2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

44.5K

Stars

Language

133.1K

Lines of Code

899

Files

177

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 7.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 129 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 39 finding(s).

PR Review Velocity Impact 12.4/100 · LOW

Which changes need focused human review? 177 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 65LOW 103

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 177 distinct pattern matches across 18 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.

AI Slop Vocabulary51 hits · 89 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	49	"pattern_extract": "# IDENTITY and PURPOSE\nYou are a system administrator and service reliability engineer at a l	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	57	"pattern_extract": "# IDENTITY and PURPOSE\nYou are a military historian and strategic analyst specializing in dis	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	57	"pattern_extract": "# IDENTITY and PURPOSE\nYou are a military historian and strategic analyst specializing in dis	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	245	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an expert at data and concept visualization and in turning c	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	249	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an expert at data and concept visualization and in turning c	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	257	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are a network security consultant that has been tasked with anal	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	545	"pattern_extract": "# Identity and Purpose\nAs a creative and divergent thinker, your ability to explore connectio	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	549	"pattern_extract": "\n# Identity and Purpose\nAs a creative and divergent thinker, your ability to explore connect	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	549	"pattern_extract": "\n# Identity and Purpose\nAs a creative and divergent thinker, your ability to explore connect	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	553	"pattern_extract": "# Identity and Purpose\nAs a creative and divergent thinker, your ability to explore connectio	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	557	"pattern_extract": "# Identity and Purpose\nAs a creative and divergent thinker, your ability to explore connectio	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	681	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an AI assistant specialized in analyzing meeting transcripts	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	689	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an advanced AI newsletter content extraction service that ex	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	697	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an expert prompt summarizer. You take AI chat prompts in and	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	881	"pattern_extract": "# Code Review Task ## ROLE AND GOAL You are a Principal Software Engineer, renowned for your m	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	881	"pattern_extract": "# Code Review Task ## ROLE AND GOAL You are a Principal Software Engineer, renowned for your m	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	881	"pattern_extract": "# Code Review Task ## ROLE AND GOAL You are a Principal Software Engineer, renowned for your m	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	881	"pattern_extract": "# Code Review Task ## ROLE AND GOAL You are a Principal Software Engineer, renowned for your m	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	881	"pattern_extract": "# Code Review Task ## ROLE AND GOAL You are a Principal Software Engineer, renowned for your m	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	893	"pattern_extract": "# IDENTITY AND PURPOSE You are a senior developer and expert prompt engineer. Think ultra hard	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	901	"pattern_extract": "# IDENTITY and PURPOSE You are an AI assistant whose primary responsibility is to interpret an	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	901	"pattern_extract": "# IDENTITY and PURPOSE You are an AI assistant whose primary responsibility is to interpret an	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	905	"pattern_extract": "### Prompt You will be provided with information about two individuals (real or fictional)	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	905	"pattern_extract": "### Prompt You will be provided with information about two individuals (real or fictional)	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	917	"pattern_extract": "## The Sherlock-Freud Mind Modeler # IDENTITY and PURPOSE You are **The Sherlock-Freud Mind	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	917	"pattern_extract": "## The Sherlock-Freud Mind Modeler # IDENTITY and PURPOSE You are **The Sherlock-Freud Mind	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	921	"pattern_extract": "# IDENTITY and PURPOSE You are an expert psychological analyst AI. Your task is to assess and	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	925	"pattern_extract": "# IDENTITY You are an experienced yoga instructor and mindful living coach. Your role is t	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	949	"pattern_extract": "# IDENTITY and PURPOSE You are an expert design systems architect. You create comprehensive, p	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	949	"pattern_extract": "# IDENTITY and PURPOSE You are an expert design systems architect. You create comprehensive, p	CODE
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	957	"pattern_extract": "# IDENTITY and PURPOSE You are an expert at transforming natural language issue descriptions i	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	17	"pattern_extract": "# IDENTITY and PURPOSE\nYou are an AI assistant whose primary responsibility is to create a pa	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	85	"pattern_extract": "# IDENTITY and PURPOSE\nYou are an AI assistant whose primary responsibility is to analyze a f	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	97	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an expert at assessing prose and making recommendations base	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	129	"pattern_extract": "# IDENTITY\n\nYou are a versatile AI designed to help candidates excel in technical interviews	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	137	"pattern_extract": "# Uncle Duke\n## IDENTITY\nYou go by the name Duke, or Uncle Duke. You are an advanced AI syst	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	189	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an elite programmer. You take project ideas in and output se	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	205	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an AI assistant tasked with creating \"Do It Yourself\" tuto	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	269	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an AI assistant whose primary responsibility is to interpret	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	289	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an AI assistant specialized in task decomposition and recurs	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	353	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an expert at data and concept visualization and in turning c	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	601	"pattern_extract": "# Identity\nYou are a skilled business researcher preparing briefing notes that will inform st	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	617	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an ultra-wise and brilliant classifier and judge of content.	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	645	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an expert solution architect.\n\nYou fully digest input and	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	821	"pattern_extract": "# IDENTITY and PURPOSE You are an elite programmer. You take project ideas in and output secur	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	849	"pattern_extract": "# IDENTITY and PURPOSE You are an AI assistant specialized in creating concise, informative su	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	865	"pattern_extract": "# IDENTITY AND PURPOSE You are a professional meeting secretary specializing in corporate gove	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	937	"pattern_extract": "# IDENTITY and PURPOSE You are Greybeard, a principal-level systems engineer and security	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	973	"pattern_extract": "# SYSTEM Help the user understand the terms and conditions. # IDENTITY You are an expert Legal	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	973	"pattern_extract": "# SYSTEM Help the user understand the terms and conditions. # IDENTITY You are an expert Legal	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	993	"pattern_extract": "# IDENTITY and PURPOSE You are an AGI safety evaluator implementing the Ultimate Law framework	CODE

