xlsx/scripts/office/validators/base.py199CODE
LOWskills/xlsx/scripts/office/validators/base.py289CODE
LOWskills/xlsx/scripts/office/validators/base.py385CODE
LOWskills/xlsx/scripts/office/validators/base.py469CODE
LOWskills/xlsx/scripts/office/validators/base.py492CODE
LOWskills/xlsx/scripts/office/validators/base.py636CODE
LOWskills/xlsx/scripts/office/validators/base.py703CODE
LOWskills/xlsx/scripts/office/helpers/simplify_redlines.py149CODE
LOWskills/xlsx/scripts/office/helpers/merge_runs.py178CODE
LOWskills/pdf/scripts/fill_fillable_fields.py11CODE
LOWskills/pdf/scripts/fill_fillable_fields.py55CODE
LOWskills/pdf/scripts/extract_form_field_info.py19CODE
LOWskills/pdf/scripts/extract_form_field_info.py47CODE
LOWskills/pdf/scripts/extract_form_structure.py20CODE
LOWskills/pdf/scripts/check_bounding_boxes.py15CODE
LOWskills/skill-creator/eval-viewer/generate_review.py85CODE
LOWskills/skill-creator/eval-viewer/generate_review.py149CODE
LOWskills/skill-creator/eval-viewer/generate_review.py288CODE
LOWskills/skill-creator/scripts/run_eval.py35CODE
LOWskills/skill-creator/scripts/package_skill.py42CODE
LOWskills/skill-creator/scripts/improve_description.py50CODE
LOWskills/skill-creator/scripts/aggregate_benchmark.py67CODE
LOWskills/skill-creator/scripts/generate_report.py16CODE
LOWskills/skill-creator/scripts/utils.py7CODE
LOWskills/pptx/scripts/clean.py49CODE
LOWskills/pptx/scripts/clean.py171CODE
LOWskills/pptx/scripts/office/pack.py24CODE
LOWskills/pptx/scripts/office/pack.py108CODE
LOWskills/pptx/scripts/office/validators/docx.py66CODE
LOWskills/pptx/scripts/office/validators/docx.py112CODE
LOWskills/pptx/scripts/office/validators/docx.py254CODE
LOWskills/pptx/scripts/office/validators/docx.py298CODE
LOWskills/pptx/scripts/office/validators/docx.py391CODE
LOWskills/pptx/scripts/office/validators/redlining.py127CODE
LOWskills/pptx/scripts/office/validators/redlining.py198CODE
LOWskills/pptx/scripts/office/validators/pptx.py62CODE
LOWskills/pptx/scripts/office/validators/pptx.py104CODE
LOWskills/pptx/scripts/office/validators/pptx.py210CODE
LOWskills/pptx/scripts/office/validators/base.py115CODE
LOWskills/pptx/scripts/office/validators/base.py199CODE
LOWskills/pptx/scripts/office/validators/base.py289CODE
LOWskills/pptx/scripts/office/validators/base.py385CODE
LOWskills/pptx/scripts/office/validators/base.py469CODE
LOWskills/pptx/scripts/office/validators/base.py492CODE
LOWskills/pptx/scripts/office/validators/base.py636CODE
LOWskills/pptx/scripts/office/validators/base.py703CODE
27 more matches not shown…
Hyper-Verbose Identifiers70 hits · 72 pts
SeverityFileLineSnippetContext
LOWskills/claude-api/shared/managed-agents-events.md149def connect_with_consolidation(client, session_id):CODE
LOWskills/xlsx/scripts/office/validators/docx.py66 def validate_whitespace_preservation(self):CODE
LOWskills/xlsx/scripts/office/validators/docx.py163 def count_paragraphs_in_unpacked(self):CODE
LOWskills/xlsx/scripts/office/validators/docx.py179 def count_paragraphs_in_original(self):CODE
LOWskills/xlsx/scripts/office/validators/redlining.py198 def _remove_author_tracked_changes(self, root):CODE
LOWskills/xlsx/scripts/office/validators/pptx.py104 def validate_slide_layout_ids(self):CODE
LOWskills/xlsx/scripts/office/validators/pptx.py172 def validate_no_duplicate_slide_layouts(self):CODE
LOWskills/xlsx/scripts/office/validators/pptx.py210 def validate_notes_slide_references(self):CODE
LOWskills/xlsx/scripts/office/validators/base.py115 def repair_whitespace_preservation(self) -> int:CODE
LOWskills/xlsx/scripts/office/validators/base.py385 def validate_all_relationship_ids(self):CODE
