Repository Analysis

github/awesome-copilot

Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.

6.4 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of github/awesome-copilot, a JavaScript project with 38,379 GitHub stars. SynthScan v2.0 examined 496,011 lines of code across 2250 source files, recording 1490 pattern matches distributed across 22 syntactic categories. The overall adjusted score of 6.4 places this repository in the Low AI signal band.

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

6.4
Adjusted Score
6.4
Raw Score
100%
Time Factor
2026-08-28
Last Push
38.4K
Stars
JavaScript
Language
496.0K
Lines of Code
2.2K
Files
1.5K
Pattern Hits
2026-08-29
Scan Date
0.10
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 8HIGH 210MEDIUM 311LOW 961

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 1490 distinct pattern matches across 22 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.

Structural Annotation Overuse513 hits · 864 pts
SeverityFileLineSnippetContext
LOWinstructions/agents.instructions.md501### Step 1: Identify ProjectCOMMENT
LOWinstructions/agents.instructions.md678## Step 2: Dependency AuditCOMMENT
LOW…onvert-cassandra-to-spring-data-cosmos.instructions.md367### Step 1: Identify Residual Cassandra FilesCOMMENT
LOW…onvert-cassandra-to-spring-data-cosmos.instructions.md389### Step 2: Run Incremental Compilation ChecksCOMMENT
LOW…onvert-cassandra-to-spring-data-cosmos.instructions.md406### Step 3: Fix Constructor-Related Errors SystematicallyCOMMENT
LOW…onvert-cassandra-to-spring-data-cosmos.instructions.md420### Step 4: Update Tests LastCOMMENT
LOW…onvert-cassandra-to-spring-data-cosmos.instructions.md428### Step 5: Verify Zero Compilation ErrorsCOMMENT
LOW…ons/dotnet-architecture-good-practices.instructions.md117### Step 1: Domain Analysis (REQUIRED)COMMENT
LOW…ons/dotnet-architecture-good-practices.instructions.md126### Step 2: Architecture Review (REQUIRED)COMMENT
LOW…ons/dotnet-architecture-good-practices.instructions.md135### Step 3: Implementation Planning (REQUIRED)COMMENT
LOW…ons/dotnet-architecture-good-practices.instructions.md144### Step 4: Implementation ExecutionCOMMENT
LOW…ons/dotnet-architecture-good-practices.instructions.md154### Step 5: Post-Implementation Review (REQUIRED)COMMENT
LOW…ons/dataverse-python-agentic-workflows.instructions.md90 # Step 1: Quality checkCOMMENT
LOW…ons/dataverse-python-agentic-workflows.instructions.md94 # Step 2: Enrich dataCOMMENT
LOW…ons/dataverse-python-agentic-workflows.instructions.md98 # Step 3: Sync to external systemsCOMMENT
LOW…ons/power-bi-devops-alm-best-practices.instructions.md473 # Step 1: Export current state as emergency backupCOMMENT
LOW…ons/power-bi-devops-alm-best-practices.instructions.md477 # Step 2: Restore from backupCOMMENT
LOW…ons/power-bi-devops-alm-best-practices.instructions.md486 # Step 3: Validate rollbackCOMMENT
LOWinstructions/tailwind-v4-vite.instructions.md20### Step 1: Install DependenciesCOMMENT
LOWinstructions/tailwind-v4-vite.instructions.md28### Step 2: Configure Vite PluginCOMMENT
LOWinstructions/tailwind-v4-vite.instructions.md60### Step 3: Import Tailwind CSSCOMMENT
LOWinstructions/tailwind-v4-vite.instructions.md68### Step 4: Verify CSS Import in Entry PointCOMMENT
LOWinstructions/tailwind-v4-vite.instructions.md77### Step 5: Start Development ServerCOMMENT
LOW…otnet-maui-9-to-dotnet-maui-10-upgrade.instructions.md132#### Step 1: Install CommunityToolkit.MvvmCOMMENT
LOW…otnet-maui-9-to-dotnet-maui-10-upgrade.instructions.md138#### Step 2: Define Message ClassesCOMMENT
LOW…otnet-maui-9-to-dotnet-maui-10-upgrade.instructions.md156#### Step 3: Update Send CallsCOMMENT
LOW…otnet-maui-9-to-dotnet-maui-10-upgrade.instructions.md172#### Step 4: Update Subscribe CallsCOMMENT
LOW…otnet-maui-9-to-dotnet-maui-10-upgrade.instructions.md213#### Step 5: Unregister When DoneCOMMENT
LOWplugins/napkin/README.md29### Step 1: Say "let's napkin"COMMENT
LOWplugins/napkin/README.md35### Step 2: Your whiteboard opensCOMMENT
LOWplugins/napkin/README.md41### Step 3: Draw and brainstormCOMMENT
LOWplugins/napkin/README.md47### Step 4: Share with CopilotCOMMENT
LOWplugins/napkin/README.md53### Step 5: Copilot respondsCOMMENT
LOWplugins/project-documenter/README.md37### Step 1: DiscoverCOMMENT
LOWplugins/project-documenter/README.md46### Step 2: Generate DiagramsCOMMENT
LOWplugins/project-documenter/README.md60### Step 3: Write MarkdownCOMMENT
LOWplugins/project-documenter/README.md75### Step 4: Word DocumentCOMMENT
LOWplugins/project-documenter/README.md85### Step 5: VerifyCOMMENT
LOW…ite/src/content/docs/learning-hub/agentic-workflows.md131### Step 1: Create the Workflow FileCOMMENT
LOW…ite/src/content/docs/learning-hub/agentic-workflows.md139### Step 2: Add FrontmatterCOMMENT
LOW…ite/src/content/docs/learning-hub/agentic-workflows.md167### Step 3: Write Clear InstructionsCOMMENT
LOW…ite/src/content/docs/learning-hub/agentic-workflows.md187### Step 4: Validate and TestCOMMENT
LOW…ite/src/content/docs/learning-hub/agentic-workflows.md194### Step 5: Submit Your ContributionCOMMENT
LOW…content/docs/learning-hub/creating-effective-skills.md290## Step 1: AnalysisCOMMENT
LOW…content/docs/learning-hub/creating-effective-skills.md293## Step 2: GenerationCOMMENT
LOW…content/docs/learning-hub/creating-effective-skills.md296## Step 3: ValidationCOMMENT
LOW…/docs/learning-hub/cli-for-beginners/06-mcp-servers.md573# Step 1: Use filesystem MCP to explore the book appCOMMENT
LOW…/docs/learning-hub/cli-for-beginners/06-mcp-servers.md582# Step 2: Use GitHub MCP to check recent changesCOMMENT
LOW…/docs/learning-hub/cli-for-beginners/06-mcp-servers.md590# Step 3: Use Context7 MCP for best practicesCOMMENT
LOW…/docs/learning-hub/cli-for-beginners/06-mcp-servers.md599# Step 4: Synthesize a recommendationCOMMENT
LOW…ning-hub/cli-for-beginners/03-development-workflows.md839# Step 1: ReviewCOMMENT
LOW…ning-hub/cli-for-beginners/03-development-workflows.md842# Step 2: RefactorCOMMENT
LOW…ning-hub/cli-for-beginners/03-development-workflows.md845# Step 3: TestCOMMENT
LOW…ning-hub/cli-for-beginners/03-development-workflows.md852# Step 4: ReviewCOMMENT
LOW…ning-hub/cli-for-beginners/03-development-workflows.md855# Step 5: CommitCOMMENT
LOW…/docs/learning-hub/cli-for-beginners/00-quick-start.md156### Step 1: Test Copilot CLICOMMENT
LOW…/docs/learning-hub/cli-for-beginners/00-quick-start.md185### Step 2: Run the Sample Book AppCOMMENT
LOW…/docs/learning-hub/cli-for-beginners/00-quick-start.md198### Step 3: Try Copilot CLI with the Book AppCOMMENT
LOW…-hub/cli-for-beginners/02-context-and-conversations.md650# Step 1: Start with structureCOMMENT
LOW…-hub/cli-for-beginners/02-context-and-conversations.md653# Step 2: Narrow based on answerCOMMENT
453 more matches not shown…
Decorative Section Separators196 hits · 614 pts
SeverityFileLineSnippetContext
MEDIUMinstructions/shell.instructions.md53# ============================================================================COMMENT
