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AI Slop Code RIsk Monitor

tech-leads-club/agent-skills

The secure, validated skill registry for professional AI coding agents. Extend Antigravity, Claude Code, Cursor, Copilot and more with absolute confidence.

4.2 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for tech-leads-club/agent-skills, a TypeScript project with 7,046 GitHub stars. SynthScan examined 208,676 lines of code across 1112 source files, recording 368 pattern matches distributed across 20 syntactic categories. The legacy adjusted pattern signal is 4.2 (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.

4.2
Adjusted Signal
4.2
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
7.0K
Stars
TypeScript
Language
208.7K
Lines of Code
1.1K
Files
368
Pattern Hits
2026-10-12
Scan Date
0.04
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 7.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 211 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.7/100 · LOW

Are imports declared and package/API names verified? 71 finding(s).

Agent Over-Engineering Ratio 6.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 113 finding(s).

PR Review Velocity Impact 17.6/100 · LOW

Which changes need focused human review? 368 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 27MEDIUM 94LOW 234

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 368 distinct pattern matches across 20 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.

Structural Annotation Overuse123 hits · 213 pts
SeverityFileLineSnippetContext
LOW⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md477### Step 1: Analyze CodebaseCOMMENT
LOW⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md481### Step 2: Create Resources via MCPCOMMENT
LOW⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md487### Step 3: Configure Environment VariablesCOMMENT
LOW⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md493### Step 4: Verify DeploymentCOMMENT
LOW…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md268### Step 1: Analyze CodebaseCOMMENT
LOW…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md272### Step 2: Generate render.yamlCOMMENT
LOW…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md334### Step 3: Validate ConfigurationCOMMENT
LOW…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md352### Step 4: Commit and PushCOMMENT
LOW…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md370### Step 5: Generate DeeplinkCOMMENT
LOW…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md400### Step 6: Guide UserCOMMENT
LOW…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md416### Step 7: Verify DeploymentCOMMENT
LOW…ls/(cloud)/render-deploy/references/direct-creation.md7### Step 1: Analyze CodebaseCOMMENT
LOW…ls/(cloud)/render-deploy/references/direct-creation.md11### Step 2: Create Resources via MCPCOMMENT
LOW…ls/(cloud)/render-deploy/references/direct-creation.md81### Step 3: Configure Environment VariablesCOMMENT
LOW…ls/(cloud)/render-deploy/references/direct-creation.md98### Step 4: Verify DeploymentCOMMENT
LOW…lls-catalog/skills/(development)/harness-eval/SKILL.md95### Step 1: Resolve SKILL_DIRCOMMENT
LOW…lls-catalog/skills/(development)/harness-eval/SKILL.md110### Step 2: Inventory + claim deckCOMMENT
LOW⚡…lls-catalog/skills/(development)/harness-eval/SKILL.md136### Step 3: Track A (deterministic) — always runCOMMENT
LOW⚡…lls-catalog/skills/(development)/harness-eval/SKILL.md146### Step 4: Track B — Judge1COMMENT
LOW⚡…lls-catalog/skills/(development)/harness-eval/SKILL.md152### Step 5: Track B — Judge2 (blind)COMMENT
LOW⚡…lls-catalog/skills/(development)/harness-eval/SKILL.md160### Step 6: Merge Track B agreementCOMMENT
LOW⚡…lls-catalog/skills/(development)/harness-eval/SKILL.md168### Step 7: Track C — surface deckCOMMENT
LOW⚡…lls-catalog/skills/(development)/harness-eval/SKILL.md176### Step 8: Track C — Usefulness Judge1COMMENT
LOW⚡…lls-catalog/skills/(development)/harness-eval/SKILL.md182### Step 9: Track C — Usefulness Judge2 (blind)COMMENT
LOW⚡…lls-catalog/skills/(development)/harness-eval/SKILL.md190### Step 10: Merge Track C agreementCOMMENT
LOW⚡…lls-catalog/skills/(development)/harness-eval/SKILL.md198### Step 11: Present resultsCOMMENT
LOW…/skills-catalog/skills/(development)/codenavi/SKILL.md32### Step 1: BriefingCOMMENT
