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AI Slop Code RIsk Monitor

openai/skills

Skills Catalog for Codex

4.7 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for openai/skills, a Python project with 27,984 GitHub stars. SynthScan examined 120,715 lines of code across 703 source files, recording 253 pattern matches distributed across 16 syntactic categories. The legacy adjusted pattern signal is 4.7 (Low pattern signal); it is not an authorship estimate.

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

4.7
Adjusted Signal
4.7
Raw Pattern Score
100%
Time Factor
2026-09-08
Last Push
28.0K
Stars
Python
Language
120.7K
Lines of Code
703
Files
253
Pattern Hits
2026-10-12
Scan Date
0.05
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 8.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 145 finding(s).

Hallucinated Dependency & Supply Chain Risk 10.5/100 · LOW

Are imports declared and package/API names verified? 72 finding(s).

Agent Over-Engineering Ratio 4.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 76 finding(s).

PR Review Velocity Impact 19.3/100 · LOW

Which changes need focused human review? 253 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 13HIGH 19MEDIUM 26LOW 195

Directory Score Breakdown

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

Pattern Findings

The scanner identified 253 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

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
LOW⚡skills/.curated/render-deploy/SKILL.md430### Step 1: Analyze CodebaseCOMMENT
LOW⚡skills/.curated/render-deploy/SKILL.md433### Step 2: Create Resources via MCPCOMMENT
LOW⚡skills/.curated/render-deploy/SKILL.md438### Step 3: Configure Environment VariablesCOMMENT
LOW⚡skills/.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
HIGH⚡skills/.curated/render-deploy/SKILL.md1262) Add this to `~/.cursor/mcp.json` (replace `<YOUR_API_KEY>`):CODE
HIGH⚡skills/.curated/render-deploy/SKILL.md1262) Add this to `~/.cursor/mcp.json` (replace `<YOUR_API_KEY>`):CODE
HIGH⚡skills/.curated/render-deploy/SKILL.md133 "Authorization": "Bearer <YOUR_API_KEY>"CODE
HIGH⚡skills/.curated/render-deploy/SKILL.md133 "Authorization": "Bearer <YOUR_API_KEY>"CODE
HIGH⚡skills/.curated/render-deploy/SKILL.md1512) Add the MCP server with Claude Code (replace `<YOUR_API_KEY>`):CODE
HIGH⚡skills/.curated/render-deploy/SKILL.md1512) Add the MCP server with Claude Code (replace `<YOUR_API_KEY>`):CODE
HIGH⚡skills/.curated/render-deploy/SKILL.md153claude mcp add --transport http render https://mcp.render.com/mcp --header "Authorization: Bearer <YOUR_API_KEY>"CODE
HIGH⚡skills/.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
LOW⚡skills/.system/skill-creator/scripts/init_skill.py295 except Exception as e:CODE
LOW⚡skills/.system/skill-creator/scripts/init_skill.py304 except Exception as e:CODE
LOW⚡skills/.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
Empty Error Handlers6 hits · 30 pts
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HIGHskills/.system/imagegen/scripts/image_gen.py813except Exception:CODE
HIGHskills/.system/imagegen/scripts/image_gen.py831except Exception:CODE
HIGHskills/.curated/screenshot/scripts/take_screenshot.py119except OSError:CODE
HIGHskills/.curated/screenshot/scripts/take_screenshot.py148except OSError:CODE
HIGHskills/.curated/screenshot/scripts/take_screenshot.py301except (TypeError, ValueError):CODE
HIGH…/security-ownership-map/scripts/build_ownership_map.py920except ImportError:CODE
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