MEDIUMinstructions/shell.instructions.md55# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/accessibility-report.md45# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/accessibility-report.md47# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/pr-visualization.md54# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/pr-visualization.md56# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/pr-visualization.md104# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/pr-visualization.md106# ============================================================================COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py20# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py22# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py36# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py38# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py59# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py61# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py76# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py78# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py106# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py108# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py139# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py141# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py173# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/error_recovery_hooks.py175# ---------------------------------------------------------------------------COMMENT
MEDIUM…book/copilot-sdk/python/recipe/accessibility_report.py12# ============================================================================COMMENT
MEDIUM…book/copilot-sdk/python/recipe/accessibility_report.py14# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/recipe/pr_visualization.py16# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/recipe/pr_visualization.py18# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/recipe/pr_visualization.py66# ============================================================================COMMENT
MEDIUMcookbook/copilot-sdk/python/recipe/pr_visualization.py68# ============================================================================COMMENT
MEDIUM…/copilot-sdk/python/recipe/pyinstaller_frozen_build.py25# ---------------------------------------------------------------------------COMMENT
MEDIUM…/copilot-sdk/python/recipe/pyinstaller_frozen_build.py27# ---------------------------------------------------------------------------COMMENT
MEDIUM…/copilot-sdk/python/recipe/pyinstaller_frozen_build.py61# ---------------------------------------------------------------------------COMMENT
MEDIUM…/copilot-sdk/python/recipe/pyinstaller_frozen_build.py63# ---------------------------------------------------------------------------COMMENT
MEDIUM…/copilot-sdk/python/recipe/pyinstaller_frozen_build.py85# ---------------------------------------------------------------------------COMMENT
MEDIUM…/copilot-sdk/python/recipe/pyinstaller_frozen_build.py87# ---------------------------------------------------------------------------COMMENT
MEDIUM…/copilot-sdk/python/recipe/pyinstaller_frozen_build.py108# ---------------------------------------------------------------------------COMMENT
MEDIUM…/copilot-sdk/python/recipe/pyinstaller_frozen_build.py110# ---------------------------------------------------------------------------COMMENT
MEDIUMextensions/arcade-canvas/game/hud.js394 // ── Hotkey picker ─────────────────────────────────────────COMMENT
MEDIUMextensions/arcade-canvas/game/hud.js407 // ── Pause hotkey picker ────────────────────────────────────COMMENT
MEDIUMextensions/arcade-canvas/game/hud.js420 // ── Unpause hotkey picker ──────────────────────────────────COMMENT
MEDIUMextensions/arcade-canvas/game/hud.js657 // ── Clear scores ────────────────────────────────────────────COMMENT
MEDIUMextensions/arcade-canvas/game/scenes/BaseScene.js421 // ── Ready screen ───────────────────────────────────────────────────────────COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh15# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh17# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh22# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh24# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh34# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh36# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh56# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh58# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh83# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh88# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh124# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh126# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh131# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh133# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh152# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/tool-guardian/guard-tool.sh154# ---------------------------------------------------------------------------COMMENT
MEDIUMhooks/fix-broken-links/link-fix.sh36# ── Hook stdin ────────────────────────────────────────────────────────────────COMMENT
MEDIUMhooks/fix-broken-links/link-fix.sh87# ── Helpers ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMhooks/fix-broken-links/link-fix.sh254# ── File discovery ────────────────────────────────────────────────────────────COMMENT
136 more matches not shown…
Cross-Language Confusion152 hits · 581 pts
SeverityFileLineSnippetContext
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1011 if (ncx >= gb.x && ncx <= gb.x + gb.w && ncy >= gb.y && ncy <= gb.y + gb.h) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1021let dragging = null, dragOffX = 0, dragOffY = 0;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1022let draggingGroup = null, groupDragNodes = []; // for RG/group box draggingCODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1029let _selectedNodeId = null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1038 if (wasSelected) {{ _selectedNodeId = null; return; }}CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1110 let _vnetBounds = null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1113 const _hasPriv = NODES.some(n => n.private && n.type !== 'pe');CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1114 const _hasVNI = VNET_INFO && VNET_INFO.length > 0;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1116 if (_pg.length > 0 && (_hasPriv || _hasVNI || _hasPe)) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1128 const hasPrivateNodes = NODES.some(n => n.private && n.type !