LOW…/skills-catalog/skills/(development)/codenavi/SKILL.md46### Step 2: ReconCOMMENT
LOW…/skills-catalog/skills/(development)/codenavi/SKILL.md64### Step 3: PlanCOMMENT
LOW…/skills-catalog/skills/(development)/codenavi/SKILL.md86### Step 4: ExecuteCOMMENT
LOW…/skills-catalog/skills/(development)/codenavi/SKILL.md117### Step 5: VerifyCOMMENT
LOW…/skills-catalog/skills/(development)/codenavi/SKILL.md128### Step 6: DebriefCOMMENT
LOW⚡…ills-catalog/skills/(development)/docs-writer/SKILL.md10## Step 1: Understand the goal and create a planCOMMENT
LOW⚡…ills-catalog/skills/(development)/docs-writer/SKILL.md16## Step 2: Investigate and gather informationCOMMENT
LOW⚡…ills-catalog/skills/(development)/docs-writer/SKILL.md22## Step 3: Write or edit the documentationCOMMENT
LOW…ills-catalog/skills/(development)/docs-writer/SKILL.md35## Step 4: Verify and finalizeCOMMENT
LOW…s/skills-catalog/skills/(creation)/create-rfc/SKILL.md52### Step 1: Gather Context (if not provided)COMMENT
LOW…s/skills-catalog/skills/(creation)/create-rfc/SKILL.md98### Step 2: Validate Mandatory FieldsCOMMENT
LOW⚡…s/skills-catalog/skills/(creation)/create-rfc/SKILL.md114### Step 3: Detect RFC Type and Tailor SectionsCOMMENT
LOW⚡…s/skills-catalog/skills/(creation)/create-rfc/SKILL.md124### Step 4: Generate RFC DocumentCOMMENT
LOW⚡…s/skills-catalog/skills/(creation)/create-rfc/SKILL.md128### Step 5: Offer Next StepsCOMMENT
LOW…skills/(creation)/create-technical-design-doc/SKILL.md227### Step 1: Initial GatheringCOMMENT
LOW…skills/(creation)/create-technical-design-doc/SKILL.md276### Step 2: Validate Mandatory InformationCOMMENT
LOW…skills/(creation)/create-technical-design-doc/SKILL.md337### Step 3: Check for Critical SectionsCOMMENT
LOW…skills/(creation)/create-technical-design-doc/SKILL.md381### Step 4: Offer Suggested SectionsCOMMENT
LOW…skills/(creation)/create-technical-design-doc/SKILL.md415### Step 5: Generate DocumentCOMMENT
LOW…skills/(creation)/create-technical-design-doc/SKILL.md419### Step 6: Offer Confluence IntegrationCOMMENT
LOW…s/skills-catalog/skills/(creation)/create-adr/SKILL.md69### Step 1: Gather Context (if not provided)COMMENT
LOW…s/skills-catalog/skills/(creation)/create-adr/SKILL.md115### Step 2: Validate Mandatory FieldsCOMMENT
LOW⚡…s/skills-catalog/skills/(creation)/create-adr/SKILL.md135### Step 3: Assign ADR NumberCOMMENT
LOW⚡…s/skills-catalog/skills/(creation)/create-adr/SKILL.md144### Step 4: Generate the ADRCOMMENT
LOW⚡…s/skills-catalog/skills/(creation)/create-adr/SKILL.md148### Step 5: Offer File PlacementCOMMENT
LOW⚡…r-decomposition/references/domain-analysis-examples.md400### Step 1: Concepts ExtractedCOMMENT
LOW⚡…r-decomposition/references/domain-analysis-examples.md406### Step 2: Language GroupsCOMMENT
LOW⚡…r-decomposition/references/domain-analysis-examples.md410### Step 3: Subdomains IdentifiedCOMMENT
LOW⚡…r-decomposition/references/domain-analysis-examples.md417### Step 4: Cohesion MatrixCOMMENT
LOW⚡…r-decomposition/references/domain-analysis-examples.md422### Step 5: Issues FoundCOMMENT
LOW⚡…r-decomposition/references/domain-analysis-examples.md427### Step 6: RecommendationsCOMMENT
LOW⚡…alog/skills/(architecture)/domain-analysis/EXAMPLES.md400### Step 1: Concepts ExtractedCOMMENT
LOW⚡…alog/skills/(architecture)/domain-analysis/EXAMPLES.md406### Step 2: Language GroupsCOMMENT
63 more matches not shown…
Decorative Section Separators48 hits · 150 pts
SeverityFileLineSnippetContext
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml8 # ============================================================================COMMENT
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml11 # ============================================================================COMMENT
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml66 # ============================================================================COMMENT
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml69 # ============================================================================COMMENT
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml79 # ============================================================================COMMENT
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml82 # ============================================================================COMMENT
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml256 # ============================================================================COMMENT
