Repository Analysis

openai/skills

Skills Catalog for Codex

4.5 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of openai/skills, a Python project with 23,690 GitHub stars. SynthScan v2.0 examined 120,715 lines of code across 703 source files, recording 247 pattern matches distributed across 15 syntactic categories. The overall adjusted score of 4.5 places this repository in the Likely human-written 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).

4.5
Adjusted Score
4.5
Raw Score
100%
Time Factor
2026-07-13
Last Push
23.7K
Stars
Python
Language
120.7K
Lines of Code
703
Files
247
Pattern Hits
2026-07-14
Scan Date
0.04
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 13HIGH 13MEDIUM 26LOW 195

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 247 distinct pattern matches across 15 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.

Hallucination Indicators13 hits · 150 pts
SeverityFileLineSnippetContext
CRITICAL…ills/.curated/cloudflare-deploy/references/ddos/api.md43const entrypointRuleset = await client.zones.rulesets.phases.entrypoint.get("ddos_l7", {CODE
CRITICAL…ills/.curated/cloudflare-deploy/references/ddos/api.md48await client.zones.rulesets.phases.entrypoint.update("ddos_l7", {CODE
CRITICAL…ills/.curated/cloudflare-deploy/references/ddos/api.md70const l4Ruleset = await client.accounts.rulesets.phases.entrypoint.get("ddos_l4", {CODE
CRITICAL….curated/cloudflare-deploy/references/ddos/patterns.md18await client.accounts.rulesets.phases.entrypoint.update("ddos_l7", {CODE
CRITICAL….curated/cloudflare-deploy/references/ddos/patterns.md64 return client.zones.rulesets.phases.entrypoint.update("ddos_l7", {CODE
CRITICAL….curated/cloudflare-deploy/references/ddos/patterns.md131await client.zones.rulesets.phases.entrypoint.update("ddos_l7", {CODE
CRITICAL….curated/cloudflare-deploy/references/ddos/patterns.md137await client.zones.rulesets.phases.entrypoint.update("http_request_firewall_managed", {CODE
CRITICAL….curated/cloudflare-deploy/references/ddos/patterns.md143await client.zones.rulesets.phases.entrypoint.update("http_ratelimit", {CODE
CRITICAL….curated/cloudflare-deploy/references/ddos/patterns.md149await client.zones.rulesets.phases.entrypoint.update("http_request_sbfm", {CODE
CRITICAL….curated/cloudflare-deploy/references/ddos/patterns.md169await client.zones.rulesets.phases.entrypoint.update("http_request_cache_settings", { zone_id: zoneId, rules: [cacheRuleCODE
CRITICAL…udflare-deploy/references/workers-for-platforms/api.md23await client.workersForPlatforms.dispatch.namespaces.scripts.update(CODE
CRITICAL…re-deploy/references/workers-for-platforms/patterns.md137 await client.workersForPlatforms.dispatch.namespaces.scripts.update("production", name, {CODE
CRITICAL…lls/.curated/cloudflare-deploy/references/pages/api.md190const data = await event.locals.runtime.env.DB.prepare('SELECT * FROM users').all();CODE
Structural Annotation Overuse75 hits · 116 pts
SeverityFileLineSnippetContext
LOWskills/.system/skill-creator/SKILL.md236### Step 1: Understanding the Skill with Concrete ExamplesCOMMENT
LOWskills/.system/skill-creator/SKILL.md253### Step 2: Planning the Reusable Skill ContentsCOMMENT
LOWskills/.system/skill-creator/SKILL.md277### Step 3: Initializing the SkillCOMMENT
LOWskills/.system/skill-creator/SKILL.md317### Step 4: Edit the SkillCOMMENT
LOWskills/.system/skill-creator/SKILL.md349### Step 5: Validate the SkillCOMMENT
LOWskills/.system/skill-creator/SKILL.md359### Step 6: IterateCOMMENT
LOWskills/.curated/figma-generate-design/SKILL.md48### Step 1: Understand the ScreenCOMMENT