Structural Annotation Overuse18 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW⚡	web/legacy/Install-Guide.md	9	## Step 1: clone the repo	COMMENT
LOW⚡	web/legacy/Install-Guide.md	13	## Step 2 : Install Fabric	COMMENT
LOW⚡	web/legacy/Install-Guide.md	17	## Step 3: Install GUI	COMMENT
LOW⚡	web/legacy/Install-Guide.md	26	## Step 4: Install PDF-to-Markdown	COMMENT
LOW	web/legacy/Install-Guide.md	40	## Step 5: Update Shell Configuration if not already done from your fabric installation	COMMENT
LOW	docs/Microsoft-365-Copilot-Setup.md	71	### Step 1: Create the App Registration	COMMENT
LOW	docs/Microsoft-365-Copilot-Setup.md	82	### Step 2: Note Your Application IDs	COMMENT
LOW	docs/Microsoft-365-Copilot-Setup.md	89	### Step 3: Configure API Permissions	COMMENT
LOW	docs/Microsoft-365-Copilot-Setup.md	107	### Step 4: Configure Authentication (Optional - For Confidential Clients)	COMMENT
LOW	docs/Automated-Changelog-Usage.md	11	### Step 1: Create Your Feature Branch and PR	COMMENT
LOW	docs/Automated-Changelog-Usage.md	15	### Step 2: Generate Changelog Entry	COMMENT
LOW	docs/Automated-Changelog-Usage.md	31	### Step 3: Validation	COMMENT
LOW	docs/Automated-Changelog-Usage.md	41	### Step 4: Review Generated Entry	COMMENT
LOW	docs/Automated-Changelog-Usage.md	55	### Step 5: Include in PR	COMMENT
LOW	docs/rest-api.md	378	#### Step 1: Extract the transcript	COMMENT
LOW	docs/rest-api.md	400	#### Step 2: Summarize the transcript	COMMENT
LOW	docs/rest-api.md	440	# Step 1: Get transcript	COMMENT
LOW	docs/rest-api.md	446	# Step 2: Summarize with pattern	COMMENT

Synthetic Comment Markers4 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	CHANGELOG.md	4418	### PR [#1330](https://github.com/danielmiessler/Fabric/pull/1330) by [jmd1010](https://github.com/jmd1010): Fixed ALL C	COMMENT
HIGH	CHANGELOG.md	4418	### PR [#1330](https://github.com/danielmiessler/Fabric/pull/1330) by [jmd1010](https://github.com/jmd1010): Fixed ALL C	COMMENT
HIGH⚡	scripts/pattern_descriptions/pattern_extracts.json	541	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are a real person whose job is to make text sound natural, conve	CODE
HIGH	scripts/pattern_descriptions/pattern_extracts.json	1061	"pattern_extract": "# IDENTITY You are a productivity strategist specializing in the Eisenhower Matrix framework.	CODE