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml259 # ============================================================================COMMENT
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml269 # ============================================================================COMMENT
MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml272 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml52 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml55 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml100 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml103 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml122 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml125 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml136 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml139 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml176 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml179 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml197 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml200 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml345 # ============================================================================COMMENT
MEDIUMpackages/skills-catalog/security-scan-allowlist.yaml348 # ============================================================================COMMENT
MEDIUM…/nestjs-modular-monolith/references/state-isolation.md83// ═══════════════════════════════════════════COMMENT
MEDIUM…/nestjs-modular-monolith/references/state-isolation.md85// ═══════════════════════════════════════════COMMENT
MEDIUM…/nestjs-modular-monolith/references/state-isolation.md96// ═══════════════════════════════════════════COMMENT
MEDIUM…/nestjs-modular-monolith/references/state-isolation.md98// ═══════════════════════════════════════════COMMENT
MEDIUM…/nestjs-modular-monolith/references/state-isolation.md130// ═══════════════════════════════════════════COMMENT
MEDIUM…/nestjs-modular-monolith/references/state-isolation.md132// ═══════════════════════════════════════════COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh52# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh54# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh71# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh73# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh89# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh91# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh109# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh111# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh128# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh130# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh147# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh149# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh167# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh169# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh188# ─────────────────────────────────────────────────COMMENT
MEDIUM…/nestjs-modular-monolith/scripts/validate-isolation.sh190# ─────────────────────────────────────────────────COMMENT
MEDIUMpackages/cli/src/components/Header.tsx74 <Text color="#334155">────── </Text>CODE
MEDIUMpackages/cli/src/components/Header.tsx78 <Text color="#334155"> ──────</Text>CODE
Hallucination Indicators13 hits · 130 pts
SeverityFileLineSnippetContext
CRITICAL…kills/(cloud)/cloudflare-deploy/references/ddos/api.md41const entrypointRuleset = await client.zones.rulesets.phases.entrypoint.get('ddos_l7', {CODE
CRITICAL…kills/(cloud)/cloudflare-deploy/references/ddos/api.md46await client.zones.rulesets.phases.entrypoint.update('ddos_l7', {CODE
CRITICAL…kills/(cloud)/cloudflare-deploy/references/ddos/api.md66const l4Ruleset = await client.accounts.rulesets.phases.entrypoint.get('ddos_l4', {CODE
CRITICAL…/(cloud)/cloudflare-deploy/references/ddos/patterns.md20await client.accounts.rulesets.phases.entrypoint.update('ddos_l7', {CODE
CRITICAL…/(cloud)/cloudflare-deploy/references/ddos/patterns.md71 return client.zones.rulesets.phases.entrypoint.update('ddos_l7', {CODE
CRITICAL…/(cloud)/cloudflare-deploy/references/ddos/patterns.md151await client.zones.rulesets.phases.entrypoint.update('ddos_l7', {CODE
CRITICAL…/(cloud)/cloudflare-deploy/references/ddos/patterns.md163await client.zones.rulesets.phases.entrypoint.update('http_request_firewall_managed', {CODE