LOWskills/.curated/figma-generate-design/SKILL.md56### Step 2: Discover Design System — Components, Variables, and StylesCOMMENT
LOWskills/.curated/figma-generate-design/SKILL.md166### Step 3: Create the Page Wrapper Frame FirstCOMMENT
LOWskills/.curated/figma-generate-design/SKILL.md193### Step 4: Build Each Section Inside the WrapperCOMMENT
LOWskills/.curated/figma-generate-design/SKILL.md271### Step 5: Validate the Full ScreenCOMMENT
LOWskills/.curated/figma-generate-design/SKILL.md282### Step 6: Updating an Existing ScreenCOMMENT
LOWskills/.curated/figma-create-new-file/SKILL.md26### Step 1: Resolve the planKeyCOMMENT
LOWskills/.curated/figma-create-new-file/SKILL.md37### Step 2: Call create_new_fileCOMMENT
LOWskills/.curated/figma-create-new-file/SKILL.md56### Step 3: Use the resultCOMMENT
LOW…tion-meeting-intelligence/examples/project-decision.md9### Step 1: Search for ContextCOMMENT
LOW…tion-meeting-intelligence/examples/project-decision.md29### Step 2: Fetch Relevant PagesCOMMENT
LOW…tion-meeting-intelligence/examples/project-decision.md62### Step 3: Synthesize Pre-ReadCOMMENT
LOW…tion-meeting-intelligence/examples/project-decision.md71### Step 4: Create Meeting AgendaCOMMENT
LOW…tion-meeting-intelligence/examples/project-decision.md319### Step 5: Share AgendaCOMMENT
LOWskills/.curated/figma-implement-design/SKILL.md33### Step 1: Get Node IDCOMMENT
LOWskills/.curated/figma-implement-design/SKILL.md60### Step 2: Fetch Design ContextCOMMENT
LOWskills/.curated/figma-implement-design/SKILL.md82### Step 3: Capture Visual ReferenceCOMMENT
LOWskills/.curated/figma-implement-design/SKILL.md92### Step 4: Download Required AssetsCOMMENT
LOWskills/.curated/figma-implement-design/SKILL.md103### Step 5: Translate to Project ConventionsCOMMENT
LOWskills/.curated/figma-implement-design/SKILL.md115### Step 6: Achieve 1:1 Visual ParityCOMMENT
LOWskills/.curated/figma-implement-design/SKILL.md127### Step 7: Validate Against FigmaCOMMENT
LOWskills/.curated/linear/SKILL.md22### Step 0: Set up Linear MCP (if not already configured)COMMENT
LOW…ed/figma-generate-library/references/error-recovery.md348### Step 1: Inspect the file for `dsb_run_id` tagsCOMMENT
LOW…ed/figma-generate-library/references/error-recovery.md389### Step 2: Reconstruct state from inventoryCOMMENT
LOW…ed/figma-generate-library/references/error-recovery.md401### Step 3: Identify the resume pointCOMMENT
LOW…research-documentation/examples/competitor-analysis.md9### Step 1: Search for Competitor InformationCOMMENT
LOW…research-documentation/examples/competitor-analysis.md28### Step 2: Fetch and AnalyzeCOMMENT
LOW…research-documentation/examples/competitor-analysis.md56### Step 3: Create Comparison DocumentCOMMENT
LOW…arch-documentation/examples/technical-investigation.md9### Step 1: Search for Caching InformationCOMMENT
LOW…arch-documentation/examples/technical-investigation.md24### Step 2: Fetch Relevant PagesCOMMENT
LOW…arch-documentation/examples/technical-investigation.md47### Step 3: Synthesize FindingsCOMMENT
LOW…arch-documentation/examples/technical-investigation.md56### Step 4: Create Technical SummaryCOMMENT
LOW…tion-knowledge-capture/examples/conversation-to-faq.md22### Step 1: Identify Content TypeCOMMENT
LOW…tion-knowledge-capture/examples/conversation-to-faq.md26### Step 2: Structure FAQ EntriesCOMMENT
LOW…tion-knowledge-capture/examples/conversation-to-faq.md34### Step 3: Determine DestinationCOMMENT
LOW…tion-knowledge-capture/examples/conversation-to-faq.md55### Step 4: Create FAQ EntriesCOMMENT