LOWskills/xlsx/scripts/office/validators/base.py469 def _get_expected_relationship_type(self, element_name):CODE
LOWskills/xlsx/scripts/office/validators/base.py598 def validate_file_against_xsd(self, xml_file, verbose=False):CODE
LOWskills/xlsx/scripts/office/validators/base.py703 def _clean_ignorable_namespaces(self, xml_doc):CODE
LOWskills/xlsx/scripts/office/validators/base.py723 def _remove_ignorable_elements(self, root):CODE
LOWskills/xlsx/scripts/office/validators/base.py742 def _preprocess_for_mc_ignorable(self, xml_doc):CODE
LOWskills/xlsx/scripts/office/validators/base.py750 def _validate_single_file_xsd(self, xml_file, base_path):CODE
LOWskills/xlsx/scripts/office/validators/base.py787 def _get_original_file_errors(self, xml_file):CODE
LOWskills/xlsx/scripts/office/validators/base.py814 def _remove_template_tags_from_text_nodes(self, xml_doc):CODE
LOWskills/xlsx/scripts/office/helpers/simplify_redlines.py47def _merge_tracked_changes_in(container, tag: str) -> int:CODE
LOWskills/xlsx/scripts/office/helpers/simplify_redlines.py126def get_tracked_change_authors(doc_xml_path: Path) -> dict[str, int]:CODE
LOWskills/pdf/scripts/fill_fillable_fields.py55def validation_error_for_field_value(field_info, field_value):CODE
LOWskills/pdf/scripts/extract_form_field_info.py9def get_full_annotation_field_id(annotation):CODE
LOWskills/pdf/scripts/check_bounding_boxes.py15def get_bounding_box_messages(fields_json_stream) -> list[str]:CODE
LOWskills/pdf/scripts/fill_pdf_form_with_annotations.py10def transform_from_image_coords(bbox, image_width, image_height, pdf_width, pdf_height):CODE
LOWskills/pdf/scripts/fill_pdf_form_with_annotations.py23def transform_from_pdf_coords(bbox, pdf_height):CODE
LOWskills/pptx/scripts/clean.py106def get_slide_referenced_files(unpacked_dir: Path) -> set:CODE
LOWskills/pptx/scripts/clean.py128def remove_orphaned_rels_files(unpacked_dir: Path) -> list[str]:CODE
LOWskills/pptx/scripts/add_slide.py141def _add_to_presentation_rels(unpacked_dir: Path, dest: str) -> str:CODE
LOWskills/pptx/scripts/thumbnail.py149def create_hidden_placeholder(size: tuple[int, int]) -> Image.Image:CODE
LOWskills/pptx/scripts/office/validators/docx.py66 def validate_whitespace_preservation(self):CODE
LOWskills/pptx/scripts/office/validators/docx.py163 def count_paragraphs_in_unpacked(self):CODE
LOWskills/pptx/scripts/office/validators/docx.py179 def count_paragraphs_in_original(self):CODE
LOWskills/pptx/scripts/office/validators/redlining.py198 def _remove_author_tracked_changes(self, root):CODE
LOWskills/pptx/scripts/office/validators/pptx.py104 def validate_slide_layout_ids(self):CODE
LOWskills/pptx/scripts/office/validators/pptx.py172 def validate_no_duplicate_slide_layouts(self):CODE
LOWskills/pptx/scripts/office/validators/pptx.py210 def validate_notes_slide_references(self):CODE
LOWskills/pptx/scripts/office/validators/base.py115 def repair_whitespace_preservation(self) -> int:CODE
LOWskills/pptx/scripts/office/validators/base.py385 def validate_all_relationship_ids(self):CODE
LOWskills/pptx/scripts/office/validators/base.py469 def _get_expected_relationship_type(self, element_name):CODE
LOWskills/pptx/scripts/office/validators/base.py598 def validate_file_against_xsd(self, xml_file, verbose=False):CODE
LOWskills/pptx/scripts/office/validators/base.py703 def _clean_ignorable_namespaces(self, xml_doc):CODE
LOWskills/pptx/scripts/office/validators/base.py723 def _remove_ignorable_elements(self, root):CODE
LOWskills/pptx/scripts/office/validators/base.py742 def _preprocess_for_mc_ignorable(self, xml_doc):CODE