CRITICAL…/(cloud)/cloudflare-deploy/references/ddos/patterns.md169await client.zones.rulesets.phases.entrypoint.update('http_ratelimit', {CODE
CRITICAL…/(cloud)/cloudflare-deploy/references/ddos/patterns.md181await client.zones.rulesets.phases.entrypoint.update('http_request_sbfm', {CODE
CRITICAL…/(cloud)/cloudflare-deploy/references/ddos/patterns.md201await client.zones.rulesets.phases.entrypoint.update('http_request_cache_settings', {CODE
CRITICAL…udflare-deploy/references/workers-for-platforms/api.md24await client.workersForPlatforms.dispatch.namespaces.scripts.update(namespace, scriptName, {CODE
CRITICAL…re-deploy/references/workers-for-platforms/patterns.md153 await client.workersForPlatforms.dispatch.namespaces.scripts.update('production', name, {CODE
CRITICAL…ills/(cloud)/cloudflare-deploy/references/pages/api.md189const data = await event.locals.runtime.env.DB.prepare('SELECT * FROM users').all()CODE
Magic Placeholder Names18 hits · 110 pts
SeverityFileLineSnippetContext
HIGH⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md1752. Add this to `~/.cursor/mcp.json` (replace `<YOUR_API_KEY>`):CODE
HIGH⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md1752. Add this to `~/.cursor/mcp.json` (replace `<YOUR_API_KEY>`):CODE
HIGH⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md183 "Authorization": "Bearer <YOUR_API_KEY>"CODE
HIGH⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md183 "Authorization": "Bearer <YOUR_API_KEY>"CODE
HIGH⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md2022. Add the MCP server with Claude Code (replace `<YOUR_API_KEY>`):CODE
HIGH⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md2022. Add the MCP server with Claude Code (replace `<YOUR_API_KEY>`):CODE
HIGH⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md205claude mcp add --transport http render https://mcp.render.com/mcp --header "Authorization: Bearer <YOUR_API_KEY>"CODE
HIGH⚡…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md205claude mcp add --transport http render https://mcp.render.com/mcp --header "Authorization: Bearer <YOUR_API_KEY>"CODE
HIGH…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md422. **NEVER include actual API keys in examples** - Always use placeholders like `<YOUR_API_KEY>` or `rnd_xxxxx`CODE
HIGH…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md422. **NEVER include actual API keys in examples** - Always use placeholders like `<YOUR_API_KEY>` or `rnd_xxxxx`CODE
HIGH…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md55 - Replace `<YOUR_API_KEY>` with their actual keyCODE
HIGH…s/skills-catalog/skills/(cloud)/render-deploy/SKILL.md55 - Replace `<YOUR_API_KEY>` with their actual keyCODE
HIGH…pment)/shopify-developer/references/app-development.md102SHOPIFY_API_KEY=your_api_keyCODE
HIGH…pment)/shopify-developer/references/app-development.md723SHOPIFY_API_KEY = "your_api_key"CODE
HIGH…e)/frontend-blueprint/references/stitch-integration.md112Header: X-Goog-Api-Key: <YOUR-API-KEY>CODE
HIGH…e)/frontend-blueprint/references/stitch-integration.md112Header: X-Goog-Api-Key: <YOUR-API-KEY>CODE
HIGH…e)/frontend-blueprint/references/stitch-integration.md130 "X-Goog-Api-Key": "YOUR-API-KEY"CODE
HIGH…e)/frontend-blueprint/references/stitch-integration.md138<tool> mcp add stitch --transport http https://stitch.googleapis.com/mcp --header "X-Goog-Api-Key: YOUR-API-KEY"CODE
Excessive Try-Catch Wrapping35 hits · 78 pts
SeverityFileLineSnippetContext
LOW…cloudflare-deploy/references/argo-smart-routing/api.md219 except Exception as e:CODE
LOW…/skills/(development)/tlc-spec-lean/scripts/lessons.py60 except Exception:CODE
MEDIUM…/skills/(development)/tlc-spec-lean/scripts/lessons.py57def _parse_date(s):CODE
LOW…kills/(development)/tlc-spec-driven/scripts/lessons.py60 except Exception:CODE
MEDIUM…kills/(development)/tlc-spec-driven/scripts/lessons.py57def _parse_date(s):CODE
LOW…s/(creation)/skill-architect/scripts/validate_skill.py313 except Exception as e:CODE
MEDIUM…/excalidraw-studio/scripts/split-excalidraw-library.py67 print(f"Error: No .excalidrawlib file found in {directory}")CODE
MEDIUM…/excalidraw-studio/scripts/split-excalidraw-library.py72 print(f"Error: Multiple .excalidrawlib files found in {directory}")CODE
