AI Slop Code RIsk Monitor

github/awesome-copilot

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

6.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for github/awesome-copilot, a JavaScript project with 39,889 GitHub stars. SynthScan examined 559,111 lines of code across 2708 source files, recording 1557 pattern matches distributed across 23 syntactic categories. The legacy adjusted pattern signal is 6.0 (Moderate 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.

6.0
Adjusted Signal
6.0
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
39.9K
Stars
JavaScript
Language
559.1K
Lines of Code
2.7K
Files
1.6K
Pattern Hits
2026-10-12
Scan Date
0.09
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 12.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 896 finding(s).

Hallucinated Dependency & Supply Chain Risk 7.2/100 · LOW

Are imports declared and package/API names verified? 281 finding(s).

Agent Over-Engineering Ratio 10.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 499 finding(s).

PR Review Velocity Impact 26.8/100 · MEDIUM

Which changes need focused human review? 1557 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 8HIGH 246MEDIUM 315LOW 988

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 1557 distinct pattern matches across 23 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 Overuse518 hits · 871 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
LOW⚡instructions/tailwind-v4-vite.instructions.md60### Step 3: Import Tailwind CSSCOMMENT
LOW⚡instructions/tailwind-v4-vite.instructions.md68### Step 4: Verify CSS Import in Entry PointCOMMENT
LOW⚡instructions/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
LOW⚡plugins/napkin/README.md29### Step 1: Say "let's napkin"COMMENT
LOW⚡plugins/napkin/README.md35### Step 2: Your whiteboard opensCOMMENT
LOW⚡plugins/napkin/README.md41### Step 3: Draw and brainstormCOMMENT
LOW⚡plugins/napkin/README.md47### Step 4: Share with CopilotCOMMENT
LOW⚡plugins/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
458 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.js462 // ── Hotkey picker ─────────────────────────────────────────COMMENT
MEDIUMextensions/arcade-canvas/game/hud.js475 // ── Pause hotkey picker ────────────────────────────────────COMMENT
MEDIUMextensions/arcade-canvas/game/hud.js488 // ── Unpause hotkey picker ──────────────────────────────────COMMENT
MEDIUMextensions/arcade-canvas/game/hud.js713 // ── Clear scores ────────────────────────────────────────────COMMENT
MEDIUMextensions/arcade-canvas/game/scenes/BaseScene.js438 // ── Ready screen ───────────────────────────────────────────────────────────COMMENT
MEDIUM⚡hooks/tool-guardian/guard-tool.sh15# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡hooks/tool-guardian/guard-tool.sh17# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡hooks/tool-guardian/guard-tool.sh22# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡hooks/tool-guardian/guard-tool.sh24# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡hooks/tool-guardian/guard-tool.sh34# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡hooks/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
MEDIUM⚡hooks/tool-guardian/guard-tool.sh124# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡hooks/tool-guardian/guard-tool.sh126# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡hooks/tool-guardian/guard-tool.sh131# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡hooks/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-Vocabulary70 hits · 178 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.md379[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.json898 "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
MEDIUMdocs/README.skills.md47| [api-breaking-change-detector](../skills/api-breaking-change-detector/SKILL.md)<br />`gh skills install github/awesomeCODE
MEDIUMdocs/README.agents.md135| [Meta Agentic Project Scaffold](../agents/meta-agentic-project-scaffold.agent.md)<br />[![Install in VS Code](https://CODE
MEDIUMdocs/README.agents.md188| [Repo Architect Agent](../agents/repo-architect.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_CODE
MEDIUMdocs/README.instructions.md83| [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.json1172 "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
MEDIUM⚡skills/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.md345- [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/api-breaking-change-detector/SKILL.md3description: "Cross-references C# Web API controllers/DTOs against their TypeScript/JavaScript consumers (React, AngularCODE
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
MEDIUM⚡skills/python-pypi-package-builder/scripts/scaffold.py740# Main scaffoldSTRING
MEDIUMskills/agent-architecture/references/source-map.md92| A5: exact execution guarantees | [Agents SDK guardrails](https://github.com/openai/openai-agents-python/blob/83c737fd0CODE
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
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Empty Error Handlers34 hits · 170 pts
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Excessive Try-Catch Wrapping118 hits · 169 pts
SeverityFileLineSnippetContext
LOW…ctions/dataverse-python-error-handling.instructions.md196except Exception as e:CODE
MEDIUM…ctions/dataverse-python-error-handling.instructions.md358 print(f"Error Code: {error_code}")CODE