LOW…tion-knowledge-capture/examples/conversation-to-faq.md91 content: "## Short Answer\n\nDatabase connection errors usually mean either the database isn't running, credentials arCODE
LOW…tion-knowledge-capture/examples/conversation-to-faq.md114### Step 5: Update FAQ IndexCOMMENT
LOWskills/.curated/figma-code-connect-components/SKILL.md33### Step 1: Get Code Connect SuggestionsCOMMENT
LOWskills/.curated/figma-code-connect-components/SKILL.md77### Step 2: Scan Codebase for Matching ComponentsCOMMENT
LOWskills/.curated/figma-code-connect-components/SKILL.md107### Step 3: Present Matches to UserCOMMENT
LOWskills/.curated/figma-code-connect-components/SKILL.md129### Step 4: Create Code Connect MappingsCOMMENT
LOWskills/.curated/render-deploy/SKILL.md430### Step 1: Analyze CodebaseCOMMENT
LOWskills/.curated/render-deploy/SKILL.md433### Step 2: Create Resources via MCPCOMMENT
LOWskills/.curated/render-deploy/SKILL.md438### Step 3: Configure Environment VariablesCOMMENT
LOWskills/.curated/render-deploy/SKILL.md443### Step 4: Verify DeploymentCOMMENT
LOWskills/.curated/render-deploy/SKILL.md232### Step 1: Analyze CodebaseCOMMENT
LOWskills/.curated/render-deploy/SKILL.md236### Step 2: Generate render.yamlCOMMENT
LOWskills/.curated/render-deploy/SKILL.md294### Step 3: Validate ConfigurationCOMMENT
LOWskills/.curated/render-deploy/SKILL.md311### Step 4: Commit and PushCOMMENT
LOWskills/.curated/render-deploy/SKILL.md329### Step 5: Generate DeeplinkCOMMENT
LOWskills/.curated/render-deploy/SKILL.md357### Step 6: Guide UserCOMMENT
LOWskills/.curated/render-deploy/SKILL.md373### Step 7: Verify DeploymentCOMMENT
LOW…s/.curated/render-deploy/references/direct-creation.md7### Step 1: Analyze CodebaseCOMMENT
15 more matches not shown…
Magic Placeholder Names10 hits · 70 pts
SeverityFileLineSnippetContext
HIGHskills/.curated/render-deploy/SKILL.md1262) Add this to `~/.cursor/mcp.json` (replace `<YOUR_API_KEY>`):CODE
HIGHskills/.curated/render-deploy/SKILL.md1262) Add this to `~/.cursor/mcp.json` (replace `<YOUR_API_KEY>`):CODE
HIGHskills/.curated/render-deploy/SKILL.md133 "Authorization": "Bearer <YOUR_API_KEY>"CODE
HIGHskills/.curated/render-deploy/SKILL.md133 "Authorization": "Bearer <YOUR_API_KEY>"CODE
HIGHskills/.curated/render-deploy/SKILL.md1512) Add the MCP server with Claude Code (replace `<YOUR_API_KEY>`):CODE
HIGHskills/.curated/render-deploy/SKILL.md1512) Add the MCP server with Claude Code (replace `<YOUR_API_KEY>`):CODE
HIGHskills/.curated/render-deploy/SKILL.md153claude mcp add --transport http render https://mcp.render.com/mcp --header "Authorization: Bearer <YOUR_API_KEY>"CODE
HIGHskills/.curated/render-deploy/SKILL.md153claude mcp add --transport http render https://mcp.render.com/mcp --header "Authorization: Bearer <YOUR_API_KEY>"CODE
HIGHskills/.curated/render-deploy/SKILL.md169export RENDER_API_KEY="<YOUR_API_KEY>"CODE
HIGHskills/.curated/render-deploy/SKILL.md169export RENDER_API_KEY="<YOUR_API_KEY>"CODE
Excessive Try-Catch Wrapping29 hits · 44 pts
SeverityFileLineSnippetContext
LOWskills/.system/skill-creator/scripts/init_skill.py283 except Exception as e:CODE
LOWskills/.system/skill-creator/scripts/init_skill.py295 except Exception as e:CODE
LOWskills/.system/skill-creator/scripts/init_skill.py304 except Exception as e:CODE
LOWskills/.system/skill-creator/scripts/init_skill.py312 except Exception as e:CODE
MEDIUMskills/.system/skill-installer/scripts/list-skills.py102 print(f"Error: {exc}", file=sys.stderr)CODE
MEDIUM…m/skill-installer/scripts/install-skill-from-github.py303 print(f"Error: {exc}", file=sys.stderr)CODE
MEDIUMskills/.system/imagegen/scripts/image_gen.py43 print(f"Error: {message}", file=sys.stderr)CODE