== 'pe');CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1129 const hasVNetInfo = VNET_INFO && VNET_INFO.length > 0;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1131 const showVNet = hasPrivateNodes || hasVNetInfo || hasPeNodes;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1133 if (privateGroups.length > 0 && showVNet) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1236 return cx >= gb.x && cx <= gb.x + gb.w && cy >= gb.y && cy <= gb.y + gb.h;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1242 if (HIERARCHY.length > 1 && useRgLayout) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1245 const subRgBoxes = groupBoxes.filter(gb => gb.isRG && gb.subscription === sub.subscription);CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1322 if (hit && tmin < tmax) return true;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1329 if (gi1 < 0 || gi2 < 0) return null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1329 if (gi1 < 0 || gi2 < 0) return null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1332 const yOverlap = g1.y < g2.y + g2.h && g2.y < g1.y + g1.h;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1333 if (!yOverlap) return null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1337 return null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1364 if (aIsH === bIsH) return null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1374 if (vx > hx1 + MM && vx < hx2 - MM &&CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1375 hy > vy1 + MM && hy < vy2 - MM) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1378 return null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1498 if (gi === _fromGrp || gi === _toGrp) continue;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1501 sectionObstacles.push(gb);CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1509 const inAnchor = (a) => (a.x > _vnetBounds.x && a.x < _vnetBounds.x + _vnetBounds.wCODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1510 && a.y > _vnetBounds.y && a.y < _vnetBounds.y + _vnetBounds.h);CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1516 if (val > L && val < R) return (val - L) <= (R - val) ? L - SECTION_MARGIN : R + SECTION_MARGIN;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1519 if (val > T && val < B) return (val - T) <= (B - val) ? T - SECTION_MARGIN : B + SECTION_MARGIN;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1706 if (!fn || !tn) {{ _edgeSides.push(null); return; }}CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1706 if (!fn || !tn) {{ _edgeSides.push(null); return; }}CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1709 if (!fromBox || !toBox) {{ _edgeSides.push(null); return; }}CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1709 if (!fromBox || !toBox) {{ _edgeSides.push(null); return; }}CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1730 _edgeSides.push({{ exitSide, entrySide, isPeEdge, fromBox, toBox, edge }});CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1744 if (cx >= gb.x && cx <= gb.x + gb.w && cy >= gb.y && cy <= gb.y + gb.h) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1754 if (!info || info.isPeEdge) return;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1756 if (sg === undefined || tg === undefined) return;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1756 if (sg === undefined || tg === undefined) return;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1844 const _ck = _sg !== undefined && _tg !== undefined && _sg !== _tgCODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1845 ? Math.min(_sg, _tg) + '_' + Math.max(_sg, _tg) : null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1846 const _cc = _ck ? _chMap[_ck] : null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1853 let midX = (_cc && _cc.axis === 'x') ? _cc.value + _co : (sp.x + ep.x) / 2 + _co;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1963 if (Math.abs(_a.x - _b.x) > 1 && Math.abs(_a.y - _b.y) > 1) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1971 if (Math.abs(_a.x - _b.x) <= 1 && Math.abs(_a.y - _b.y) <= 1) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1974 if ((Math.abs(_a.x - _b.x) <= 1 && Math.abs(_b.x - _c.x) <= 1) ||CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1975 (Math.abs(_a.y - _b.y) <= 1 && Math.abs(_b.y - _c.y) <= 1)) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py1980 _allEdgePaths.push({{ edge, pts, isPeEdge }});CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2030 if (Math.abs(_a.x - _b.x) > 1 && Math.abs(_a.y - _b.y) > 1) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2037 if (Math.abs(_a.x - _b.x) <= 1 && Math.abs(_a.y - _b.y) <= 1) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2040 if ((Math.abs(_a.x - _b.x) <= 1 && Math.abs(_b.x - _c.x) <= 1) ||CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2041 (Math.abs(_a.y - _b.y) <= 1 && Math.abs(_b.y - _c.y) <= 1)) {{CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2111 if (_allEdgePaths[i].isPeEdge || _tried.has(i)) continue;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2115 if (worstIdx < 0 || worstCnt === 0) break;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2122 let bestPts = origPts, bestCnt = worstCnt, bestSide = null;CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2153 if (p2.y < _gbTop) {{ _marginEdges.top.push(i); }}CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2154 else if (p2.y > _gbBottom) {{ _marginEdges.bottom.push(i); }}CODE
HIGH…ills/azure-architecture-autopilot/scripts/generator.py2157 if (p2.x < _gbLeft) {{ _marginEdges.left.push(i); }}CODE
92 more matches not shown…
Modern AI Meta-Vocabulary68 hits · 175 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md15New to GitHub Copilot customization? The **[Learning Hub](https://awesome-copilot.github.com/learning-hub)** on the websCODE
MEDIUMCONTRIBUTING.md17 - [Adding Agentic Workflows](#adding-agentic-workflows)CODE
MEDIUMCONTRIBUTING.md378[Agentic Workflows](https://github.github.com/gh-aw) are AI-powered repository automations that run coding agents in GitCODE
MEDIUMinstructions/dart-n-flutter.instructions.md395#### Use dependency injection.COMMENT
MEDIUMinstructions/agent-skills.instructions.md185 ├── scaffold.py # Code scaffold the AI agent customizesCODE
MEDIUM…ons/dataverse-python-agentic-workflows.instructions.md523- [Release Plan: Agentic Workflows](https://learn.microsoft.com/en-us/power-platform/release-plan/2025wave2/data-platforCODE
MEDIUMinstructions/vue.instructions.md86## Provide / Inject (dependency injection)COMMENT
MEDIUMinstructions/exclude-prompt-data.instructions.md35 (the word `this` in `## this Title` is scaffolding, not heading text)CODE
MEDIUMplugins/external.json577 "description": "Repo: https://github.com/arilivigni/gh-skills-builder\nThis plugin is for people that want to createCODE
MEDIUM…content/docs/learning-hub/creating-effective-skills.md310# scaffold-featureCOMMENT
MEDIUM…/docs/learning-hub/using-automations-in-copilot-app.md101## Practical guardrailsCOMMENT
MEDIUM…ing-hub/advanced-copilot-cli/05-add-feature-barcode.md39## The agentic loopCOMMENT
MEDIUM…g-hub/advanced-copilot-cli/07-manage-infrastructure.md69### Start the databases and scaffold the serverCOMMENT
MEDIUM…ntent/docs/learning-hub/copilot-workshops/cli/index.md8**[GitHub Copilot CLI](https://docs.github.com/copilot/concepts/agents/about-copilot-cli)** puts GitHub Copilot in your CODE
MEDIUMagents/csharp-mcp-expert.agent.md9You are a world-class expert in building Model Context Protocol (MCP) servers using the C# SDK. You have deep knowledge CODE
MEDIUMagents/rug-orchestrator.agent.md198### 5. Doing "just the orchestration logic" yourselfCOMMENT
MEDIUMagents/azure-verified-modules-owner-triage.agent.md138### Concurrency guardrailsCOMMENT
MEDIUMagents/gem-orchestrator.agent.md11# ORCHESTRATOR: Team lead: orchestrate planning, implementation, verification.COMMENT
MEDIUMdocs/README.agents.md140| [Meta Agentic Project Scaffold](../agents/meta-agentic-project-scaffold.agent.md)<br />[![Install in VS Code](https://CODE
MEDIUMdocs/README.agents.md193| [Repo Architect Agent](../agents/repo-architect.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_CODE