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LOW…tions/dataverse-python-file-operations.instructions.md465 except Exception as e:CODE
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LOW…ons/dataverse-python-agentic-workflows.instructions.md507 except Exception as e:CODE
MEDIUMinstructions/copilot-sdk-python.instructions.md187 print(f"Error: {event.data.message}")CODE
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LOWcookbook/copilot-sdk/python/error-handling.md36 except Exception as e:CODE
MEDIUMcookbook/copilot-sdk/python/error-handling.md37 print(f"Error: {e}")CODE
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LOWcookbook/copilot-sdk/python/recipe/error_handling.py20 except Exception as e:CODE
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LOW…/copilot-sdk/python/recipe/pyinstaller_frozen_build.py42 except Exception:CODE
LOWhooks/attester-import-check/check-imports.py147 except Exception:CODE
LOWhooks/attester-import-check/check-imports.py224 except Exception:CODE
MEDIUMhooks/attester-import-check/check-imports.py171def main() -> int:CODE
LOW…/mini-context-graph/scripts/template_agent_workflow.py72 except Exception as e:CODE
LOW…/mini-context-graph/scripts/template_agent_workflow.py103 except Exception as e:CODE
LOW…/mini-context-graph/scripts/template_agent_workflow.py162 except Exception as e:CODE
MEDIUMskills/acquire-codebase-knowledge/scripts/scan.py703 print(f"Error: {e}", file=sys.stderr)CODE
LOW⚡skills/acquire-codebase-knowledge/scripts/scan.py522 except Exception:CODE
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Cross-File Repetition31 hits · 155 pts
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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
HIGHcookbook/copilot-sdk/java/accessibility-report.md0based on the accessibility report you just generated for %s, create playwright accessibility tests in java. include testSTRING
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HIGHcookbook/copilot-sdk/python/managing-local-files.md0analyze the files in "{targetfolder}" and organize them into subfolders. 1. first, list all files and their metadata 2. STRING
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HIGHcookbook/copilot-sdk/dotnet/managing-local-files.md0look at the files in "{targetfolder}" and suggest a logical organization. consider: - file names and what they might conSTRING
HIGHcookbook/copilot-sdk/python/pr-visualization.md0<context> you are analyzing pull requests for the github repository: {owner}/{reponame} the current working directory isSTRING
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HIGHcookbook/copilot-sdk/java/pr-visualization.md0<context> you are analyzing pull requests for the github repository: {owner}/{reponame} the current working directory isSTRING
HIGHcookbook/copilot-sdk/java/recipe/PRVisualization.java0<context> you are analyzing pull requests for the github repository: {owner}/{reponame} the current working directory isSTRING
HIGHcookbook/copilot-sdk/dotnet/pr-visualization.md0<context> you are analyzing pull requests for the github repository: {owner}/{reponame} the current working directory isSTRING
HIGHcookbook/copilot-sdk/dotnet/recipe/pr-visualization.cs0<context> you are analyzing pull requests for the github repository: {owner}/{reponame} the current working directory isSTRING
HIGHcookbook/copilot-sdk/python/pr-visualization.md0fetch the open pull requests for {owner}/{reponame} from the last week. calculate the age of each pr in days. then generSTRING
HIGHcookbook/copilot-sdk/python/recipe/pr_visualization.py0fetch the open pull requests for {owner}/{reponame} from the last week. calculate the age of each pr in days. then generSTRING
HIGHcookbook/copilot-sdk/java/pr-visualization.md0fetch the open pull requests for {owner}/{reponame} from the last week. calculate the age of each pr in days. then generSTRING
HIGHcookbook/copilot-sdk/java/recipe/PRVisualization.java0fetch the open pull requests for {owner}/{reponame} from the last week. calculate the age of each pr in days. then generSTRING
HIGHcookbook/copilot-sdk/dotnet/pr-visualization.md0fetch the open pull requests for {owner}/{reponame} from the last week. calculate the age of each pr in days. then generSTRING
HIGHcookbook/copilot-sdk/dotnet/recipe/pr-visualization.cs0fetch the open pull requests for {owner}/{reponame} from the last week. calculate the age of each pr in days. then generSTRING
HIGHskills/convert-pdf-to-md/scripts/convert_pdf_to_md.py0import markitdown, failing with a clear, actionable message if absent.STRING
HIGH…lls/convert-excel-to-md/scripts/convert_excel_to_md.py0import markitdown, failing with a clear, actionable message if absent.STRING
HIGHskills/convert-word-to-md/scripts/convert_word_to_md.py0import markitdown, failing with a clear, actionable message if absent.STRING
Hyper-Verbose Identifiers118 hits · 117 pts
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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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LOW⚡…ning-hub/cli-for-beginners/03-development-workflows.md508 def test_find_by_author_with_special_characters(self):CODE
LOWwebsite/src/components/brand/navigation.ts26export function getAwesomeCopilotNavLinks(CODE
LOWwebsite/src/components/brand/LearningArticleLayout.tsx168function LearningArticleLayoutBody({CODE
