AI Slop Code RIsk Monitor

shanraisshan/claude-code-best-practice

from vibe coding to agentic engineering - practice makes claude perfect

9.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for shanraisshan/claude-code-best-practice, a HTML project with 67,352 GitHub stars. SynthScan examined 43,641 lines of code across 137 source files, recording 189 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 9.3 (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.

9.3
Adjusted Signal
9.3
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
67.4K
Stars
HTML
Language
43.6K
Lines of Code
137
Files
189
Pattern Hits
2026-10-12
Scan Date
0.07
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 32.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 157 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 6.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 31 finding(s).

PR Review Velocity Impact 36.6/100 · MEDIUM

Which changes need focused human review? 189 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 0HIGH 9MEDIUM 82LOW 98

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 189 distinct pattern matches across 11 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.

Modern AI Meta-Vocabulary57 hits · 141 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md89## <a href="orchestration-workflow/orchestration-workflow.md"><img src="!/tags/orchestration-workflow-hd.svg" alt="OrcheCOMMENT
MEDIUMREADME.md473### 🤔 [Does code matter?](https://github.com/shanraisshan/agentic-engineering)COMMENT
MEDIUMREADME.md473### 🤔 [Does code matter?](https://github.com/shanraisshan/agentic-engineering)COMMENT
MEDIUMchangelog/agent-collections/changelog.md331| 2 | LOW | Count | VoltAgent/awesome-claude-code-subagents agents 158→149 (−9; code search total .md 167 − 18 non-agentCODE
MEDIUMchangelog/agent-collections/changelog.md354| 1 | LOW | Count | VoltAgent/awesome-claude-code-subagents agents 158 → 150 (−8; search_code path:categories 160 total CODE
MEDIUMchangelog/agent-collections/changelog.md379| 2 | LOW | Count | VoltAgent/awesome-claude-code-subagents agents 158 → 152 (−6; search_code 0.95; PR #308 Aug 12 editeCODE
MEDIUM.claude/skills/weather-svg-creator/examples.md12### SVG Output (`orchestration-workflow/weather.svg`)COMMENT
MEDIUM.claude/skills/weather-svg-creator/examples.md23### Markdown Output (`orchestration-workflow/output.md`)COMMENT
MEDIUM.claude/skills/weather-svg-creator/examples.md52### SVG Output (`orchestration-workflow/weather.svg`)COMMENT
MEDIUM.claude/skills/weather-svg-creator/examples.md63### Markdown Output (`orchestration-workflow/output.md`)COMMENT
MEDIUMvideos/claude-boris-y-combinator-17-feb-26.md329[`48:58`](https://youtu.be/PQU9o_5rHC4?t=2938) Um and uh Felix and the team and Felix was early Electron contributor. HeCODE
MEDIUMvideos/claude-cat-every-29-oct-25.md241[`40:52`](https://youtu.be/IDSAMqip6ms?t=2452) So, everyone on the team was like super excited that uh we were we were tCODE
MEDIUMvideos/claude-cat-every-29-oct-25.md393[`59:20`](https://youtu.be/IDSAMqip6ms?t=3560) Yeah, shift tab felt really nice. And then one of the the now current plaCODE
MEDIUMvideos/claude-boris-pragmatic-engineer-04-mar-26.md93[`20:46`](https://youtu.be/julbw1JuAz0?t=1246) That used to be how you write code. But even at the time at Enthropic, thCODE
MEDIUMvideos/claude-boris-pragmatic-engineer-04-mar-26.md101[`23:56`](https://youtu.be/julbw1JuAz0?t=1436) Now it's like understand the model. So I was hacking on a bunch of differCODE
MEDIUM⚡videos/claude-boris-pragmatic-engineer-04-mar-26.md225[`51:35`](https://youtu.be/julbw1JuAz0?t=3095) Um and so we just decided like it was sort of working, but it was it alsoCODE
MEDIUM⚡videos/claude-boris-pragmatic-engineer-04-mar-26.md227[`51:56`](https://youtu.be/julbw1JuAz0?t=3116) and and when I say agentic search, this is a fancy word for glob and grapCODE