Over-Commented Block21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	cmd/generate_changelog/util/token.go	1	package util	COMMENT
LOW	web/rollup.config.js	1	//import svelte from 'rollup-plugin-svelte';	COMMENT
LOW	web/rollup.config.js	21	// ]	COMMENT
LOW	internal/tools/youtube/youtube.go	161	// It returns the transcript text or an error if the transcript cannot be retrieved.	COMMENT
LOW	internal/util/httpclient.go	41	// address, thus the client of a server does not get the IP address of a	COMMENT
LOW	internal/plugins/template/template.go	61	}	COMMENT
LOW	internal/plugins/ai/copilot/copilot.go	1	// Package copilot provides integration with Microsoft 365 Copilot Chat API.	COMMENT
LOW	internal/plugins/ai/bedrock/bedrock.go	1	// Package bedrock provides a plugin to use Amazon Bedrock models.	COMMENT
LOW	…ernal/plugins/ai/openai_compatible/providers_config.go	21		COMMENT
LOW	internal/plugins/db/fsdb/storage.go	221	"COM1": true, "COM2": true, "COM3": true, "COM4": true, "COM5": true,	COMMENT
LOW	internal/server/patterns.go	81	Input string `json:"input"`	COMMENT
LOW	internal/server/loopback_guard.go	41	// - The Host header must be "localhost", a loopback IP address or the host	COMMENT
LOW	internal/server/loopback_guard.go	101	// webUIOrigins are the origins of the web UI (web/): the dev server on port	COMMENT
LOW	internal/server/chat.go	61	// HandleChat godoc	COMMENT
LOW	docs/Automated-ChangeLog.md	261		COMMENT
LOW	docs/notification-config.yaml	1	# Example Fabric configuration with notification support	COMMENT
LOW	docs/examples/study-kit.yaml	1	# Turn a lecture or talk into flash cards.	COMMENT
LOW	docs/examples/fact-checked-brief.yaml	1	# Examine the claims in an article, then write a short summary.	COMMENT
LOW	scripts/audit-patterns.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/python_ui/.streamlit/config.toml	1	# Fabric Pattern Studio server defaults.	COMMENT
LOW	data/patterns/analyze_risk/system.md	81	# INPUT	COMMENT

Decorative Section Separators7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/audit-patterns.sh	61	# ── 1. Thin patterns ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/audit-patterns.sh	74	# ── 2. Bloated patterns ───────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/audit-patterns.sh	88	# ── 3. Stale model/vendor references ─────────────────────────────────────────	COMMENT
MEDIUM	scripts/audit-patterns.sh	102	# ── 4. Missing INPUT marker ───────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/audit-patterns.sh	114	# ── 5. i18n locale key gaps ───────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/audit-patterns.sh	144	# ── 6. Shell completion gaps ──────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/audit-patterns.sh	180	# ── Summary ───────────────────────────────────────────────────────────────────	COMMENT

Excessive Try-Catch Wrapping25 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	scripts/python_ui/streamlit.py	158	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	266	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	340	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	371	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	448	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	470	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	491	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	617	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	712	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	840	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	900	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	907	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	939	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1072	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1116	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1137	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1200	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1222	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1276	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1315	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1349	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1373	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1987	except Exception as e:	CODE
LOW	scripts/python_ui/streamlit.py	1997	except Exception as e:	CODE
MEDIUM	scripts/pattern_descriptions/extract_patterns.py	91	print(f"Error processing {dirname}: {str(e)}")	CODE

Redundant / Tautological Comments8 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	completions/setup-completions.sh	251	# Check if user's shell is zsh and try to get fpath from it	COMMENT
LOW	completions/fabric.bash	27	# Set COMPREPLY to the names from a dynamic list that start with $cur.	COMMENT
LOW	scripts/python_ui/streamlit.py	387	# Check if pattern already exists	COMMENT
LOW	scripts/python_ui/streamlit.py	702	# Check if this output is already starred (by timestamp)	COMMENT
LOW	scripts/python_ui/streamlit.py	1718	# Display outputs after execution	COMMENT
LOW	scripts/python_ui/streamlit.py	1855	# Check if this output is already starred	COMMENT
LOW	scripts/python_ui/streamlit.py	1969	st.markdown(starred["output"]) # Display output as markdown	CODE
LOW	scripts/installer/install.sh	66	# Check if command exists	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs/Azure-OpenAI-Troubleshooting.md	69	AZURE_API_KEY=your-api-key	CODE
HIGH	docs/rest-api.md	58	X-API-Key: your-api-key-here	CODE