MEDIUMdocs/README.instructions.md79| [Dataverse SDK for Python - Agentic Workflows Guide](../instructions/dataverse-python-agentic-workflows.instructions.mCODE
MEDIUMdocs/README.workflows.md3[Agentic Workflows](https://github.github.com/gh-aw) are AI-powered repository automations that run coding agents in GitCODE
MEDIUMdocs/README.workflows.md6See [CONTRIBUTING.md](../CONTRIBUTING.md#adding-agentic-workflows) for guidelines on how to contribute new workflows, imCODE
MEDIUM.github/plugin/marketplace.json833 "description": "Repo: https://github.com/arilivigni/gh-skills-builder\nThis plugin is for people that want to creaCODE
MEDIUM.github/workflows/agentics-maintenance.yml24# This file defines the generated agentic maintenance workflow for this repository.COMMENT
MEDIUM.github/agents/agentic-workflows.md45- Configuration: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/github-agentic-workflows.md`CODE
MEDIUM.github/agents/agentic-workflows.md69**Prompt file**: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/create-agentic-workflow.md`CODE
MEDIUM.github/agents/agentic-workflows.md79**Prompt file**: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/update-agentic-workflow.md`CODE
MEDIUM.github/agents/agentic-workflows.md89**Prompt file**: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/debug-agentic-workflow.md`CODE
MEDIUM.github/agents/agentic-workflows.md99**Prompt file**: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/upgrade-agentic-workflows.md`CODE
MEDIUM.github/agents/agentic-workflows.md119**Prompt file**: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/create-shared-agentic-workflow.md`CODE
MEDIUM.github/agents/agentic-workflows.md193# Initialize repository for agentic workflowsCOMMENT
MEDIUM.github/agents/agentic-workflows.md225- Always reference the instructions file at `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/github-agentCODE
MEDIUMskills/mini-context-graph/SKILL.md45# ===== INGEST WITH FULL RAG + WIKI =====COMMENT
MEDIUMskills/mini-context-graph/scripts/contextgraph.py106 # LLM Wiki + RAG methods — store raw content & provenanceCOMMENT
MEDIUM…lls/azure-architecture-autopilot/references/ai-data.md234### RAG ChatbotCOMMENT
MEDIUM…re-architecture-autopilot/references/phase1-advisor.md856├── main.bicep # Main orchestrationCODE
MEDIUM…e-architecture-autopilot/references/bicep-generator.md92├── main.bicep # Main orchestration — module calls and parameter passingCODE
MEDIUMskills/daily-focus-board/references/customize.md22## Optional — the "shared signals" bridge (for multi-agent workshop users)COMMENT
MEDIUMskills/github-actions-efficiency/SKILL.md40### 2. Apply guardrailsCOMMENT
MEDIUMskills/mcp-security-audit/SKILL.md278- [OWASP ASI-02: Insecure Tool Use](https://owasp.org/www-project-agentic-ai-threats/)CODE
MEDIUMskills/phoenix-evals/references/evaluators-rag.md1# Evaluators: RAG SystemsCOMMENT
MEDIUMskills/phoenix-evals/references/evaluators-rag.md85## RAG Failure TaxonomyCOMMENT
MEDIUM…phoenix-evals/references/experiments-running-python.md35# With context (RAG)COMMENT
MEDIUM…lls/phoenix-evals/references/common-mistakes-python.md118# RIGHT for RAG evaluation — fetch child spans for retriever/LLM metricsCOMMENT
MEDIUMskills/agent-owasp-compliance/SKILL.md321- [OWASP Agentic AI Threats](https://owasp.org/www-project-agentic-ai-threats/)CODE
MEDIUMskills/github-codespaces-efficiency/SKILL.md39### 2. Apply guardrailsCOMMENT
MEDIUMskills/cli-mastery/references/module-4-agents.md36## Agent orchestration patternsCOMMENT
MEDIUMskills/arize-instrumentation/SKILL.md91- **Python frameworks:** [LangChain](https://arize.com/docs/ax/integrations/python-agent-frameworks/langchain), [LangGraCODE
MEDIUMskills/python-pypi-package-builder/scripts/scaffold.py740# Main scaffoldSTRING
MEDIUMskills/phoenix-tracing/references/annotations-python.md85## RAG Pipeline ExampleCOMMENT
MEDIUM…s/phoenix-tracing/references/annotations-typescript.md126## RAG Pipeline ExampleCOMMENT
MEDIUMskills/foundry-agent-sync/SKILL.md133### Step 1 — Locate or scaffold the manifestCOMMENT
MEDIUMskills/foundry-agent-sync/SKILL.md137### Step 2 — Locate or scaffold the sync scriptCOMMENT
MEDIUMskills/oo-component-documentation/SKILL.md48- LNG-001: **C#/.NET** - async/await, dependency injection, configuration, disposal, options patternsCODE
MEDIUMskills/rhino3d-scripts/SKILL.md40### Python: minimal scaffoldCOMMENT
MEDIUMskills/rhino3d-scripts/SKILL.md72### VBScript: minimal scaffoldCOMMENT
MEDIUMskills/azure-developer-cli/SKILL.md27## Apply safety guardrailsCOMMENT
MEDIUM…ls/azure-developer-cli/references/project-structure.md15| |-- main.bicep # Bicep orchestration entry pointCODE
MEDIUMskills/pinecone-rag/SKILL.md18# Pinecone RAG SkillCOMMENT
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Excessive Try-Catch Wrapping119 hits · 174 pts
SeverityFileLineSnippetContext
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MEDIUM…ctions/dataverse-python-error-handling.instructions.md358 print(f"Error Code: {error_code}")CODE
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MEDIUMinstructions/copilot-sdk-python.instructions.md187 print(f"Error: {event.data.message}")CODE
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LOWcookbook/copilot-sdk/python/error-handling.md54except Exception as e:CODE
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MEDIUMcookbook/copilot-sdk/python/recipe/error_handling.py21 print(f"Error: {e}")CODE
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LOWhooks/attester-import-check/check-imports.py147 except Exception:CODE
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LOW…/mini-context-graph/scripts/template_agent_workflow.py72 except Exception as e:CODE
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LOW…/mini-context-graph/scripts/template_agent_workflow.py162 except Exception as e:CODE
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LOWskills/acquire-codebase-knowledge/scripts/scan.py524 except Exception:CODE
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LOWskills/acquire-codebase-knowledge/scripts/scan.py335 except Exception:CODE
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LOWskills/acquire-codebase-knowledge/scripts/scan.py370 except Exception:CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py393 except Exception:CODE
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LOWskills/acquire-codebase-knowledge/scripts/scan.py437 except Exception:CODE
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LOWskills/poka-yoke/references/lang-python.md131 except Exception:CODE
LOWskills/code-tour/scripts/validate_tour.py45 except Exception:CODE
LOWskills/code-tour/scripts/validate_tour.py52 except Exception:CODE
LOWskills/code-tour/scripts/validate_tour.py112 except Exception:CODE
LOWskills/convert-pdf-to-md/scripts/convert_pdf_to_md.py112 except Exception as exc: # noqa: BLE001CODE
LOWskills/convert-pdf-to-md/scripts/convert_pdf_to_md.py126 except Exception as exc: # noqa: BLE001CODE
LOWskills/convert-pdf-to-md/scripts/convert_pdf_to_md.py138 except Exception as exc: # noqa: BLE001CODE
LOWskills/convert-pdf-to-md/scripts/convert_pdf_to_md.py154 except Exception as exc: # noqa: BLE001CODE
LOWskills/convert-pdf-to-md/scripts/convert_pdf_to_md.py215 except Exception as exc: # noqa: BLE001 - surface any conversion errorCODE