LOWskills/pptx/scripts/office/validators/base.py750 def _validate_single_file_xsd(self, xml_file, base_path):CODE
LOWskills/pptx/scripts/office/validators/base.py787 def _get_original_file_errors(self, xml_file):CODE
LOWskills/pptx/scripts/office/validators/base.py814 def _remove_template_tags_from_text_nodes(self, xml_doc):CODE
LOWskills/pptx/scripts/office/helpers/simplify_redlines.py47def _merge_tracked_changes_in(container, tag: str) -> int:CODE
LOWskills/pptx/scripts/office/helpers/simplify_redlines.py126def get_tracked_change_authors(doc_xml_path: Path) -> dict[str, int]:CODE
LOWskills/slack-gif-creator/core/frame_composer.py99def create_gradient_background(CODE
LOWskills/docx/scripts/comment.py137def _ensure_comment_relationships(unpacked_dir: Path) -> None:CODE
LOWskills/docx/scripts/comment.py179def _ensure_comment_content_types(unpacked_dir: Path) -> None:CODE
LOWskills/docx/scripts/office/validators/docx.py66 def validate_whitespace_preservation(self):CODE
LOWskills/docx/scripts/office/validators/docx.py163 def count_paragraphs_in_unpacked(self):CODE
LOWskills/docx/scripts/office/validators/docx.py179 def count_paragraphs_in_original(self):CODE
LOWskills/docx/scripts/office/validators/redlining.py198 def _remove_author_tracked_changes(self, root):CODE
LOWskills/docx/scripts/office/validators/pptx.py104 def validate_slide_layout_ids(self):CODE
LOWskills/docx/scripts/office/validators/pptx.py172 def validate_no_duplicate_slide_layouts(self):CODE
LOWskills/docx/scripts/office/validators/pptx.py210 def validate_notes_slide_references(self):CODE
LOWskills/docx/scripts/office/validators/base.py115 def repair_whitespace_preservation(self) -> int:CODE
LOWskills/docx/scripts/office/validators/base.py385 def validate_all_relationship_ids(self):CODE
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Magic Placeholder Names13 hits · 65 pts
SeverityFileLineSnippetContext
HIGHskills/claude-api/go/claude-api/README.md24 option.WithAPIKey("your-api-key"),CODE
HIGHskills/claude-api/go/managed-agents/README.md28 option.WithAPIKey("your-api-key"),CODE
HIGHskills/claude-api/python/claude-api/README.md20client = anthropic.Anthropic(api_key="your-api-key")CODE
HIGHskills/claude-api/python/managed-agents/README.md24client = anthropic.Anthropic(api_key="your-api-key")CODE
HIGHskills/claude-api/typescript/claude-api/README.md26const client = new Anthropic({ apiKey: "your-api-key" });CODE
HIGHskills/claude-api/typescript/managed-agents/README.md24const client = new Anthropic({ apiKey: "your-api-key" });CODE
HIGHskills/claude-api/java/claude-api/README.md71 .apiKey("your-api-key")CODE
HIGHskills/claude-api/php/managed-agents/README.md22$client = new Client(apiKey: 'your-api-key');CODE
HIGHskills/claude-api/curl/examples.md8export ANTHROPIC_API_KEY="your-api-key"CODE
HIGHskills/claude-api/curl/managed-agents.md8export ANTHROPIC_API_KEY="your-api-key"CODE
HIGHskills/claude-api/ruby/claude-api/README.md20client = Anthropic::Client.new(api_key: "your-api-key")CODE
HIGHskills/claude-api/ruby/managed-agents/README.md22client = Anthropic::Client.new(api_key: "your-api-key")CODE
HIGHskills/mcp-builder/reference/evaluation.md557export ANTHROPIC_API_KEY=your_api_keyCODE
Cross-Language Confusion14 hits · 65 pts
SeverityFileLineSnippetContext
HIGHskills/xlsx/scripts/office/soffice.py116 if (sv[0] >= 0 && sv[0] < 1024) {CODE
HIGHskills/xlsx/scripts/office/soffice.py135 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGHskills/xlsx/scripts/office/soffice.py144 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGHskills/xlsx/scripts/office/soffice.py158 if (fd >= 0 && fd < 1024 && is_shimmed[fd]) {CODE