MEDIUM…/excalidraw-studio/scripts/split-excalidraw-library.py89 print(f"Error: Directory not found: {library_dir}")CODE
MEDIUM…/excalidraw-studio/scripts/split-excalidraw-library.py93 print(f"Error: Path is not a directory: {library_dir}")CODE
MEDIUM…/excalidraw-studio/scripts/split-excalidraw-library.py107 print("Error: Invalid library file format (missing 'libraryItems')")CODE
MEDIUM⚡…ling)/excalidraw-studio/scripts/add-icon-to-diagram.py365 print("Error: --library-path requires a path argument")CODE
MEDIUM⚡…ling)/excalidraw-studio/scripts/add-icon-to-diagram.py372 print("Error: --label requires a text argument")CODE
MEDIUM⚡…ling)/excalidraw-studio/scripts/add-icon-to-diagram.py381 print(f"Error: Unknown option: {sys.argv[i]}")CODE
MEDIUM⚡…ling)/excalidraw-studio/scripts/add-icon-to-diagram.py386 print(f"Error: Diagram file not found: {diagram_path}")CODE
MEDIUM⚡…ling)/excalidraw-studio/scripts/add-icon-to-diagram.py390 print(f"Error: Library path not found: {library_path}")CODE
LOW⚡…ling)/excalidraw-studio/scripts/add-icon-to-diagram.py397 except Exception as e:CODE
MEDIUM⚡…ling)/excalidraw-studio/scripts/add-icon-to-diagram.py398 print(f"Error: {e}")CODE
MEDIUM⚡…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py267 print(f"Error: Invalid style '{style}'. Must be: solid, dashed, or dotted")CODE
MEDIUM⚡…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py271 print("Error: --style requires an argument")CODE
MEDIUM⚡…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py278 print("Error: --color requires an argument")CODE
MEDIUM⚡…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py285 print("Error: --label requires a text argument")CODE
MEDIUM⚡…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py294 print(f"Error: Unknown option: {sys.argv[i]}")CODE
MEDIUM⚡…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py299 print(f"Error: Diagram file not found: {diagram_path}")CODE
LOW⚡…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py306 except Exception as e:CODE
MEDIUM⚡…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py307 print(f"Error: {e}")CODE
MEDIUM…kills/(tooling)/gh-fix-ci/scripts/inspect_pr_checks.py100 print("Error: not inside a Git repository.", file=sys.stderr)CODE
MEDIUM…kills/(tooling)/gh-fix-ci/scripts/inspect_pr_checks.py152 print("Error: gh is not installed or not on PATH.", file=sys.stderr)CODE
MEDIUM…kills/(tooling)/gh-fix-ci/scripts/inspect_pr_checks.py173 print("Error: unable to parse PR JSON.", file=sys.stderr)CODE
MEDIUM…kills/(tooling)/gh-fix-ci/scripts/inspect_pr_checks.py177 print("Error: no PR number found.", file=sys.stderr)CODE
MEDIUM…kills/(tooling)/gh-fix-ci/scripts/inspect_pr_checks.py203 print("Error: no usable fields available for gh pr checks.", file=sys.stderr)CODE
MEDIUM…kills/(tooling)/gh-fix-ci/scripts/inspect_pr_checks.py219 print("Error: unable to parse checks JSON.", file=sys.stderr)CODE
MEDIUM…kills/(tooling)/gh-fix-ci/scripts/inspect_pr_checks.py222 print("Error: unexpected checks JSON shape.", file=sys.stderr)CODE
MEDIUM…kills/(tooling)/gh-fix-ci/scripts/inspect_pr_checks.py492 print(f"Error fetching logs: {result['error']}")CODE
MEDIUM…talog/skills/(monitoring)/sentry/scripts/sentry_api.py237 print(f"Error: {exc}", file=sys.stderr)CODE
Modern AI Meta-Vocabulary12 hits · 32 pts
SeverityFileLineSnippetContext
MEDIUM…oud)/cloudflare-deploy/references/workers-ai/README.md59### Embeddings (Semantic Search/RAG)COMMENT
MEDIUM…oud)/cloudflare-deploy/references/workers-ai/README.md118## RAG vs Direct GenerationCOMMENT
MEDIUM…oud)/cloudflare-deploy/references/workers-ai/README.md120### Use RAG (Vectorize + Workers AI) When:COMMENT
MEDIUM…d)/cloudflare-deploy/references/workers-ai/patterns.md3## RAG (Retrieval-Augmented Generation)COMMENT
MEDIUM…oudflare-deploy/references/workers-ai/configuration.md80## RAG Setup (with Vectorize)COMMENT
MEDIUM…loud)/cloudflare-deploy/references/vectorize/README.md98### RAG PatternCOMMENT
MEDIUM…ud)/cloudflare-deploy/references/vectorize/patterns.md24## RAG PatternCOMMENT
MEDIUM…log/skills/(development)/rails-dev/references/model.md75# Don't: service object orchestrating a recordCOMMENT
MEDIUMpackages/marketplace/public/llms.txt28- [Antigravity](https://agent-skills.techleads.club/agents/antigravity/): Google's agentic coding (VS Code). Installs toCODE
MEDIUMpackages/marketplace/public/llms.txt30- [Claude Code](https://agent-skills.techleads.club/agents/claude-code/): Anthropic's agentic coding tool. Installs to .CODE