LOW…ptimize-simplicite-logs/scripts/simplicite-log2json.py100 except Exception as e:CODE
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Cross-File Repetition31 hits · 155 pts
SeverityFileLineSnippetContext
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HIGHcookbook/copilot-sdk/python/accessibility-report.md0based on the accessibility report you just generated for %s, create playwright accessibility tests in java. include testSTRING
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HIGHskills/convert-word-to-md/scripts/convert_word_to_md.py0import markitdown, failing with a clear, actionable message if absent.STRING
Hyper-Verbose Identifiers116 hits · 117 pts
SeverityFileLineSnippetContext
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LOWinstructions/playwright-python.instructions.md14- **Clarity**: Use descriptive test titles (e.g., def test_navigation_link_works():) that clearly state their intent. AdCODE
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Hallucination Indicators8 hits · 80 pts
SeverityFileLineSnippetContext
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CRITICAL…onvert-cassandra-to-spring-data-cosmos.instructions.md873**Error**: `java.lang.NoSuchMethodError: 'boolean io.netty.internal.tcnative.SSLContext.setCurvesList(long, java.lang.StCODE
CRITICAL…ions/convert-jpa-to-spring-data-cosmos.instructions.md275 return new org.springframework.security.core.userdetails.User(user.getLogin(), user.getPassword(), grantedAuthoritCODE
CRITICAL…taverse-python-authentication-security.instructions.md346from azure.core.exceptions import ClientAuthenticationErrorCODE
CRITICALagents/dotnet-maui.agent.md110Microsoft.Maui.Handlers.ButtonHandler.Mapper.AppendToMapping("Custom", (handler, view) =>CODE
CRITICALskills/salesforce-component-standards/SKILL.md154if (!Schema.sObjectType.Account.fields.Revenue__c.isAccessible()) {CODE
CRITICALskills/salesforce-apex-quality/SKILL.md55if (!Schema.sObjectType.Contact.fields.Email.isAccessible()) {CODE
Magic Placeholder Names12 hits · 65 pts
SeverityFileLineSnippetContext
HIGHinstructions/copilot-sdk-go.instructions.md392 APIKey: "your-api-key",CODE
HIGH…s/dataverse-python-real-world-usecases.instructions.md380 api_key="your-api-key"CODE
HIGHinstructions/copilot-sdk-python.instructions.md427 "api_key": "your-api-key"STRING
HIGHinstructions/copilot-sdk-nodejs.instructions.md412 apiKey: "your-api-key",CODE
HIGHinstructions/copilot-sdk-csharp.instructions.md375 ApiKey = "your-api-key"CODE
HIGHplugins/flowstudio-power-automate/README.md59 "headers": { "x-api-key": "<YOUR_TOKEN>" }CODE
HIGHskills/phoenix-cli/SKILL.md56export PHOENIX_API_KEY=your-api-key # if auth is enabledCODE
HIGHskills/phoenix-tracing/references/setup-typescript.md41export PHOENIX_API_KEY="your-api-key"CODE
HIGHskills/phoenix-tracing/references/setup-python.md34export PHOENIX_API_KEY="your-api-key" # Required for Phoenix CloudCODE
HIGHskills/security-review/references/secret-patterns.md170"your-api-key-here"CODE
HIGHskills/security-review/references/secret-patterns.md171"<YOUR_API_KEY>"CODE
HIGHskills/security-review/references/secret-patterns.md171"<YOUR_API_KEY>"CODE
Fake / Example Data60 hits · 64 pts
SeverityFileLineSnippetContext
LOWinstructions/use-cliche-data-in-docs.instructions.md116 name: 'Acme Corp',CODE
LOWinstructions/use-cliche-data-in-docs.instructions.md131 "user": "admin@example.com",CODE
LOWinstructions/copilot-sdk-go.instructions.md629 Name: "John Doe",CODE
LOW…s/dataverse-python-real-world-usecases.instructions.md714 account_id = app.create_account("Acme Inc", "555-0100")CODE
LOW…s/dataverse-python-real-world-usecases.instructions.md714 account_id = app.create_account("Acme Inc", "555-0100")CODE
LOW…s/dataverse-python-real-world-usecases.instructions.md721 app.update_account(account_id, telephone1="555-0199")CODE
LOW…ctions/dataverse-python-best-practices.instructions.md167 "telephone1": "555-0100",CODE
LOW…ons/dataverse-python-testing-debugging.instructions.md89 "name": "Acme Inc",CODE
LOW…ons/dataverse-python-testing-debugging.instructions.md90 "telephone1": "555-0100",CODE
LOW…ons/dataverse-python-testing-debugging.instructions.md241 dataverse_client.update("account", test_account, {"telephone1": "555-0100"})CODE
LOW…ons/dataverse-python-testing-debugging.instructions.md244 assert account["telephone1"] == "555-0100"CODE
LOW…uctions/dataverse-python-api-reference.instructions.md48client.update("account", "guid-here", {"telephone1": "555-0100"})CODE
LOWinstructions/copilot-sdk-python.instructions.md629 name="John Doe",STRING
LOW…ompt-engineering-safety-best-practices.instructions.md737is_valid_email("user@example.com") # Should return TrueCODE
LOWinstructions/copilot-sdk-nodejs.instructions.md652 name: "John Doe",CODE
LOWinstructions/dataverse-python-sdk.instructions.md36account_id = client.create("account", {"name": "Acme, Inc.", "telephone1": "555-0100"})[0]CODE
LOWinstructions/dataverse-python-sdk.instructions.md42client.update("account", account_id, {"telephone1": "555-0199"})CODE
LOWinstructions/dataverse-python-sdk.instructions.md52client.update("account", ids, {"telephone1": "555-0200"})CODE
LOWinstructions/dataverse-python-sdk.instructions.md55client.update("account", ids, [{"telephone1": "555-1200"}, {"telephone1": "555-1300"}])CODE
LOW…/power-bi-data-modeling-best-practices.instructions.md296CustomerName: "John Doe", "John Smith", "Jane Doe", "Bob Johnson"CODE
LOW…/power-bi-data-modeling-best-practices.instructions.md296CustomerName: "John Doe", "John Smith", "Jane Doe", "Bob Johnson"CODE
LOW…averse-python-performance-optimization.instructions.md152 {"telephone1": "555-0100"},CODE
LOW…averse-python-performance-optimization.instructions.md153 {"telephone1": "555-0200"},CODE
LOW…averse-python-performance-optimization.instructions.md154 {"telephone1": "555-0300"},CODE
LOWinstructions/copilot-sdk-csharp.instructions.md560 Name = "John Doe",CODE
LOWinstructions/copilot-sdk-java.instructions.md799 new UserInfo(userId, "John Doe", "john@example.com", "Developer")STRING
LOWagents/react18-test-guardian.agent.md283 expect(screen.getByText('John Doe')).toBeInTheDocument();CODE
LOWskills/gdpr-compliant/references/data-rights.md47 "email": "user@example.com",CODE
LOWskills/batch-files/SKILL.md223call :greet "Jane Doe"CODE
LOWskills/markdown-to-html/references/hugo.md184 author = 'John Doe'CODE
LOWskills/markdown-to-html/references/hugo.md200author = 'John Doe'CODE
LOWskills/spring-boot-testing/references/mockmvc-tester.md90 assertThat(response.getCustomer().getName()).isEqualTo("John Doe");CODE
LOW…ills/spring-boot-testing/references/mockmvc-classic.md109.andExpect(jsonPath("$.customer.name").value("John Doe"))CODE
LOWskills/gen-specs-as-issues/SKILL.md29- Identify "placeholder" code that lacks real functionalityCODE
LOWskills/azure-devops-cli/references/advanced-usage.md97az repos pr list --query "[?contains(reviewers[?displayName=='John Doe'].displayName, 'John Doe')]"CODE
LOW…/azure-devops-cli/references/workflows-and-patterns.md583# Usage: bulk_update_work_items "SELECT ID FROM WorkItems WHERE State='New'" --state "Active" --assigned-to "user@examplCOMMENT
LOWskills/power-platform-architect/SKILL.md99NOTE: In your architecture recommendation you *should* include *users*! Because the human users of this system is going CODE