HIGHskills/pptx/scripts/office/soffice.py116 if (sv[0] >= 0 && sv[0] < 1024) {CODE
HIGHskills/pptx/scripts/office/soffice.py135 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGHskills/pptx/scripts/office/soffice.py144 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGHskills/pptx/scripts/office/soffice.py158 if (fd >= 0 && fd < 1024 && is_shimmed[fd]) {CODE
HIGHskills/webapp-testing/scripts/with_server.py12 --server "cd backend && python server.py" --port 3000 \STRING
HIGHskills/webapp-testing/scripts/with_server.py13 --server "cd frontend && npm run dev" --port 5173 \STRING
HIGHskills/docx/scripts/office/soffice.py116 if (sv[0] >= 0 && sv[0] < 1024) {CODE
HIGHskills/docx/scripts/office/soffice.py135 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGHskills/docx/scripts/office/soffice.py144 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGHskills/docx/scripts/office/soffice.py158 if (fd >= 0 && fd < 1024 && is_shimmed[fd]) {CODE
Decorative Section Separators12 hits · 45 pts
SeverityFileLineSnippetContext
MEDIUMskills/algorithmic-art/templates/viewer.html441 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/algorithmic-art/templates/viewer.html443 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/algorithmic-art/templates/viewer.html456 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/algorithmic-art/templates/viewer.html458 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/algorithmic-art/templates/viewer.html507 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/algorithmic-art/templates/viewer.html509 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/algorithmic-art/templates/viewer.html518 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/algorithmic-art/templates/viewer.html520 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/algorithmic-art/templates/viewer.html530 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/algorithmic-art/templates/viewer.html532 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUMskills/skill-creator/eval-viewer/generate_review.py284# ---------------------------------------------------------------------------COMMENT
MEDIUMskills/skill-creator/eval-viewer/generate_review.py286# ---------------------------------------------------------------------------COMMENT
Modern AI Meta-Vocabulary6 hits · 16 pts
SeverityFileLineSnippetContext
MEDIUMskills/claude-api/python/claude-api/tool-use.md28# The tool runner handles the agentic loop automaticallyCOMMENT
MEDIUMskills/claude-api/typescript/claude-api/tool-use.md31// The tool runner handles the agentic loop and returns the final messageCOMMENT
MEDIUMskills/claude-api/shared/model-migration.md918output_config={"effort": "high"}, # or "xhigh" for the hardest coding/agentic tasksCODE
MEDIUM…ude-api/shared/managed-agents-self-hosted-sandboxes.md129## Container orchestration (mid-level)COMMENT
MEDIUMskills/claude-api/shared/tool-use-concepts.md69# Handle pause_turn in your agentic loopCOMMENT
MEDIUMskills/claude-api/shared/models.md13m.max_input_tokens # context window (int)CODE
Unused Imports15 hits · 15 pts
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LOWskills/xlsx/scripts/office/validators/__init__.py5CODE
LOWskills/xlsx/scripts/office/validators/__init__.py6CODE
LOWskills/xlsx/scripts/office/validators/__init__.py7CODE
LOWskills/xlsx/scripts/office/validators/__init__.py8CODE
LOWskills/skill-creator/scripts/quick_validate.py7CODE
LOWskills/pptx/scripts/office/validators/__init__.py5CODE
LOWskills/pptx/scripts/office/validators/__init__.py6CODE
LOWskills/pptx/scripts/office/validators/__init__.py7CODE