MEDIUMpackages/marketplace/public/llms.txt110- [Run Nx Generator](https://agent-skills.techleads.club/skills/nx-generate/): Generate code using Nx generators — scaffCODE
MEDIUMpackages/marketplace/public/llms.txt145- [TLC AI Dev Flow](https://agent-skills.techleads.club/tlc-ai-dev-flow/): v1 skills for agentic software factories: disCODE
Deep Nesting30 hits · 30 pts
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LOW…/(cloud)/aws-advisor/scripts/architecture_validator.py192CODE
LOW…(development)/harness-eval/scripts/merge_usefulness.py184CODE
LOW…velopment)/harness-eval/scripts/track_a_correctness.py292CODE
LOW…velopment)/harness-eval/scripts/track_a_correctness.py445CODE
LOW…velopment)/harness-eval/scripts/track_a_correctness.py496CODE
LOW…velopment)/harness-eval/scripts/track_a_correctness.py650CODE
LOW…development)/harness-eval/scripts/inventory_extract.py250CODE
LOW…development)/harness-eval/scripts/inventory_extract.py311CODE
LOW…development)/harness-eval/scripts/inventory_extract.py403CODE
LOW…development)/harness-eval/scripts/inventory_extract.py506CODE
LOW…development)/harness-eval/scripts/inventory_extract.py541CODE
LOW…kills/(development)/harness-eval/scripts/slim_fanin.py65CODE
LOW…kills/(development)/harness-eval/scripts/slim_fanin.py135CODE
LOW…s/(development)/tlc-spec-lean/scripts/validate_plan.py191CODE
LOW…s/(development)/tlc-spec-lean/scripts/validate_plan.py276CODE
LOW…s/(development)/tlc-spec-lean/scripts/validate_plan.py331CODE
LOW…skills/(development)/tlc-spec-lean/scripts/selftest.py252CODE
LOW…opment)/tlc-spec-lean/scripts/validate_verification.py150CODE
LOW…(development)/tlc-spec-lean/scripts/validate_checks.py158CODE
LOW…(development)/tlc-spec-lean/scripts/validate_checks.py238CODE
LOW…development)/tlc-spec-driven/scripts/validate_tasks.py80CODE
LOW…(development)/tlc-spec-driven/scripts/validate_spec.py145CODE
LOW…ling)/excalidraw-studio/scripts/add-icon-to-diagram.py61CODE
LOW…ling)/excalidraw-studio/scripts/add-icon-to-diagram.py330CODE
LOW…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py234CODE
LOW…talog/skills/(monitoring)/sentry/scripts/sentry_api.py206CODE
LOW…alog/skills/(quality)/the-judge/scripts/review_gate.py84CODE
LOW…og/skills/(quality)/the-judge/scripts/scan_bypasses.py33CODE
LOW…ity)/security-ownership-map/scripts/query_ownership.py447CODE
LOW…/security-ownership-map/scripts/build_ownership_map.py421CODE
Hyper-Verbose Identifiers26 hits · 26 pts
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LOWlibs/core/src/lib/services/skills-provider.service.ts186function loadLocalCategoryMetadata(CODE
LOWlibs/core/src/lib/services/registry.service.ts214function pruneOrphanedSkillCacheFiles(CODE
LOW…cloudflare-deploy/references/argo-smart-routing/api.md171async function enableArgoWithErrorHandling(client: Cloudflare, zoneId: string) {CODE
LOW…cloudflare-deploy/references/argo-smart-routing/api.md205def enable_argo_with_error_handling(client: Cloudflare, zone_id: str):CODE
LOW…/(cloud)/cloudflare-deploy/references/turn/patterns.md61function filterICEServersForBrowser(urls: string[]): string[] {CODE
LOW…velopment)/harness-eval/scripts/track_a_correctness.py251def is_concrete_checkable_cite(cite: str) -> bool:CODE
LOW…skills/(development)/harness-eval/scripts/doc_scope.py45def is_excluded_decision_record(rel_path: str) -> bool:CODE
LOW…kills/(development)/harness-eval/scripts/slim_fanin.py65def discover_harness_markdown(root: Path) -> list[Path]:CODE
LOW…s/(creation)/skill-architect/scripts/validate_skill.py98def _parse_frontmatter_stdlib(frontmatter_raw: str) -> dict[str, Any]:CODE
LOW…ular-decomposition/references/pattern-03-flattening.md490function findRootNamespacesWithCode(namespaces, sourceFiles) {CODE
LOW…ular-decomposition/references/pattern-03-flattening.md562function validateComponentStructure(namespaces, sourceFiles) {CODE
LOW…(architecture)/component-flattening-analysis/README.md483function validateComponentStructure(namespaces, sourceFiles) {CODE
LOW…/(architecture)/component-flattening-analysis/SKILL.md495function findRootNamespacesWithCode(namespaces, sourceFiles) {CODE
LOW…/(architecture)/component-flattening-analysis/SKILL.md567function validateComponentStructure(namespaces, sourceFiles) {CODE