LOWskills/.system/imagegen/scripts/image_gen.py269 except Exception:CODE
LOWskills/.system/imagegen/scripts/image_gen.py456 except Exception:CODE
LOWskills/.system/imagegen/scripts/image_gen.py490 except Exception as exc:CODE
LOWskills/.system/imagegen/scripts/image_gen.py620 except Exception as exc:CODE
LOWskills/.system/imagegen/scripts/image_gen.py631 except Exception:CODE
LOWskills/.system/imagegen/scripts/image_gen.py813 except Exception:CODE
LOWskills/.system/imagegen/scripts/image_gen.py831 except Exception:CODE
MEDIUMskills/.system/imagegen/scripts/image_gen.py333def _create_client():CODE
LOWskills/.curated/hatch-pet/scripts/validate_atlas.py69 except Exception as exc: # noqa: BLE001CODE
MEDIUMskills/.curated/speech/scripts/text_to_speech.py47 print(f"Error: {message}", file=sys.stderr)CODE
LOWskills/.curated/speech/scripts/text_to_speech.py153 except Exception:CODE
LOWskills/.curated/speech/scripts/text_to_speech.py215 except Exception as exc:CODE
LOW…cloudflare-deploy/references/argo-smart-routing/api.md206 except Exception as e:CODE
MEDIUMskills/.curated/gh-fix-ci/scripts/inspect_pr_checks.py100 print("Error: not inside a Git repository.", file=sys.stderr)CODE
MEDIUMskills/.curated/gh-fix-ci/scripts/inspect_pr_checks.py152 print("Error: gh is not installed or not on PATH.", file=sys.stderr)CODE
MEDIUMskills/.curated/gh-fix-ci/scripts/inspect_pr_checks.py173 print("Error: unable to parse PR JSON.", file=sys.stderr)CODE
MEDIUMskills/.curated/gh-fix-ci/scripts/inspect_pr_checks.py177 print("Error: no PR number found.", file=sys.stderr)CODE
MEDIUMskills/.curated/gh-fix-ci/scripts/inspect_pr_checks.py203 print("Error: no usable fields available for gh pr checks.", file=sys.stderr)CODE
MEDIUMskills/.curated/gh-fix-ci/scripts/inspect_pr_checks.py219 print("Error: unable to parse checks JSON.", file=sys.stderr)CODE
MEDIUMskills/.curated/gh-fix-ci/scripts/inspect_pr_checks.py222 print("Error: unexpected checks JSON shape.", file=sys.stderr)CODE
MEDIUMskills/.curated/gh-fix-ci/scripts/inspect_pr_checks.py492 print(f"Error fetching logs: {result['error']}")CODE
MEDIUM…ills/.curated/transcribe/scripts/transcribe_diarize.py25 print(f"Error: {message}", file=sys.stderr)CODE
Hyper-Verbose Identifiers40 hits · 40 pts
SeverityFileLineSnippetContext
LOW…/.system/skill-creator/scripts/generate_openai_yaml.py76def generate_short_description(display_name):CODE
LOW…/.system/skill-creator/scripts/generate_openai_yaml.py132def parse_interface_overrides(raw_overrides):CODE
LOW…/.system/plugin-creator/scripts/create_basic_plugin.py113def build_default_marketplace() -> dict[str, Any]:CODE
LOW…/.system/plugin-creator/scripts/create_basic_plugin.py123def validate_marketplace_interface(payload: dict[str, Any]) -> None:CODE
LOWskills/.system/imagegen/scripts/image_gen.py141def _validate_generate_payload(payload: Dict[str, Any]) -> None:CODE
LOWskills/.system/imagegen/scripts/image_gen.py300def _decode_write_and_downscale(CODE
LOWskills/.system/imagegen/scripts/image_gen.py445def _extract_retry_after_seconds(exc: Exception) -> Optional[float]:CODE
LOWskills/.system/imagegen/scripts/image_gen.py479async def _generate_one_with_retries(CODE
LOWskills/.curated/migrate-to-codex/scripts/cli.py320def render_migration_surfaces(CODE
LOWskills/.curated/migrate-to-codex/scripts/cli.py520def migration_skill_artifacts(source_root: Path) -> list[PlannedArtifact]:CODE
LOWskills/.curated/migrate-to-codex/scripts/cli.py550def render_migration_inventory(source_root: Path) -> str:CODE
LOWskills/.curated/migrate-to-codex/scripts/cli.py563def render_source_inventory_for_scope(source_root: Path) -> str:CODE