LOWskills/pptx/scripts/office/validators/__init__.py8CODE
LOWskills/slack-gif-creator/core/gif_builder.py10CODE
LOWskills/slack-gif-creator/core/frame_composer.py11CODE
LOWskills/docx/scripts/office/validators/__init__.py5CODE
LOWskills/docx/scripts/office/validators/__init__.py6CODE
LOWskills/docx/scripts/office/validators/__init__.py7CODE
LOWskills/docx/scripts/office/validators/__init__.py8CODE
Redundant / Tautological Comments5 hits · 10 pts
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LOWskills/web-artifacts-builder/scripts/init-artifact.sh33# Check if pnpm is installedCOMMENT
LOWskills/web-artifacts-builder/scripts/init-artifact.sh39# Check if project name is providedCOMMENT
LOWskills/web-artifacts-builder/scripts/init-artifact.sh49# Check if components tarball existsCOMMENT
LOWskills/web-artifacts-builder/scripts/bundle-artifact.sh6# Check if we're in a project directoryCOMMENT
LOWskills/web-artifacts-builder/scripts/bundle-artifact.sh12# Check if index.html existsCOMMENT
Over-Commented Block7 hits · 7 pts
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LOWskills/algorithmic-art/templates/generator_template.js21// - Reset to defaultsCOMMENT
LOWskills/algorithmic-art/templates/generator_template.js61 // - Arrays of objectsCOMMENT
LOWskills/algorithmic-art/templates/generator_template.js81 // Option 3: User-triggered regenerationCOMMENT
LOWskills/algorithmic-art/templates/generator_template.js101 // - Physics calculationsCOMMENT
LOWskills/algorithmic-art/templates/generator_template.js161// ============================================================================COMMENT
LOWskills/algorithmic-art/templates/generator_template.js201// ============================================================================COMMENT
LOWskills/algorithmic-art/templates/generator_template.js221// The art itself is entirely up to you!COMMENT
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMskills/slack-gif-creator/core/gif_builder.py75 # Create a global palette from all framesCOMMENT
MEDIUMskills/slack-gif-creator/core/gif_builder.py89 # Create a properly-shaped RGB image from the pixel dataCOMMENT
Fake / Example Data6 hits · 6 pts
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LOWskills/claude-api/python/claude-api/tool-use.md491print(contact.name) # "Jane Doe"CODE
LOWskills/claude-api/typescript/claude-api/tool-use.md491console.log(response.parsed_output!.name); // "Jane Doe"CODE
LOW…ills/webapp-testing/examples/static_html_automation.py21 page.fill('#name', 'John Doe')CODE
LOWskills/mcp-builder/reference/python_mcp_server.md306 "name": str, # Full name (e.g., "John Doe")STRING
LOWskills/mcp-builder/reference/python_mcp_server.md572 return {"id": user_id, "name": "John Doe", "email": "john@example.com"}CODE
LOWskills/mcp-builder/reference/node_mcp_server.md173 "name": string, // Full name (e.g., "John Doe")CODE
Modern Structural Boilerplate5 hits · 5 pts
SeverityFileLineSnippetContext
LOWskills/xlsx/scripts/office/validators/__init__.py10__all__ = [CODE
LOWskills/pptx/scripts/clean.py221def update_content_types(unpacked_dir: Path, removed_files: list[str]) -> None:CODE
LOWskills/pptx/scripts/office/validators/__init__.py10__all__ = [CODE
LOWskills/docx/scripts/accept_changes.py14logger = logging.getLogger(__name__)CODE
LOWskills/docx/scripts/office/validators/__init__.py10__all__ = [CODE
Docstring Block Structure1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHskills/mcp-builder/reference/python_mcp_server.md282 Search for users in the Example system by name, email, or team. This tool searches across all user profiles inSTRING