LOWskills/cosmosdb-datamodeling/SKILL.md196 "name": "John Doe",CODE
LOWskills/cosmosdb-datamodeling/SKILL.md470 "customerName": "John Doe" // Include customer name to avoid lookupCODE
LOWskills/cosmosdb-datamodeling/SKILL.md665 "name": "John Doe",CODE
LOWskills/phoenix-tracing/references/span-retriever.md53 "author": "Jane Doe",CODE
LOWskills/resemble-detect/references/api-reference.md219 "name": "Jane Doe"CODE
LOWskills/resemble-detect/references/api-reference.md237 { "uuid": "...", "name": "Jane Doe", "confidence": 0.92, "distance": 0.08 }CODE
LOW…lls/react18-enzyme-to-rtl/references/async-patterns.md55 expect(wrapper.find('.user-name').text()).toBe('John Doe');CODE
LOW…lls/react18-enzyme-to-rtl/references/async-patterns.md68 expect(await screen.findByText('John Doe')).toBeInTheDocument();CODE
LOW…lls/react18-enzyme-to-rtl/references/enzyme-api-map.md185 target: { value: 'user@example.com' }CODE
LOW…lls/react18-enzyme-to-rtl/references/enzyme-api-map.md194 email: 'user@example.com',CODE
LOW…lls/react18-enzyme-to-rtl/references/enzyme-api-map.md212 await user.type(screen.getByLabelText(/email/i), 'user@example.com');CODE
LOW…lls/react18-enzyme-to-rtl/references/enzyme-api-map.md219 email: 'user@example.com',CODE
LOWskills/security-review/references/secret-patterns.md103- Lorem ipsum textCODE
LOWskills/refactor/SKILL.md207- sendEmail('user@example.com', 'Hello', '...');CODE
LOWskills/refactor/SKILL.md234+ const email = Email.create('user@example.com');CODE
LOWskills/refactor/SKILL.md235+ const phone = new PhoneNumber('1', '555-1234');CODE
LOWskills/quality-playbook/quality_gate.py640 return "placeholder"CODE
LOWskills/quality-playbook/quality_gate.py966 elif status == "placeholder":CODE
LOWskills/quality-playbook/quality_gate.py1150 elif status == "placeholder":CODE
LOWskills/quality-playbook/quality_gate.py1225 elif status == "placeholder":CODE
LOWskills/quality-playbook/quality_gate.py630 """Return one of: 'valid', 'placeholder', 'future', 'bad_format', 'empty'.STRING
LOWskills/quality-playbook/quality_gate.py633 as 'placeholder' rather than 'bad_format'. The bash version's order wasSTRING
LOWskills/quality-playbook/references/challenge_gate.md35> - Is this development scaffolding? Values with names like "change-me", "placeholder", "example", "default", "TODO" areCODE
Over-Commented Block61 hits · 59 pts
SeverityFileLineSnippetContext
LOW…tions/self-explanatory-code-commenting.instructions.md101COMMENT
LOW…ng-hub/cli-for-beginners/07-putting-it-all-together.md81# Pytest-helper agent produces:COMMENT
LOWagents/aem-frontend-specialist.agent.md281# STEP 2: Extract design tokens and variablesCOMMENT
LOWagents/spark-performance.agent.md61### step 5.1 After Every Review, CREATE:COMMENT
LOWcookbook/copilot-sdk/python/managing-local-files.md81# Groups files like:COMMENT
LOWcookbook/copilot-sdk/dotnet/managing-local-files.md81// documents/ -> .pdf, .docx, .txtCOMMENT
LOWcookbook/copilot-sdk/dotnet/recipe/ralph-loop.cs1#:package GitHub.Copilot.SDK@*COMMENT
LOWextensions/arcade-canvas/game/game.js101 // stay OFF. Calling setClickThrough(false) also triggers set_focus() in Rust,COMMENT
LOWextensions/arcade-canvas/game/hud.js1// ── HUD Logic ──COMMENT
LOWhooks/tool-guardian/guard-tool.sh1#!/bin/bashCOMMENT
LOWhooks/fix-broken-links/link-fix.sh1#!/bin/bashCOMMENT
LOWhooks/secrets-scanner/scan-secrets.sh1#!/bin/bashCOMMENT
LOWhooks/dependency-license-checker/check-licenses.sh1#!/bin/bashCOMMENT
LOW.github/workflows/copilot-workshops-sync.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"108ab49b9f7ff64384b1684e4dbb96b2ed20248f7ce44aadd105412ad34COMMENT
LOW.github/workflows/copilot-workshops-sync.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/copilot-workshops-sync.lock.yml41# - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)COMMENT
LOW.github/workflows/pr-duplicate-check.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"c4bf579582c4086263bafa20678ed2875220919d340720656d7a7511f0eCOMMENT
LOW.github/workflows/pr-duplicate-check.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/pr-duplicate-check.lock.yml41# - actions/setup-node@820762786026740c76f36085b0efc47a31fe5020 # v7.0.0COMMENT
LOW.github/workflows/resource-staleness-report.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"a2b3254dba98f5d3a46841e2f2c939a6909c8045158ab079219fa141cbcCOMMENT
LOW.github/workflows/resource-staleness-report.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/resource-staleness-report.lock.yml41# - actions/setup-node@820762786026740c76f36085b0efc47a31fe5020 # v7.0.0COMMENT
LOW.github/workflows/cli-for-beginners-sync.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"e3f2550d5791d43527217e604df3e07ee4354209a733e4beb18b02213afCOMMENT
LOW.github/workflows/cli-for-beginners-sync.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/cli-for-beginners-sync.lock.yml41# - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)COMMENT
LOW.github/workflows/duplicate-resource-detector.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"a9f23f276f50c5d0ec075a2f482d2ef43d6cb7b3c7042624a461017cb9aCOMMENT
LOW.github/workflows/duplicate-resource-detector.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/duplicate-resource-detector.lock.yml41# - actions/setup-node@820762786026740c76f36085b0efc47a31fe5020 # v7.0.0COMMENT
LOW.github/workflows/codeowner-update.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"eee5557beebca58fbbe2106fb8577c61ac5c2c645edcd5e7c8aaa8b14d0COMMENT
LOW.github/workflows/codeowner-update.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/codeowner-update.lock.yml41# - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)COMMENT
LOW.github/workflows/learning-hub-updater.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"71be7bf13cd61ce7e5d48a2d2e5978e9be648bdc956d1684b2da2bca4caCOMMENT
LOW.github/workflows/learning-hub-updater.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/learning-hub-updater.lock.yml41# - actions/setup-node@820762786026740c76f36085b0efc47a31fe5020 # v7.0.0COMMENT
LOW.github/workflows/advanced-copilot-cli-sync.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"84d335b3a809f564fbd2f8edd493ebe6d52f770e32ef0ec29ad37b4c121COMMENT
LOW.github/workflows/advanced-copilot-cli-sync.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/advanced-copilot-cli-sync.lock.yml41# - actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0 (source v9)COMMENT
LOW.github/workflows/agentics-maintenance.yml1# This file was automatically generated by pkg/workflow/maintenance_workflow.go (v0.84.3). DO NOT EDIT. To debug this woCOMMENT
LOW.github/workflows/agentics-maintenance.yml21#COMMENT
LOWskills/react-audit-grep-patterns/SKILL.md21# Standard flags used throughout:COMMENT
LOWskills/arize-experiment/SKILL.md261 user_input = ex.get("input") or ex.get("question") or ex.get("prompt") or str(ex)COMMENT
LOWskills/arize-experiment/SKILL.md281 # )COMMENT
LOW…python-pypi-package-builder/references/tooling-ruff.md321# 1. Remove black and isort from dev dependenciesCOMMENT
LOWskills/eval-driven-dev/resources/setup.sh1#!/usr/bin/env bashCOMMENT
LOWskills/flowstudio-power-automate-debug/SKILL.md121# {"actionName": "HTTP_find_AD_User_by_Name", "status": "Failed",COMMENT