LOWskills/.curated/migrate-to-codex/scripts/utils/util.py253def format_toml_multiline_string(value: str) -> str:CODE
LOWskills/.curated/migrate-to-codex/scripts/utils/util.py279def normalize_source_scope_root(CODE
LOWskills/.curated/migrate-to-codex/scripts/utils/scan.py7def should_skip_inventory_child(child: Path) -> bool:CODE
LOW…ls/.curated/migrate-to-codex/scripts/migrate/skills.py264def convert_markdown_command_files(CODE
LOW…rated/migrate-to-codex/scripts/migrate/instructions.py56def should_symlink_instructions(content: str) -> bool:CODE
LOW…ls/.curated/migrate-to-codex/scripts/migrate/common.py289def format_manual_migration_block(notes: Sequence[str]) -> str:CODE
LOW…ls/.curated/migrate-to-codex/scripts/migrate/common.py295def unsupported_frontmatter_fields(CODE
LOW…ls/.curated/migrate-to-codex/scripts/migrate/common.py344def path_exists_with_exact_case(path: Path) -> bool:CODE
LOW…ills/.curated/migrate-to-codex/scripts/migrate/mcps.py163def unsupported_mcp_server_fields(CODE
LOWskills/.curated/screenshot/scripts/take_screenshot.py224def macos_screen_capture_granted(request: bool = False) -> bool:CODE
LOWskills/.curated/screenshot/scripts/take_screenshot.py340def resolve_test_macos_windows(args: argparse.Namespace) -> list[int]:CODE
LOW…lls/.curated/hatch-pet/scripts/extract_strip_frames.py271def extract_stable_slot_frames(strip: Image.Image, frame_count: int) -> list[Image.Image]:CODE
LOW…-pet/scripts/derive_running_left_from_running_right.py53def mirror_strip_preserving_frame_order(CODE
LOWskills/.curated/hatch-pet/scripts/validate_atlas.py37def transparent_rgb_residue_count(image: Image.Image) -> int:CODE
LOWskills/.curated/hatch-pet/scripts/compose_atlas.py69def compose_from_source_atlas(path: Path, resize_source: bool) -> Image.Image:CODE
LOW…enerate-library/scripts/createComponentWithVariants.js36async function createComponentWithVariants(config, runId) {CODE
LOW…ls/.curated/figma-use/references/component-patterns.md437async function getLocalComponentMetadata(componentId) {CODE
LOW…ls/.curated/figma-use/references/component-patterns.md460async function getPublishedComponentMetadata(componentKey) {CODE
LOW….curated/figma-use/references/effect-style-patterns.md101function applyEffectStyleToMatchingNodes(styleId, nodeNamePattern) {CODE
LOW…urated/figma-use/references/plugin-api-standalone.d.ts210 * function someNestedFunctionCallThatClosesThePlugin() {COMMENT
LOW…lls/.curated/figma-use/references/variable-patterns.md260async function listVariableCollectionsAndVariables() {CODE
LOW…s/.curated/figma-use/references/text-style-patterns.md181async function applyTextStyleToMatchingNodes(styleId, nodeNamePattern) {CODE
LOWskills/.curated/speech/scripts/text_to_speech.py143def _extract_retry_after_seconds(exc: Exception) -> Optional[float]:CODE
LOW…cloudflare-deploy/references/argo-smart-routing/api.md159async function enableArgoWithErrorHandling(client: Cloudflare, zoneId: string) {CODE
LOW…cloudflare-deploy/references/argo-smart-routing/api.md192def enable_argo_with_error_handling(client: Cloudflare, zone_id: str):CODE
LOW….curated/cloudflare-deploy/references/turn/patterns.md60function filterICEServersForBrowser(urls: string[]): string[] {CODE
LOW…ills/.curated/transcribe/scripts/transcribe_diarize.py43def _normalize_response_format(value: Optional[str]) -> str:CODE
LOW…ills/.curated/transcribe/scripts/transcribe_diarize.py55def _normalize_chunking_strategy(value: Optional[str]) -> Any:CODE
Unused Imports39 hits · 39 pts
SeverityFileLineSnippetContext
LOW…/.system/plugin-creator/scripts/create_basic_plugin.py4CODE