MEDIUM⚡videos/claude-boris-pragmatic-engineer-04-mar-26.md235[`54:09`](https://youtu.be/julbw1JuAz0?t=3249) Yeah. And then you you have this like neat permission system where every CODE
MEDIUM⚡videos/claude-boris-pragmatic-engineer-04-mar-26.md251[`1:02:30`](https://youtu.be/julbw1JuAz0?t=3750) That's right. It's like I I have to try it myself and then I have to seCODE
MEDIUM⚡videos/claude-boris-pragmatic-engineer-04-mar-26.md261[`1:06:38`](https://youtu.be/julbw1JuAz0?t=3998) Um you know, like I said, our entire finance team at Anthropic uses quaCODE
MEDIUM⚡videos/claude-boris-pragmatic-engineer-04-mar-26.md263[`1:07:55`](https://youtu.be/julbw1JuAz0?t=4075) And can you give us a sense of like the complexity behind an app like tCODE
MEDIUMvideos/claude-boris-lennys-podcast-19-feb-26.md101[`36:24`](https://youtu.be/We7BZVKbCVw?t=2184) I think it's going to be a lot of the roles that are adjacent to engineerCODE
MEDIUMimplementation/claude-subagents-implementation.md86<a href="https://github.com/shanraisshan/claude-code-best-practice#orchestration-workflow"><img src="../!/tags/orchestraCODE
MEDIUMimplementation/claude-agent-teams-implementation.md14<a href="#time-orchestration"><img src="../!/tags/implemented-hd.svg" alt="Implemented"></a>CODE
MEDIUMimplementation/claude-commands-implementation.md71<a href="https://github.com/shanraisshan/claude-code-best-practice#orchestration-workflow"><img src="../!/tags/orchestraCODE
MEDIUM!/video-presentation-transcript/1-video-workflow.html248 <div class="use-case-item"><span class="use-case-icon">4&#65039;&#8419;</span><div class="use-case-text"><stCODE
MEDIUM!/video-presentation-transcript/1-video-workflow.html271 <div class="code-block"><span class="comment"># The full orchestration flow</span>CODE
MEDIUM!/video-presentation-transcript/1-video-workflow.html421 <div class="use-case-item"><span class="use-case-icon">&#128101;</span><div class="use-case-text"><strong>MuCODE
MEDIUM⚡presentation/claude-code-best-practice/index.html283 <span style="position: absolute; top: 91%; left: 54%; transform: rotate(3deg); background: #e65100; color: #CODE
MEDIUM⚡presentation/claude-code-best-practice/index.html289 <span style="position: absolute; top: 42%; left: 6%; transform: rotate(3deg); background: #1565c0; color: #fCODE
MEDIUM⚡presentation/claude-code-best-practice/index.html295 <span style="position: absolute; top: 72%; left: 58%; transform: rotate(4deg); background: #1565c0; color: #CODE
MEDIUM⚡presentation/claude-code-best-practice/index.html304 <span style="position: absolute; top: 3%; left: 5%; transform: rotate(2deg); background: #1565c0; color: #ffCODE
MEDIUM⚡presentation/claude-code-best-practice/index.html356 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #1565c0; foCODE
MEDIUM⚡presentation/claude-code-best-practice/index.html358 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #1565c0; foCODE
MEDIUM⚡presentation/claude-code-best-practice/index.html359 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #1565c0; foCODE
MEDIUM⚡presentation/claude-code-best-practice/index.html361 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #1565c0; foCODE
MEDIUMpresentation/claude-code-best-practice/index.html270 <p style="font-size: 1.05rem; color: #0d47a1; margin: 0; font-style: italic;">By solving this problem stCODE
MEDIUMpresentation/claude-code-best-practice/index.html331 <span style="position: absolute; top: 5%; left: 78%; transform: rotate(-5deg); background: #e65100; color: #CODE
MEDIUMpresentation/claude-code-best-practice/index.html372 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #e65100; foCODE
MEDIUMpresentation/claude-code-best-practice/index.html377 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #e65100; foCODE