LOWskills/containerize-aspnet-framework/SKILL.md241COMMENT
LOWskills/containerize-aspnet-framework/SKILL.md261# - 4.8-windowsservercore-ltsc2019 (Windows Server 2019)COMMENT
LOWskills/containerize-aspnet-framework/SKILL.md301 /p:PublishUrl=C:\publish `COMMENT
LOWskills/containerize-aspnet-framework/SKILL.md321# - 3.5-windowsservercore-ltsc2025 (Windows Server 2025)COMMENT
LOWskills/containerize-aspnet-framework/SKILL.md341# RUN Start-Process -Wait -FilePath 'msiexec.exe' -ArgumentList '/i', 'C:\Installers\your-package.msi', '/quiet', '/noreCOMMENT
LOWskills/containerize-aspnet-framework/SKILL.md361COMMENT
LOWskills/speak-summary/scripts/tts.sh1#!/usr/bin/env bashCOMMENT
LOWskills/containerize-aspnetcore/SKILL.md221COMMENT
LOWskills/containerize-aspnetcore/SKILL.md261COMMENT
LOWskills/containerize-aspnetcore/SKILL.md281# Install system packages if needed (uncomment and modify as needed)COMMENT
LOWskills/quality-playbook/quality_gate.py1641_V150_VALID_FIX_TYPES = ("code", "spec", "both")COMMENT
LOWskills/quality-playbook/quality_gate.py2141 # versionCOMMENT
LOWskills/quality-playbook/quality_gate.py2921# counter increment) on pure-code targets. The check that always runsCOMMENT
LOWskills/quality-playbook/quality_gate.py3241 # v1.5.1 Item 5.2: challenge-gate coverage runs last. It depends onCOMMENT
LOW…s/d365-solution-blueprint/assets/blueprint-template.md161### 6.3 Middleware strategyCOMMENT
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Synthetic Comment Markers11 hits · 58 pts
SeverityFileLineSnippetContext
HIGHinstructions/exclude-prompt-data.instructions.md32 (`"// Added email validation as requested"`,CODE
HIGHinstructions/exclude-prompt-data.instructions.md129// Added email validation as requested in the promptCOMMENT
HIGHplugins/doublecheck/README.md92- Before acting on legal analysis, case citations, or regulatory guidance generated by AICODE
HIGH…ing-hub/copilot-workshops/app/3-custom-instructions.md84> Because instructions files have a large impact on the code generated by Copilot, care should be taken in ensuring theyCODE
HIGH…earning-hub/copilot-workshops/app/4-build-filtering.md37By sticking to this standard approach you ensure the code generated by AI meets the requirements set forth, and goes thrCODE
HIGH…/learning-hub/copilot-workshops/vscode/2-agent-mode.md21- to review changes and tests generated by Copilot Agent Mode before merging into your codebase.CODE
HIGH…/learning-hub/copilot-workshops/vscode/2-agent-mode.md177- to review changes and tests generated by Copilot Agent Mode before merging into your codebase.CODE
HIGH…nt/docs/learning-hub/copilot-workshops/vscode/3-mcp.md1466. Select the link generated by Copilot to review your pull request, but please **don't merge it yet**.CODE
HIGHagents/expert-embedded-c-engineer.agent.md67- Don't edit auto-generated code (RTE files, MCAL configuration, tool-generated headers).CODE
HIGHagents/CSharpExpert.agent.md33- Don't edit auto-generated code (`/api/*.cs`, `*.g.cs`, `// <auto-generated>`).CODE
HIGHdocs/README.agents.md90| [Doublecheck](../agents/doublecheck.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-InstallCODE
Deep Nesting63 hits · 50 pts
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LOW…book/copilot-sdk/python/recipe/managing_local_files.py13CODE
LOW…book/copilot-sdk/python/recipe/managing_local_files.py25CODE
LOWhooks/attester-import-check/check-imports.py61CODE
LOWhooks/attester-import-check/check-imports.py171CODE
LOW…s/mini-context-graph/scripts/tools/retrieval_engine.py20CODE
LOWskills/mini-context-graph/scripts/tools/graph_store.py38CODE
LOWskills/azure-architecture-autopilot/scripts/cli.py134CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py229CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py290CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py374CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py399CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py418CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py455CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py473CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py556CODE
LOWskills/poka-yoke/scripts/detect_hazards.py252CODE
LOWskills/poka-yoke/scripts/detect_hazards.py336CODE
LOWskills/poka-yoke/scripts/detect_hazards.py365CODE
LOWskills/code-tour/scripts/validate_tour.py56CODE
LOWskills/code-tour/scripts/generate_from_docs.py131CODE
LOWskills/code-tour/scripts/generate_from_docs.py248CODE
LOWskills/convert-pdf-to-md/scripts/convert_pdf_to_md.py96CODE
LOW…ptimize-simplicite-logs/scripts/simplicite-log2json.py60CODE
LOWskills/eyeball/tools/eyeball.py416CODE
LOWskills/eyeball/tools/eyeball.py524CODE
LOWskills/eyeball/tools/eyeball.py775CODE
LOWskills/publish-to-pages/scripts/convert-pptx.py53CODE
LOWskills/publish-to-pages/scripts/convert-pptx.py79CODE
LOWskills/publish-to-pages/scripts/convert-pptx.py93CODE
LOWskills/publish-to-pages/scripts/convert-pptx.py144CODE
LOWskills/publish-to-pages/scripts/convert-pptx.py170CODE
LOW…lls/convert-excel-to-md/scripts/convert_excel_to_md.py96CODE
LOW…lls/convert-excel-to-md/scripts/convert_excel_to_md.py185CODE
LOWskills/namecheap/namecheap.py489CODE
LOW…s/eval-driven-dev/resources/verify_step6_completion.py56CODE
LOWskills/datanalysis-credit-risk/references/analysis.py213CODE
LOWskills/datanalysis-credit-risk/references/analysis.py529CODE
LOWskills/datanalysis-credit-risk/references/analysis.py972CODE
LOW…form-azurerm-set-diff-analyzer/scripts/analyze_plan.py251CODE
LOW…form-azurerm-set-diff-analyzer/scripts/analyze_plan.py572CODE
LOW…form-azurerm-set-diff-analyzer/scripts/analyze_plan.py735CODE
LOW…idraw-diagram-generator/scripts/add-icon-to-diagram.py61CODE
LOW…idraw-diagram-generator/scripts/add-icon-to-diagram.py330CODE
LOW…ills/excalidraw-diagram-generator/scripts/add-arrow.py234CODE
LOWskills/quality-playbook/quality_gate.py601CODE
LOWskills/quality-playbook/quality_gate.py652CODE
LOWskills/quality-playbook/quality_gate.py668CODE
LOWskills/quality-playbook/quality_gate.py683CODE
LOWskills/quality-playbook/quality_gate.py727CODE
LOWskills/quality-playbook/quality_gate.py756CODE
LOWskills/quality-playbook/quality_gate.py890CODE
LOWskills/quality-playbook/quality_gate.py990CODE
LOWskills/quality-playbook/quality_gate.py1109CODE
LOWskills/quality-playbook/quality_gate.py1193CODE
LOWskills/quality-playbook/quality_gate.py1442CODE
LOWskills/quality-playbook/quality_gate.py1958CODE
LOWskills/quality-playbook/quality_gate.py2208CODE
LOWskills/quality-playbook/quality_gate.py2799CODE
LOWskills/quality-playbook/quality_gate.py3071CODE
LOWskills/quality-playbook/quality_gate.py3303CODE
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Unused Imports43 hits · 43 pts
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LOW…book/copilot-sdk/python/recipe/error_recovery_hooks.py14CODE
LOWhooks/attester-import-check/check-imports.py20CODE
LOWskills/mini-context-graph/scripts/contextgraph.py13CODE
LOW…ls/mini-context-graph/scripts/tools/documents_store.py14CODE
LOW…ls/mini-context-graph/scripts/tools/documents_store.py20CODE
LOWskills/mini-context-graph/scripts/tools/index_store.py9CODE
LOW…s/mini-context-graph/scripts/tools/retrieval_engine.py7CODE
LOWskills/mini-context-graph/scripts/tools/graph_store.py10CODE