LOWskills/.system/skill-installer/scripts/github_utils.py4CODE
LOWskills/.system/skill-installer/scripts/list-skills.py4CODE
LOW…m/skill-installer/scripts/install-skill-from-github.py4CODE
LOWskills/.system/imagegen/scripts/image_gen.py9CODE
LOWskills/.system/imagegen/scripts/image_gen.py346CODE
LOW…/.curated/migrate-to-codex/scripts/migrate-to-codex.py7CODE
LOWskills/.curated/migrate-to-codex/scripts/cli.py9CODE
LOWskills/.curated/migrate-to-codex/scripts/utils/util.py1CODE
LOWskills/.curated/migrate-to-codex/scripts/utils/scan.py1CODE
LOW…s/.curated/migrate-to-codex/scripts/migrate/plugins.py9CODE
LOW…rated/migrate-to-codex/scripts/migrate/codex_config.py9CODE
LOW…lls/.curated/migrate-to-codex/scripts/migrate/hooks.py3CODE
LOW…ls/.curated/migrate-to-codex/scripts/migrate/skills.py11CODE
LOW…rated/migrate-to-codex/scripts/migrate/instructions.py9CODE
LOW…ls/.curated/migrate-to-codex/scripts/migrate/agents.py9CODE
LOW…ls/.curated/migrate-to-codex/scripts/migrate/common.py9CODE
LOW…/.curated/migrate-to-codex/scripts/migrate/settings.py9CODE
LOW…ills/.curated/migrate-to-codex/scripts/migrate/mcps.py10CODE
LOWskills/.curated/screenshot/scripts/take_screenshot.py4CODE
LOWskills/.curated/hatch-pet/scripts/inspect_frames.py4CODE
LOWskills/.curated/hatch-pet/scripts/prepare_pet_run.py4CODE
LOW…lls/.curated/hatch-pet/scripts/extract_strip_frames.py4CODE
LOWskills/.curated/hatch-pet/scripts/make_contact_sheet.py4CODE
LOW…curated/hatch-pet/scripts/render_animation_previews.py4CODE
LOW…-pet/scripts/derive_running_left_from_running_right.py4CODE
LOWskills/.curated/hatch-pet/scripts/validate_atlas.py4CODE
LOWskills/.curated/hatch-pet/scripts/compose_atlas.py4CODE
LOW…ills/.curated/jupyter-notebook/scripts/new_notebook.py1CODE
LOWskills/.curated/speech/scripts/text_to_speech.py7CODE
LOW…a-code-connect-components/scripts/normalize_node_id.py4CODE
LOWskills/.curated/gh-fix-ci/scripts/inspect_pr_checks.py2CODE
LOW…ills/.curated/transcribe/scripts/transcribe_diarize.py4CODE
LOW….curated/gh-address-comments/scripts/fetch_comments.py16CODE
LOW…ecurity-ownership-map/scripts/community_maintainers.py4CODE
LOW…ed/security-ownership-map/scripts/run_ownership_map.py4CODE
LOW…ed/security-ownership-map/scripts/run_ownership_map.py137CODE
LOW…ated/security-ownership-map/scripts/query_ownership.py4CODE
LOW…/security-ownership-map/scripts/build_ownership_map.py4CODE
Modern AI Meta-Vocabulary12 hits · 36 pts
SeverityFileLineSnippetContext
MEDIUM…ills/.system/openai-docs/references/prompting-guide.md155## Creative drafting guardrailsCOMMENT
MEDIUMskills/.curated/migrate-to-codex/scripts/cli.py209# Conversion orchestrationCOMMENT
MEDIUMskills/.curated/migrate-to-codex/scripts/cli.py473# Deployment orchestrationCOMMENT
MEDIUM…d/chatgpt-apps/references/upstream-example-workflow.md48### 3. Local fallback scaffoldCOMMENT
MEDIUM…ated/cloudflare-deploy/references/workers-ai/README.md55### Embeddings (Semantic Search/RAG)COMMENT
MEDIUM…ated/cloudflare-deploy/references/workers-ai/README.md112## RAG vs Direct GenerationCOMMENT
MEDIUM…ated/cloudflare-deploy/references/workers-ai/README.md114### Use RAG (Vectorize + Workers AI) When:COMMENT
MEDIUM…ed/cloudflare-deploy/references/workers-ai/patterns.md3## RAG (Retrieval-Augmented Generation)COMMENT
MEDIUM…oudflare-deploy/references/workers-ai/configuration.md79## RAG Setup (with Vectorize)COMMENT
MEDIUM…rated/cloudflare-deploy/references/vectorize/README.md98### RAG PatternCOMMENT
MEDIUM…ted/cloudflare-deploy/references/vectorize/patterns.md24## RAG PatternCOMMENT