MEDIUMpresentation/claude-code-best-practice/index.html1038 <h4 style="color: #c62828; text-transform: none; letter-spacing: 0; margin-bottom: 6px;"><strong>PermissCODE
MEDIUMpresentation/claude-code-best-practice/index.html2464 Keep critical instructions either at the very top (in <code style="background: #f1f3f4; paddCODE
MEDIUM⚡…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html360 <span style="position: absolute; top: 91%; left: 54%; transform: rotate(3deg); background: #e65100; color: #CODE
MEDIUM⚡…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html366 <span style="position: absolute; top: 42%; left: 6%; transform: rotate(3deg); background: #1565c0; color: #fCODE
MEDIUM⚡…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html372 <span style="position: absolute; top: 72%; left: 58%; transform: rotate(4deg); background: #1565c0; color: #CODE
MEDIUM⚡…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html381 <span style="position: absolute; top: 3%; left: 5%; transform: rotate(2deg); background: #1565c0; color: #ffCODE
MEDIUM⚡…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html433 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #1565c0; foCODE
MEDIUM⚡…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html435 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #1565c0; foCODE
MEDIUM⚡…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html436 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #1565c0; foCODE
MEDIUM⚡…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html438 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #1565c0; foCODE
MEDIUM…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html345 <p style="font-size: 1.05rem; color: #0d47a1; margin: 0; font-style: italic;">By solving this problem stCODE
MEDIUM…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html408 <span style="position: absolute; top: 5%; left: 78%; transform: rotate(-5deg); background: #e65100; color: #CODE
MEDIUM…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html449 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #e65100; foCODE
MEDIUM…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html454 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #e65100; foCODE
MEDIUM…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html844 <h4 style="color: #c62828; text-transform: none; letter-spacing: 0; margin-bottom: 6px;"><strong>PermissCODE
MEDIUM…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html2250 Keep critical instructions either at the very top (in <code style="background: #f1f3f4; paddCODE
MEDIUM…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html2526 <h1>&#x1F9E0; Model &amp; context window</h1>CODE
Structural Annotation Overuse56 hits · 102 pts
SeverityFileLineSnippetContext
LOWtutorial/day0/linux.md9## Step 1: Install Node.jsCOMMENT
LOWtutorial/day0/linux.md80## Step 2: Verify Node.jsCOMMENT
LOWtutorial/day0/linux.md89## Step 3: Install Claude CodeCOMMENT
LOWtutorial/day0/linux.md105## Step 4: Verify Claude CodeCOMMENT
LOWtutorial/day0/README.md5## Step 1: Install Claude CodeCOMMENT
LOWtutorial/day0/README.md19## Step 2: Verify InstallationCOMMENT
LOWtutorial/day0/README.md30## Step 3: LoginCOMMENT
LOW.claude/agents/development-workflows-research-agent.md34### Step 1: Get Star CountCOMMENT
LOW.claude/agents/development-workflows-research-agent.md47### Step 2: Count AgentsCOMMENT
LOW⚡.claude/agents/development-workflows-research-agent.md63### Step 3: Count SkillsCOMMENT
LOW⚡.claude/agents/development-workflows-research-agent.md72### Step 4: Count CommandsCOMMENT
LOW⚡.claude/agents/development-workflows-research-agent.md81### Step 5: Assess UniquenessCOMMENT
LOW⚡.claude/agents/development-workflows-research-agent.md85### Step 6: Check Recent ChangesCOMMENT
LOW⚡.claude/agents/presentation-claude-gemini.md68### Step 1: Read the current stateCOMMENT