LOWskills/mini-context-graph/scripts/tools/wiki_store.py19CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py21CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py23CODE
LOWskills/acquire-codebase-knowledge/scripts/scan.py24CODE
LOWskills/poka-yoke/scripts/detect_hazards.py19CODE
LOWskills/poka-yoke/scripts/detect_hazards.py28CODE
LOWskills/code-tour/scripts/validate_tour.py29CODE
LOWskills/code-tour/scripts/generate_from_docs.py26CODE
LOW…s/sql-server-table-reconciliation/scripts/reconcile.py26CODE
LOW…s/sql-server-table-reconciliation/scripts/reconcile.py30CODE
LOW…s/sql-server-table-reconciliation/scripts/reconcile.py31CODE
LOWskills/publish-to-pages/scripts/convert-pptx.py8CODE
LOWskills/publish-to-pages/scripts/convert-pptx.py10CODE
LOWskills/python-pypi-package-builder/scripts/scaffold.py20CODE
LOW…s/eval-driven-dev/resources/verify_step6_completion.py8CODE
LOWskills/agent-skill-stack/scripts/stage_install.py4CODE
LOWskills/agent-skill-stack/scripts/project_profile.py4CODE
LOWskills/agent-skill-stack/scripts/skill_index.py4CODE
LOWskills/agent-skill-stack/scripts/inventory_skills.py4CODE
LOWskills/agent-skill-stack/scripts/render_stack_card.py4CODE
LOWskills/datanalysis-credit-risk/references/analysis.py6CODE
LOWskills/datanalysis-credit-risk/references/analysis.py7CODE
LOWskills/datanalysis-credit-risk/references/analysis.py9CODE
LOWskills/datanalysis-credit-risk/scripts/example.py10CODE
LOWskills/datanalysis-credit-risk/scripts/example.py10CODE
LOWskills/datanalysis-credit-risk/scripts/example.py10CODE
LOWskills/datanalysis-credit-risk/scripts/example.py10CODE
LOWskills/datanalysis-credit-risk/scripts/example.py10CODE
LOWskills/datanalysis-credit-risk/scripts/example.py11CODE
LOW…form-azurerm-set-diff-analyzer/scripts/analyze_plan.py18CODE
LOW…-diagram-generator/scripts/split-excalidraw-library.py20CODE
LOW…ills/excalidraw-diagram-generator/scripts/add-arrow.py25CODE
LOW…ills/excalidraw-diagram-generator/scripts/add-arrow.py25CODE
LOW…s/draw-io-diagram-generator/scripts/validate-drawio.py12CODE
LOWskills/draw-io-diagram-generator/scripts/add-shape.py15CODE
Redundant / Tautological Comments13 hits · 20 pts
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LOWhooks/session-auto-commit/auto-commit.sh8# Check if SKIP_AUTO_COMMIT is setCOMMENT
LOWhooks/session-auto-commit/auto-commit.sh14# Check if we're in a git repositoryCOMMENT
LOWskills/eyeball/tools/eyeball.py603 # Check if pywin32 is available for Word automationSTRING
LOWskills/publish-to-pages/scripts/publish.sh13# Check if repo existsCOMMENT
LOWskills/eval-driven-dev/resources/setup.sh33# Check if pixie is already installed before attempting upgradeCOMMENT
LOWskills/datanalysis-credit-risk/references/analysis.py340 # Check if feature list is emptyCOMMENT
LOWskills/datanalysis-credit-risk/references/analysis.py345 # Check if data is sufficientCOMMENT
LOWskills/datanalysis-credit-risk/references/analysis.py353 # Check if X is empty or contains NaNCOMMENT
LOWskills/datanalysis-credit-risk/references/analysis.py386 # Check if training data is validCOMMENT
LOWskills/datanalysis-credit-risk/references/analysis.py417 # Check if there are valid resultsCOMMENT
LOW…form-azurerm-set-diff-analyzer/scripts/analyze_plan.py202 # Check if this is a nested Set attributeCOMMENT
LOW…form-azurerm-set-diff-analyzer/scripts/analyze_plan.py274 # Check if this is a primitive set (non-dict elements)COMMENT
LOWskills/speak-summary/scripts/tts.sh14# Set SPEAK_TTS_BIN to point at a specific pocket-tts binary to skip all this.COMMENT
Docstring Block Structure4 hits · 20 pts
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HIGH…cli-for-beginners/04-agents-and-custom-instructions.md268 Search for books within a specified year range. Args: books: List of book dictionaries start_ySTRING
HIGH…on-pypi-package-builder/references/library-patterns.md341 Process data and return results. Args: data: Input dictionary to process. ReturnsSTRING
HIGHskills/python-pypi-package-builder/scripts/scaffold.py278\ from __future__ import annotations from {mod}.exceptions import YourPackageError class YourClient: """ MainSTRING
HIGH…-diagram-generator/scripts/split-excalidraw-library.py52 Find the .excalidrawlib file in the given directory. Args: directory: Directory to search ReturnsSTRING
Verbosity Indicators11 hits · 16 pts
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LOWskills/mini-context-graph/scripts/contextgraph.py140 # Step 1: Store raw document and auto-chunkCOMMENT
LOWskills/mini-context-graph/scripts/contextgraph.py164 # Step 2: Ingest entities with provenanceCOMMENT
LOWskills/mini-context-graph/scripts/contextgraph.py182 # Step 3: Ingest relations with provenanceCOMMENT
LOW…ills/azure-architecture-autopilot/scripts/generator.py1734 // Step 1: map each node to its containing group boxCOMMENT
LOW…ills/azure-architecture-autopilot/scripts/generator.py1750 // Step 2: identify channels between group pairs + assign slot offsetsCOMMENT
LOW…ills/azure-architecture-autopilot/scripts/generator.py1780 // Step 3: sort edges within each channel and assign slot offsetsCOMMENT
LOWskills/sandbox-npm-install/scripts/install.sh93# Step 1: Prepare local deps directoryCOMMENT
LOWskills/sandbox-npm-install/scripts/install.sh119# Step 2: Install on local ext4COMMENT
LOWskills/sandbox-npm-install/scripts/install.sh123# Step 3: Symlink into workspaceCOMMENT
LOWskills/sandbox-npm-install/scripts/install.sh150# Step 4: Verify native binaries when present in this projectCOMMENT
LOWskills/sandbox-npm-install/scripts/install.sh175# Step 5: Optionally install PlaywrightCOMMENT
AI Slop Vocabulary4 hits · 8 pts
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MEDIUMplugins/csharp-dotnet-development/plugin.json4 "description": "Essential prompts, instructions, and chat modes for C# and .NET development including testing, documenCODE
MEDIUM…ugins/openapi-to-application-csharp-dotnet/plugin.json4 "description": "Generate production-ready .NET applications from OpenAPI specifications. Includes ASP.NET Core projectCODE
MEDIUM.github/plugin/marketplace.json515 "description": "Essential prompts, instructions, and chat modes for C# and .NET development including testing, docCODE
MEDIUM.github/plugin/marketplace.json1227 "description": "Generate production-ready .NET applications from OpenAPI specifications. Includes ASP.NET Core proCODE
Self-Referential Comments2 hits · 6 pts
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MEDIUMcookbook/cookbook.yml3# This file defines the structure of cookbooks and recipes for the Samples pageCOMMENT
MEDIUM.github/workflows/agentics-maintenance.yml24# This file defines the generated agentic maintenance workflow for this repository.COMMENT
TODO Padding1 hit · 1 pts
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LOWagents/aws-cloud-expert.agent.md59- **Show working code**: Provide complete, runnable CDK stacks or SAM templates — never stub with `# TODO: implement`CODE
Modern Structural Boilerplate1 hit · 1 pts
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LOWskills/python-pypi-package-builder/scripts/scaffold.py268__all__ = [CODE
AI Structural Patterns1 hit · 1 pts
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LOWskills/datanalysis-credit-risk/references/analysis.py972CODE