LOW…ents/brand/learning-hub/CopilotConfigurationBasics.tsx21export default function CopilotConfigurationBasics() {CODE
LOW…nts/brand/learning-hub/WorkingWithCanvasExtensions.tsx166export default function WorkingWithCanvasExtensions() {CODE
LOW…ts/brand/learning-hub/UsingAutomationsInCopilotApp.tsx122export default function UsingAutomationsInCopilotApp() {CODE
LOWwebsite/src/lib/learning-hub-article.ts122export function stripRedundantHeadingAnchors(html: string): string {CODE
LOWextensions/git-worktree-explorer/public/app.js283 function renderCombinedBranchGraph() {CODE
LOWextensions/git-worktree-explorer/public/app.js599function focusSelectedGraphControl() {CODE
LOWextensions/git-worktree-explorer/public/app.js949function scheduleVisibleBranchReload() {CODE
LOWextensions/arcade-canvas/game/hud.js126 function hasFullScreenInteractiveOverlay() {CODE
LOWextensions/arcade-canvas/game/scenes/GalaxyBlaster.js17function generatePointsOnBezierCurve(points, numOfPoints) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js520function reportPullFilterStorageError(error) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js531function normalizePullFilterPreference(value) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js564function writeLocalPullFilterPreference(repository, preference) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js585function savedPullFilterPreference(repository) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js600function persistPullFilterPreferenceClient(repository, value) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js702function setBreadcrumbOverflowOpen(open, focusFirst = false) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js1486function setPullQuerySuggestionsOpen(input, open) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js1504function renderPullQuerySuggestions(input, { preserveIndex = false } = {}) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js1573function insertPullQuerySuggestion(input, index = pullQuerySuggestionIndex) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js2052function artifactFilterControlsHtml(artifacts) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js2067function renderArtifactFilterControls() {CODE
LOWextensions/pr-artifact-explorer/assets/app.js2074function setArtifactFilterPanelOpen(kind, open) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js2222function progressivePullRequestPath(CODE
LOWextensions/pr-artifact-explorer/assets/app.js2236function requestInitialPullPayload(requestPath, { force = false } = {}) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js2384function pullFilterPreferenceForRoute(route, payload) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js2393async function persistPullListPreferences(route, payload) {CODE
LOWextensions/pr-artifact-explorer/assets/app.js2507async function continueProgressivePullList(CODE
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Hallucination Indicators8 hits · 80 pts
SeverityFileLineSnippetContext
CRITICAL…ctions/dataverse-python-error-handling.instructions.md179from azure.core.exceptions import AzureErrorCODE
CRITICAL…onvert-cassandra-to-spring-data-cosmos.instructions.md867**Error**: `java.lang.NoSuchMethodError: 'boolean io.netty.channel.epoll.Epoll.isTcpFastOpenClientSideAvailable()'`CODE
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 Names13 hits · 70 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/make-blog-post/SKILL.md1471. **No credentials or secure data.** No API keys, tokens, passwords, secrets, connection strings, private URLs, internaCODE
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
HIGH⚡skills/security-review/references/secret-patterns.md170"your-api-key-here"CODE
HIGH⚡skills/security-review/references/secret-patterns.md171"<YOUR_API_KEY>"CODE
HIGH⚡skills/security-review/references/secret-patterns.md171"<YOUR_API_KEY>"CODE
Over-Commented Block71 hits · 69 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/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/review-routing.yml1# Review routing configuration — single source of truth for reviewer pools.COMMENT
LOW.github/submission-gate.yml1# Submission gate configuration.COMMENT
LOW.github/submission-gate.yml21# optional true: skip silently when the check never reports (pluggable slot).COMMENT
LOW.github/risk-tiers.yml1# Merge risk tiers.COMMENT
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 # v9.0.0COMMENT
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/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1COMMENT
LOW.github/workflows/review-routing.yml1name: Review RoutingCOMMENT
LOW.github/workflows/resource-staleness-report.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"a276346e940845d80268364dbe61d619c85bed897f4d4372ac58bac4781COMMENT
LOW.github/workflows/resource-staleness-report.lock.yml21# gh aw compileCOMMENT
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 # v9.0.0COMMENT
LOW.github/workflows/review-escalation.yml1name: Review EscalationCOMMENT
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/pr-quality-signal.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"93ef1d9ca18162d5f45920d2d36e003b3c6ed515d495c49e900c93e6f45COMMENT
LOW.github/workflows/pr-quality-signal.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/learning-hub-updater.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"749ef855d0a0f2b66d06cac516fddc44b276a5bff497d69596f37969784COMMENT