LOW…atalog/skills/(web-automation)/playwright-skill/run.js134function getContextOptionsWithHeaders(options = {}) {CODE
LOWpackages/skills-catalog/src/scan-skills.ts100function isOnlyInfrastructureFailures(issues: ScanIssue[]): boolean {CODE
LOWpackages/marketplace/src/lib/markdown-code-fences.ts39export function mapLinesOutsideCodeFences(markdown: string, transform: (line: string) => string): string {CODE
LOWpackages/marketplace/src/lib/markdown-code-fences.ts48export function findLineOutsideCodeFences(markdown: string, predicate: (line: string) => boolean): string | undefined {CODE
LOWpackages/marketplace/src/lib/safe-markdown-href.ts25export function resolveMarkdownLinkPresentation(href: string | undefined): MarkdownLinkPresentation {CODE
LOWpackages/marketplace/src/lib/skills-filter.ts32export function filterAndSortSkillsWithMeta({CODE
LOWpackages/mcp/src/prompts.ts28function registerDiscoveryAliasPrompt(server: FastMCP): void {CODE
LOWpackages/mcp/src/prompts.ts98export function buildCatalogPromptMessages(CODE
LOWpackages/mcp/src/prompts.ts130export function buildUsePromptNotFoundMessages(CODE
LOWpackages/mcp/src/tools/core/fetcher.ts24export function buildReferenceFilesOutput(CODE
LOWpackages/mcp/src/tools/core/search.ts19export function buildSearchSkillsResponse(results: Array<FuseResult<IndexSkill>>): SearchResponse {CODE
LOWpackages/cli/src/services/config.ts77export async function hasShortcutsBeenDismissed(): Promise<boolean> {CODE
Fake / Example Data19 hits · 19 pts
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LOW…loudflare-deploy/references/terraform/configuration.md184 include { email = ["admin@example.com"] }CODE
LOW…/(cloud)/cloudflare-deploy/references/workflows/api.md182 params: { userId: 'user123', email: 'user@example.com' },CODE
LOW…dflare-deploy/references/browser-rendering/patterns.md61await page.getByLabel('Email').fill('user@example.com')CODE
LOW…oud)/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…oud)/cloudflare-deploy/references/email-workers/api.md175msg.setSender({ name: 'John Doe', addr: 'john@example.com' })CODE
LOW…opment)/shopify-developer/references/liquid-filters.md227{{ "foo@bar.com" | url_encode }}CODE
LOW…ent)/shopify-developer/references/theme-development.md393 {{ 'product-1' | placeholder_svg_tag: 'placeholder' }}CODE
LOW…ent)/shopify-developer/references/theme-development.md645 "placeholder": "Enter store name",CODE
LOW…ent)/shopify-developer/references/theme-development.md660 "placeholder": "Enter footer text"CODE
LOW…ent)/shopify-developer/references/theme-development.md899 "placeholder": "https://www.youtube.com/watch?v=...",CODE
LOW…ent)/shopify-developer/references/theme-development.md1097 "placeholder": "https://twitter.com/username",CODE
LOW…lls/(web-automation)/playwright-skill/API_REFERENCE.md144await page.getByRole('textbox', { name: 'Email' }).fill('user@example.com');CODE
LOW…lls/(web-automation)/playwright-skill/API_REFERENCE.md153await page.locator('input[name="email"]').fill('test@test.com');CODE
LOW…lls/(web-automation)/playwright-skill/API_REFERENCE.md167const row = page.locator('tr').filter({ hasText: 'John Doe' });CODE
LOW…lls/(web-automation)/playwright-skill/API_REFERENCE.md188await page.getByLabel('Email').fill('user@example.com');CODE
LOW…lls/(web-automation)/playwright-skill/API_REFERENCE.md189await page.getByPlaceholder('Enter your name').fill('John Doe');CODE
LOW…lls/(web-automation)/playwright-skill/API_REFERENCE.md376 await loginPage.login('user@example.com', 'password123');CODE
LOW…alog/skills/(web-automation)/playwright-skill/SKILL.md164 await page.fill('input[name="name"]', 'John Doe')CODE
Unused Imports18 hits · 18 pts
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LOW…skills/(cloud)/aws-advisor/scripts/generate_diagram.py15CODE
LOW…(development)/harness-eval/scripts/surfaces_extract.py4CODE
LOW…(development)/harness-eval/scripts/merge_usefulness.py11CODE
LOW…velopment)/harness-eval/scripts/track_a_correctness.py4CODE
LOW…skills/(development)/harness-eval/scripts/doc_scope.py7CODE
LOW…development)/harness-eval/scripts/inventory_extract.py4CODE
LOW…/(development)/harness-eval/scripts/merge_agreement.py4CODE
LOW…kills/(development)/harness-eval/scripts/slim_fanin.py8CODE
LOW…lopment)/gh-address-comments/scripts/fetch_comments.py16CODE
LOW…/excalidraw-studio/scripts/split-excalidraw-library.py20CODE