LOW⚡.claude/agents/presentation-claude-gemini.md77### Step 2: Apply changesCOMMENT
LOW⚡.claude/agents/presentation-claude-gemini.md85### Step 3: Verify integrityCOMMENT
LOW.claude/agents/presentation-claude-gemini.md96### Step 4: Self-evolution (after every execution)COMMENT
LOW⚡.claude/agents/presentation-claude-code.md82### Step 1: Read the current stateCOMMENT
LOW⚡.claude/agents/presentation-claude-code.md92### Step 2: Apply changesCOMMENT
LOW⚡.claude/agents/presentation-claude-code.md101### Step 3: Verify integrityCOMMENT
LOW⚡.claude/agents/presentation-claude-code.md111### Step 4: Self-evolution (after every execution)COMMENT
LOW⚡.claude/agents/presentation-vibe-coding.md36### Step 1: Understand Current State (presentation-structure skill)COMMENT
LOW⚡.claude/agents/presentation-vibe-coding.md44### Step 2: Apply ChangesCOMMENT
LOW⚡.claude/agents/presentation-vibe-coding.md53### Step 3: Match Styling (presentation-styling skill)COMMENT
LOW⚡.claude/agents/presentation-vibe-coding.md60### Step 4: Verify IntegrityCOMMENT
LOW.claude/agents/presentation-vibe-coding.md76### Step 5: Self-Evolution (after every execution)COMMENT
LOW.claude/agents/weather-agent.md59### Step 1: Invoke weather-fetcher skillCOMMENT
LOW.claude/agents/weather-agent.md71### Step 2: Final ReportCOMMENT
LOW⚡.claude/hooks/scripts/hooks.py440 # Step 1: Parse command line argumentsCOMMENT
LOW⚡.claude/hooks/scripts/hooks.py443 # Step 2: Read the event data from ClaudeCOMMENT
LOW⚡.claude/hooks/scripts/hooks.py455 # Step 3: Check if this hook is disabled (skip for agent hooks)COMMENT
LOW⚡.claude/hooks/scripts/hooks.py461 # Step 4: Determine which sound to play (may be special, default, or agent-specific)COMMENT
LOW⚡.claude/hooks/scripts/hooks.py464 # Step 5: Play the sound (if we found one)COMMENT
LOW⚡.claude/hooks/scripts/hooks.py468 # Step 6: Exit successfullyCOMMENT
LOW.claude/commands/weather-orchestrator.md26### Step 1: Ask User PreferenceCOMMENT
LOW.claude/commands/weather-orchestrator.md30### Step 2: Fetch Weather Data via AgentCOMMENT
LOW.claude/commands/weather-orchestrator.md43### Step 3: Create SVG Weather CardCOMMENT
LOW⚡development-workflows/rpi/rpi-workflow.md81├── REQUEST.md # Step 1: Initial feature descriptionCODE
LOW⚡development-workflows/rpi/rpi-workflow.md83│ └── RESEARCH.md # Step 2: GO/NO-GO analysisCODE
LOW⚡development-workflows/rpi/rpi-workflow.md85│ ├── PLAN.md # Step 3: Implementation roadmapCODE
LOW⚡development-workflows/rpi/rpi-workflow.md90 └── IMPLEMENT.md # Step 4: Implementation recordCODE
LOW…opment-workflows/rpi/.claude/commands/rpi/implement.md136## Step 1: Code Discovery (Per Phase)COMMENT
LOW…opment-workflows/rpi/.claude/commands/rpi/implement.md188## Step 2: Implementation (Per Phase)COMMENT
LOW…opment-workflows/rpi/.claude/commands/rpi/implement.md234## Step 3: Self-ValidationCOMMENT
LOW…opment-workflows/rpi/.claude/commands/rpi/implement.md268## Step 4: Code ReviewCOMMENT
LOW…opment-workflows/rpi/.claude/commands/rpi/implement.md306## Step 5: User Validation GateCOMMENT
LOW…opment-workflows/rpi/.claude/commands/rpi/implement.md360## Step 6: Documentation UpdateCOMMENT
LOWagent-teams/.claude/commands/time-orchestrator.md12### Step 1: Fetch Current Dubai TimeCOMMENT
LOWagent-teams/.claude/commands/time-orchestrator.md29### Step 2: Create SVG Time CardCOMMENT
LOW⚡implementation/claude-commands-implementation.md36### Step 1: Ask User PreferenceCOMMENT
LOW⚡implementation/claude-commands-implementation.md40### Step 2: Fetch Weather DataCOMMENT
LOW⚡implementation/claude-commands-implementation.md45### Step 3: Create SVG Weather CardCOMMENT
LOW⚡…entation/vibe-coding-to-agentic-engineering/index.html514 <div class="code-block"><span class="comment"># Step 1: Enter plan mode</span>CODE
LOW⚡…entation/vibe-coding-to-agentic-engineering/index.html517<span class="comment"># Step 2: Describe what you want</span>CODE