AI Response Leakage2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/pattern_descriptions/pattern_extracts.json	725	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an expert on writing concise, clear, and illuminating essays	CODE
HIGH	scripts/pattern_descriptions/pattern_extracts.json	737	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an expert on writing concise, clear, and illuminating essays	CODE

Deep Nesting14 hits · 8 pts

Severity	File	Line	Context
LOW	scripts/python_ui/streamlit.py	113	CODE
LOW	scripts/python_ui/streamlit.py	376	CODE
LOW	scripts/python_ui/streamlit.py	495	CODE
LOW	scripts/python_ui/streamlit.py	574	CODE
LOW	scripts/python_ui/streamlit.py	623	CODE
LOW	scripts/python_ui/streamlit.py	800	CODE
LOW	scripts/python_ui/streamlit.py	916	CODE
LOW	scripts/python_ui/streamlit.py	943	CODE
LOW	scripts/python_ui/streamlit.py	1142	CODE
LOW	scripts/python_ui/streamlit.py	1253	CODE
LOW	scripts/python_ui/streamlit.py	1319	CODE
LOW	scripts/python_ui/streamlit.py	1403	CODE
LOW	scripts/readme_updates/update_readme_features.py	160	CODE
LOW	scripts/pattern_descriptions/extract_patterns.py	35	CODE

Modern AI Meta-Vocabulary5 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	1770	### PR [#1943](https://github.com/danielmiessler/Fabric/pull/1943) by [ksylvan](https://github.com/ksylvan): fix: Ollama	COMMENT
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	893	"pattern_extract": "# IDENTITY AND PURPOSE You are a senior developer and expert prompt engineer. Think ultra hard	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	293	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are a extremely experienced 'jack-of-all-trades' cyber security	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	573	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are a extremely experienced 'jack-of-all-trades' cyber security	CODE
MEDIUM	scripts/pattern_descriptions/pattern_extracts.json	937	"pattern_extract": "# IDENTITY and PURPOSE You are Greybeard, a principal-level systems engineer and security	CODE

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	…e_changelog/internal/changelog/merge_detection_test.go	21	Author: "John Doe",	CODE
LOW	…e_changelog/internal/changelog/merge_detection_test.go	65	Author: "Jane Doe",	CODE
LOW	cmd/generate_changelog/internal/github/email_test.go	19	Author: "John Doe",	CODE
LOW	cmd/generate_changelog/internal/github/email_test.go	31	Author: "John Doe",	CODE
LOW	web/src/lib/content/posts/using-svelte-in-markdown.md	69	author: "John Doe"	CODE
LOW	web/src/lib/components/ui/select/select-value.svelte	9	export let placeholder: $$Props["placeholder"] = undefined;	CODE
LOW	internal/plugins/template/README.md	50	"user_name": "John Doe"	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/readme_updates/update_readme_features.py	95	except ValueError:	CODE

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	web/src/lib/config/features.ts	11	export function toggleObsidianIntegration(enabled: boolean) {	CODE
LOW	web/src/lib/components/chat/ChatInput.svelte	191	async function replaceYouTubeURLsWithTranscripts(input: string): Promise<string> {	CODE
LOW	scripts/python_ui/streamlit.py	200	def update_provider_selection(new_provider: str) -> None:	CODE
LOW	scripts/python_ui/streamlit.py	272	def load_models_and_providers() -> None:	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	scripts/pattern_descriptions/pattern_extracts.json	533	"pattern_extract": "# IDENTITY and PURPOSE\n\nYou are an expert on all the different types of fallacies that are o	CODE

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/python_ui/streamlit.py	31	logger = logging.getLogger(__name__)	CODE
LOW	scripts/python_ui/streamlit.py	200	def update_provider_selection(new_provider: str) -> None:	CODE

Unused Imports4 hits · 2 pts

Severity	File	Line	Context
LOW	scripts/python_ui/streamlit.py	7	CODE
LOW	scripts/python_ui/streamlit.py	15	CODE
LOW	scripts/python_ui/streamlit.py	16	CODE
LOW	scripts/python_ui/streamlit.py	17	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/audit-patterns.sh	4	# Usage:	COMMENT

danielmiessler/Fabric

Open-Source Code Quality, Security and Technical Debt Review