LOW…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py25CODE
LOW…kills/(tooling)/excalidraw-studio/scripts/add-arrow.py25CODE
LOW…kills/(tooling)/gh-fix-ci/scripts/inspect_pr_checks.py2CODE
LOW…ecurity-ownership-map/scripts/community_maintainers.py4CODE
LOW…y)/security-ownership-map/scripts/run_ownership_map.py4CODE
LOW…y)/security-ownership-map/scripts/run_ownership_map.py137CODE
LOW…ity)/security-ownership-map/scripts/query_ownership.py4CODE
LOW…/security-ownership-map/scripts/build_ownership_map.py4CODE
Empty Error Handlers3 hits · 15 pts
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HIGH…/(cloud)/aws-advisor/scripts/architecture_validator.py223except re.error:CODE
HIGH…velopment)/harness-eval/scripts/track_a_correctness.py305except ValueError:CODE
HIGH…/security-ownership-map/scripts/build_ownership_map.py920except ImportError:CODE
Synthetic Comment Markers2 hits · 10 pts
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HIGH…/(cloud)/cloudflare-deploy/references/ai-search/api.md33 response: string // AI-generated answerCODE
HIGHpackages/marketplace/public/llms.txt101- [Paid Creative AI](https://agent-skills.techleads.club/skills/paid-creative-ai/): When the user wants to create AI-genCODE
AI Slop Vocabulary4 hits · 10 pts
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MEDIUM…velopment)/harness-eval/scripts/track_a_correctness.py550 lines += ["", "### T2", "", "Cited harness refs.", ""]CODE
MEDIUM…skills/(development)/harness-eval/scripts/doc_scope.py13# why: skill trees are agent harness regardless of host product folder nameCOMMENT
MEDIUM…kills/(development)/harness-eval/scripts/slim_fanin.py180 # invariant: run dirs live at <repo>/.harness-eval/runs/<id>COMMENT
MEDIUMpackages/marketplace/src/app/about/page.tsx115│ ├── react-patterns/ # → Skill: React best practicesCODE
Cross-Language Confusion3 hits · 10 pts
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HIGH…ls/(development)/tlc-spec-lean/scripts/check_commit.py14 ln -s <skill-dir>/scripts/check_commit.py .git/hooks/commit-msg && chmod +x .git/hooks/commit-msgSTRING
HIGH…skills/(development)/tlc-spec-lean/scripts/selftest.py102 lambda s: s.replace("| enum value, not null, existing rows backfilled to `active` |", "| |"),CODE
HIGH…/(development)/tlc-spec-driven/scripts/check_commit.py14 ln -s <skill-dir>/scripts/check_commit.py .git/hooks/commit-msg && chmod +x .git/hooks/commit-msgSTRING
Over-Commented Block6 hits · 6 pts
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LOWpackages/skills-catalog/skills/deprecated.yaml1# Deprecated skillsCOMMENT
LOW…(cloud)/cloudflare-deploy/references/images/gotchas.md101// Test with curlCOMMENT
LOW…/nestjs-modular-monolith/scripts/validate-isolation.sh1#!/bin/bashCOMMENT
LOW…e-engine-optimization/templates/robots-ai-crawlers.txt1# robots.txt — AI crawler controls templateCOMMENT
LOW…e-engine-optimization/templates/robots-ai-crawlers.txt21# User-agent: OAI-SearchBotCOMMENT
LOW…e-engine-optimization/templates/robots-ai-crawlers.txt41# Disallow: /COMMENT
Redundant / Tautological Comments4 hits · 6 pts
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LOW…catalog/skills/(cloud)/vercel-deploy/scripts/deploy.sh182# Check if input is a .tgz file or a directoryCOMMENT
LOW…catalog/skills/(cloud)/vercel-deploy/scripts/deploy.sh208 # Check if this is a static HTML project (no package.json)COMMENT
LOW…s/(creation)/skill-architect/scripts/validate_skill.py433 # Check if references are mentioned in bodyCOMMENT
LOW…/skills/(quality)/web-quality-audit/scripts/analyze.sh73# Output results as JSONCOMMENT
Docstring Block Structure1 hit · 5 pts
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HIGH…/excalidraw-studio/scripts/split-excalidraw-library.py52 Find the .excalidrawlib file in the given directory. Args: directory: Directory to search ReturnsSTRING
Self-Referential Comments1 hit · 4 pts
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MEDIUM⚡packages/skills-catalog/security-scan-allowlist.yaml2# This file contains approved exceptions for security warnings in skills.COMMENT
Example Usage Blocks1 hit · 2 pts
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LOW…/nestjs-modular-monolith/scripts/validate-isolation.sh8# Usage:COMMENT
AI Structural Patterns1 hit · 1 pts
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LOW…talog/skills/(monitoring)/sentry/scripts/sentry_api.py24CODE