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":"99a10a2c42fa7fe2930ebecc07150ddd2b2b9389636281a10588d2d769dCOMMENT
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 # v9.0.0COMMENT
LOW.github/workflows/app-for-beginners-sync.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"5947da0f5826c9acecfd6519b3b1336023c52d9144e74596562f60a9438COMMENT
LOW.github/workflows/app-for-beginners-sync.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/app-for-beginners-sync.lock.yml41# - actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1COMMENT
LOW.github/workflows/app-for-beginners-sync.lock.yml921 # --allow-tool shell(date)COMMENT
LOW.github/workflows/agentics-maintenance.yml1# This file was automatically generated by pkg/workflow/maintenance_workflow.go (v0.89.21). DO NOT EDIT. To debug this wCOMMENT
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/roslyn-analyzers/references/SourceWriter.cs1// Copyright (c) Microsoft Corporation. All rights reserved.COMMENT
LOWskills/roslyn-analyzers/references/SourceWriter.cs61 /// </summary>COMMENT
LOWskills/roslyn-analyzers/references/SourceWriter.cs121 public SourceWriter Write([StringSyntax("c#-test")] string text)COMMENT
LOWskills/roslyn-analyzers/references/SourceWriter.cs201 /// <summary>COMMENT
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
11 more matches not shown…
Fake / Example Data63 hits · 66 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
LOW⚡instructions/dataverse-python-sdk.instructions.md36account_id = client.create("account", {"name": "Acme, Inc.", "telephone1": "555-0100"})[0]CODE
LOW⚡instructions/dataverse-python-sdk.instructions.md42client.update("account", account_id, {"telephone1": "555-0199"})CODE
LOW⚡instructions/dataverse-python-sdk.instructions.md52client.update("account", ids, {"telephone1": "555-0200"})CODE
LOW⚡instructions/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
LOWwebsite/src/components/brand/SyntaxHighlightedCode.tsx13 | "placeholder"CODE
LOWwebsite/src/components/brand/SyntaxHighlightedCode.tsx34 { kind: "placeholder", expression: /<[\w.*-]+>/y },CODE
LOWwebsite/src/components/brand/SyntaxHighlightedCode.tsx80 { kind: "placeholder", expression: /<[\w.*-]+>/y },CODE
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
LOW⚡skills/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
3 more matches not shown…
Synthetic Comment Markers12 hits · 62 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/4-custom-instructions.md64> Because instructions files have a large impact on the code generated by Copilot, care should be taken in ensuring theyCODE
HIGH…cs/learning-hub/copilot-workshops/app/3-agent-modes.md43By 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.md85| [Doublecheck](../agents/doublecheck.agent.md)<br />[![Install in VS Code](https://img.shields.io/badge/VS_Code-InstallCODE
HIGH…-hosted-agent-copilotkit/references/troubleshooting.md30| HTTP 500 `server_error` from Foundry on the first turn | Thread ID is not a Foundry conversation ID (for example, a UUCODE
Deep Nesting69 hits · 55 pts
SeverityFileLineSnippetContext
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/docs-sync-audit/scripts/docs_drift.py167CODE
LOWskills/docs-sync-audit/scripts/docs_drift.py183CODE
LOWskills/docs-sync-audit/scripts/docs_drift.py220CODE
LOWskills/docs-sync-audit/scripts/docs_drift.py265CODE
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
LOWskills/test-gap-audit/scripts/coverage_map.py183CODE
LOWskills/test-gap-audit/scripts/coverage_map.py219CODE
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
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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
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Unused Imports45 hits · 44 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
LOWskills/docs-sync-audit/scripts/docs_drift.py35CODE
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
LOWskills/test-gap-audit/scripts/coverage_map.py21CODE
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
LOW⚡skills/datanalysis-credit-risk/references/analysis.py340 # Check if feature list is emptyCOMMENT
LOW⚡skills/datanalysis-credit-risk/references/analysis.py345 # Check if data is sufficientCOMMENT
LOW⚡skills/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
LOW⚡skills/sandbox-npm-install/scripts/install.sh119# Step 2: Install on local ext4COMMENT
LOW⚡skills/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
Self-Referential Comments4 hits · 12 pts
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MEDIUMcookbook/cookbook.yml3# This file defines the structure of cookbooks and recipes for the Samples pageCOMMENT
MEDIUM.github/submission-gate.yml8# This file is a review-policy file: changing it places a PR in merge-risk:high.COMMENT
MEDIUM.github/risk-tiers.yml18# This file is a review-policy file: changing it places a PR in merge-risk:high.COMMENT
MEDIUM.github/workflows/agentics-maintenance.yml24# This file defines the generated agentic maintenance workflow for this repository.COMMENT
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.json760 "description": "Essential prompts, instructions, and chat modes for C# and .NET development including testing, docCODE
MEDIUM.github/plugin/marketplace.json1629 "description": "Generate production-ready .NET applications from OpenAPI specifications. Includes ASP.NET Core proCODE
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