LOW⚡…entation/vibe-coding-to-agentic-engineering/index.html520<span class="comment"># Step 3: Claude explores and writes a plan</span>CODE
LOW⚡…entation/vibe-coding-to-agentic-engineering/index.html523<span class="comment"># Step 4: Review the plan and approve it</span>CODE
Excessive Try-Catch Wrapping27 hits · 45 pts
SeverityFileLineSnippetContext
MEDIUM⚡.claude/hooks/scripts/hooks.py196 print(f"Error playing sound {file_path.name}: {e}", file=sys.stderr)CODE
MEDIUM⚡.claude/hooks/scripts/hooks.py200 print(f"Error playing sound {file_path.name}: {e}", file=sys.stderr)CODE
MEDIUM⚡.claude/hooks/scripts/hooks.py241 print(f"Error reading local config: {e}", file=sys.stderr)CODE
MEDIUM⚡.claude/hooks/scripts/hooks.py250 print(f"Error reading default config: {e}", file=sys.stderr)CODE
MEDIUM⚡.claude/hooks/scripts/hooks.py290 print(f"Error reading local config: {e}", file=sys.stderr)CODE
MEDIUM⚡.claude/hooks/scripts/hooks.py299 print(f"Error reading default config: {e}", file=sys.stderr)CODE
MEDIUM⚡.claude/hooks/scripts/hooks.py473 print(f"Error parsing JSON input: {e}", file=sys.stderr)CODE
MEDIUM.claude/hooks/scripts/hooks.py263 print(f"Error in is_hook_disabled: {e}", file=sys.stderr)CODE
MEDIUM.claude/hooks/scripts/hooks.py312 print(f"Error in is_logging_disabled: {e}", file=sys.stderr)CODE
LOW⚡.claude/hooks/scripts/hooks.py198 except Exception as e:CODE
LOW⚡.claude/hooks/scripts/hooks.py240 except Exception as e:CODE
LOW⚡.claude/hooks/scripts/hooks.py249 except Exception as e:CODE
LOW⚡.claude/hooks/scripts/hooks.py289 except Exception as e:CODE
LOW⚡.claude/hooks/scripts/hooks.py298 except Exception as e:CODE
LOW⚡.claude/hooks/scripts/hooks.py476 except Exception as e:CODE
LOW.claude/hooks/scripts/hooks.py261 except Exception as e:CODE
LOW.claude/hooks/scripts/hooks.py310 except Exception as e:CODE
LOW.claude/hooks/scripts/hooks.py351 except Exception as e:CODE
MEDIUM⚡.codex/hooks/scripts/hooks.py152 print(f"Error playing sound {file_path.name}: {e}", file=sys.stderr)CODE
LOW⚡.codex/hooks/scripts/hooks.py154 except Exception as e:CODE
MEDIUM⚡.codex/hooks/scripts/hooks.py155 print(f"Error playing sound {file_path.name}: {e}", file=sys.stderr)CODE
LOW⚡.codex/hooks/scripts/hooks.py182 except Exception:CODE
LOW⚡.codex/hooks/scripts/hooks.py190 except Exception:CODE
LOW⚡.codex/hooks/scripts/hooks.py194 except Exception:CODE
LOW.codex/hooks/scripts/hooks.py271 except Exception as e:CODE
LOW.codex/hooks/scripts/hooks.py312 except Exception:CODE
LOW.codex/hooks/scripts/hooks.py362 except Exception as e:CODE
Synthetic Comment Markers6 hits · 35 pts
SeverityFileLineSnippetContext
HIGHvideos/claude-boris-pragmatic-engineer-04-mar-26.md53[`8:31`](https://youtu.be/julbw1JuAz0?t=511) Yeah. I mean, look, there there's different kinds of engineers and there's CODE
HIGHvideos/claude-boris-lennys-podcast-19-feb-26.md45[`5:37`](https://youtu.be/We7BZVKbCVw?t=337) Okay. So let me follow the thread of just coming back to anthropic and the CODE
HIGHvideos/claude-boris-lennys-podcast-19-feb-26.md45[`5:37`](https://youtu.be/We7BZVKbCVw?t=337) Okay. So let me follow the thread of just coming back to anthropic and the CODE
HIGHvideos/claude-boris-lennys-podcast-19-feb-26.md69[`17:34`](https://youtu.be/We7BZVKbCVw?t=1054) What's kind of the next frontier? So at this point 100% of your code is bCODE
HIGHreports/claude-agent-sdk-vs-cli-system-prompts.md340*This report was generated by Claude Code using the Opus 4.5 model on February 3, 2026.*COMMENT
HIGHreports/claude-in-chrome-v-chrome-devtools-mcp.md345*This report was generated by Claude Code using the Opus 4.5 model on December 19, 2025.*COMMENT
AI Slop Vocabulary14 hits · 34 pts
SeverityFileLineSnippetContext
MEDIUM⚡presentation/claude-code-best-practice/index.html298 <span style="position: absolute; top: 52%; left: 64%; transform: rotate(3deg); background: #1565c0; color: #CODE