MEDIUM…lls/.curated/openai-docs/references/prompting-guide.md155## Creative drafting guardrailsCOMMENT
Fake / Example Data10 hits · 10 pts
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LOW…tion-meeting-intelligence/examples/customer-meeting.md10query: "Acme Corp"CODE
LOWskills/.curated/playwright/SKILL.md98"$PWCLI" fill e1 "user@example.com"CODE
LOWskills/.curated/playwright/references/workflows.md21pwcli fill e1 "user@example.com"CODE
LOWskills/.curated/playwright/references/cli.md29pwcli fill e5 "user@example.com"CODE
LOW…loudflare-deploy/references/terraform/configuration.md184 include { email = ["admin@example.com"] }CODE
LOW….curated/cloudflare-deploy/references/workflows/api.md142 params: { userId: 'user123', email: 'user@example.com' }CODE
LOW…dflare-deploy/references/browser-rendering/patterns.md60await page.getByLabel("Email").fill("user@example.com");CODE
LOW…ated/cloudflare-deploy/references/email-routing/api.md135 from: { name: "Acme Corp", email: "noreply@yourdomain.com" },CODE
LOW…cloudflare-deploy/references/email-routing/patterns.md7const allowed = ["user@example.com", "trusted@corp.com"];CODE
LOW…ated/cloudflare-deploy/references/email-workers/api.md178msg.setSender({ name: 'John Doe', addr: 'john@example.com' });CODE
Synthetic Comment Markers2 hits · 10 pts
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HIGH…igma-generate-library/references/code-connect-setup.md2424. In the Inspect panel, the code snippet should show the Code Connect output instead of auto-generated code.CODE
HIGH….curated/cloudflare-deploy/references/ai-search/api.md33 response: string; // AI-generated answerCODE
Deep Nesting9 hits · 9 pts
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LOWskills/.system/skill-creator/scripts/init_skill.py230CODE
LOW…m/skill-installer/scripts/install-skill-from-github.py269CODE
LOW…lls/.curated/migrate-to-codex/scripts/migrate/hooks.py118CODE
LOWskills/.curated/screenshot/scripts/take_screenshot.py153CODE
LOWskills/.curated/screenshot/scripts/take_screenshot.py420CODE
LOWskills/.curated/hatch-pet/scripts/prepare_pet_run.py385CODE
LOW…lls/.curated/hatch-pet/scripts/extract_strip_frames.py122CODE
LOW…ated/security-ownership-map/scripts/query_ownership.py447CODE
LOW…/security-ownership-map/scripts/build_ownership_map.py421CODE
Docstring Block Structure1 hit · 5 pts
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HIGHskills/.system/skill-creator/scripts/init_skill.py259 Initialize a new skill directory with template SKILL.md. Args: skill_name: Name of the skill pSTRING
Redundant / Tautological Comments3 hits · 4 pts
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LOWskills/.system/skill-creator/scripts/init_skill.py274 # Check if directory already existsCOMMENT
LOWskills/.curated/vercel-deploy/scripts/deploy.sh182# Check if input is a .tgz file or a directoryCOMMENT
LOWskills/.curated/vercel-deploy/scripts/deploy.sh208 # Check if this is a static HTML project (no package.json)COMMENT
Over-Commented Block2 hits · 2 pts
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LOWskills/.curated/render-deploy/assets/docker.yaml41 maxmemoryPolicy: allkeys-lruCOMMENT
LOWskills/.curated/render-deploy/assets/docker.yaml61# EXPOSE 10000COMMENT
Example Usage Blocks1 hit · 2 pts
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LOW…urated/figma-use/references/plugin-api-standalone.d.ts2392 * ## Example usageCOMMENT
Modern Structural Boilerplate1 hit · 1 pts
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LOW…ills/.curated/jupyter-notebook/scripts/new_notebook.py36def update_title(notebook: dict[str, Any], kind: str, title: str) -> None:CODE