MEDIUM⚡presentation/claude-code-best-practice/index.html359 <p style="font-size: 0.82rem; margin: 0; color: #444; line-height: 1.4;"><span style="color: #1565c0; foCODE
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MEDIUM⚡presentation/claude-code-best-practice/index.html955 <h1>&#x26A1; Tool Calling &mdash; how the harness reaches the world</h1>CODE
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MEDIUMpresentation/claude-code-best-practice/index.html1060 <h1>&#x1F389; Yayyyyy! Problem solved with harness</h1>CODE
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MEDIUM⚡…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html375 <span style="position: absolute; top: 52%; left: 64%; transform: rotate(3deg); background: #1565c0; color: #CODE
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MEDIUM…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html866 <h1>&#x1F389; Yayyyyy! Problem solved with harness</h1>CODE
MEDIUM…26-04-25-gdg-kolachi-cli-claude-code-gemini/index.html1925 <p style="font-style: italic; color: #666; margin: 8px 0 20px 0;">Most fields control how and when the skill loaCODE
Verbosity Indicators10 hits · 20 pts
SeverityFileLineSnippetContext
LOW⚡.claude/hooks/scripts/hooks.py440 # Step 1: Parse command line argumentsCOMMENT
LOW⚡.claude/hooks/scripts/hooks.py443 # Step 2: Read the event data from ClaudeCOMMENT
LOW⚡.claude/hooks/scripts/hooks.py455 # Step 3: Check if this hook is disabled (skip for agent hooks)COMMENT
LOW⚡.claude/hooks/scripts/hooks.py461 # Step 4: Determine which sound to play (may be special, default, or agent-specific)COMMENT
LOW⚡.claude/hooks/scripts/hooks.py464 # Step 5: Play the sound (if we found one)COMMENT
LOW⚡.claude/hooks/scripts/hooks.py468 # Step 6: Exit successfullyCOMMENT
LOW⚡…entation/vibe-coding-to-agentic-engineering/index.html514 <div class="code-block"><span class="comment"># Step 1: Enter plan mode</span>CODE
LOW⚡…entation/vibe-coding-to-agentic-engineering/index.html517<span class="comment"># Step 2: Describe what you want</span>CODE
LOW⚡…entation/vibe-coding-to-agentic-engineering/index.html520<span class="comment"># Step 3: Claude explores and writes a plan</span>CODE
LOW⚡…entation/vibe-coding-to-agentic-engineering/index.html523<span class="comment"># Step 4: Review the plan and approve it</span>CODE
Empty Error Handlers3 hits · 15 pts
SeverityFileLineSnippetContext
HIGH.codex/hooks/scripts/hooks.py312except Exception:CODE
HIGH.codex/hooks/scripts/hooks.py182except Exception:CODE
HIGH.codex/hooks/scripts/hooks.py190except Exception:CODE
Deep Nesting8 hits · 6 pts
SeverityFileLineSnippetContext
LOW.claude/hooks/scripts/hooks.py82CODE
LOW.claude/hooks/scripts/hooks.py127CODE
LOW.claude/hooks/scripts/hooks.py206CODE
LOW.claude/hooks/scripts/hooks.py266CODE
LOW.codex/hooks/scripts/hooks.py60CODE
LOW.codex/hooks/scripts/hooks.py101CODE
LOW.codex/hooks/scripts/hooks.py161CODE
LOW.codex/hooks/scripts/hooks.py286CODE
Redundant / Tautological Comments5 hits · 4 pts
SeverityFileLineSnippetContext
LOW.claude/hooks/scripts/hooks.py106 # Check if the player existsCOMMENT
LOW.claude/hooks/scripts/hooks.py159 # Check if we're on Windows and need special handlingCOMMENT
LOW.claude/hooks/scripts/hooks.py324 # Check if logging is disabledCOMMENT
LOW.claude/hooks/scripts/hooks.py394 # Check if this is a PreToolUse event with Bash toolCOMMENT
LOW.codex/hooks/scripts/hooks.py343 # Check if the hook is disabledCOMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOW.claude/skills/agent-browser/SKILL.md23agent-browser fill @e1 "user@example.com"CODE
LOW.claude/skills/agent-browser/SKILL.md75agent-browser fill @e1 "Jane Doe"CODE
Hyper-Verbose Identifiers1 hit · 0 pts
SeverityFileLineSnippetContext
LOW.claude/hooks/scripts/hooks.py356def detect_bash_command_sound(command):CODE