1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

21.7K

Stars

Shell

Language

107.5K

Lines of Code

402

Files

Pattern Hits

2026-10-31

Scan Date

0.00

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 4.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 77 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 3.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 56 finding(s).

PR Review Velocity Impact 5.2/100 · LOW

Which changes need focused human review? 91 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 0MEDIUM 12LOW 79

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 91 distinct pattern matches across 12 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.

Hyper-Verbose Identifiers47 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	design/design-inclusive-visuals-specialist.md	82	export function generateInclusiveVideoPrompt(subject: string, action: string, context: string) {	CODE
LOW	specialized/recruitment-specialist.md	285	def calculate_recruitment_cycle(self, department=None):	CODE
LOW	…alized/specialized-cultural-intelligence-strategist.md	44	export function auditWorkflowForExclusion(uiComponent: UIComponent) {	CODE
LOW	specialized/specialized-model-qa.md	373	def variable_stability_report(	CODE
LOW	specialized/report-distribution-agent.md	183	def _build_distribution_summary(self, results) -> dict:	CODE
LOW	specialized/report-distribution-agent.md	210	async def _convert_to_download_link(self, html: str) -> str:	CODE
LOW	testing/testing-workflow-optimizer.md	139	def identify_optimization_opportunities(self, process_steps: List[ProcessStep]) -> List[Dict]:	CODE
LOW	testing/testing-workflow-optimizer.md	187	def design_optimized_workflow(self, current_steps: List[ProcessStep],	CODE
LOW	testing/testing-workflow-optimizer.md	243	def calculate_improvement_impact(self, current_metrics: WorkflowMetrics,	CODE
LOW	testing/testing-workflow-optimizer.md	276	def create_implementation_plan(self, opportunities: List[Dict]) -> Dict:	CODE
LOW	testing/testing-workflow-optimizer.md	304	def generate_automation_strategy(self, process_steps: List[ProcessStep]) -> Dict:	CODE
LOW	testing/testing-test-results-analyzer.md	142	def predict_defect_prone_areas(self):	CODE
LOW	testing/testing-test-results-analyzer.md	183	def generate_quality_insights(self):	CODE
LOW	testing/testing-embedded-qa-engineer.md	131	def test_power_cycle_recovery(dut):	CODE
LOW	testing/testing-tool-evaluator.md	98	def _define_evaluation_criteria(self) -> List[EvaluationCriteria]:	CODE
LOW	testing/testing-tool-evaluator.md	246	def calculate_total_cost_ownership(self, tool_config: Dict, years: int = 3) -> Dict:	CODE
LOW	testing/testing-tool-evaluator.md	276	def generate_comparison_report(self, tool_evaluations: List[ToolScoring]) -> Dict:	CODE
LOW	support/support-legal-compliance-checker.md	166	def generate_data_collection_section(self):	CODE
LOW	support/support-legal-compliance-checker.md	203	def generate_user_rights_section(self):	STRING
LOW	support/support-legal-compliance-checker.md	242	def validate_policy_compliance(self):	STRING
LOW	support/support-analytics-reporter.md	105	def customer_segmentation_analysis(df):	CODE
LOW	support/support-analytics-reporter.md	156	def generate_customer_insights(rfm_df):	CODE
LOW	support/support-support-responder.md	220	def generate_improvement_recommendations(self):	CODE
LOW	support/support-support-responder.md	259	def create_proactive_outreach_list(self):	CODE
LOW	support/support-support-responder.md	331	def generate_article_template(self, issue_type):	CODE
LOW	support/support-support-responder.md	414	def create_interactive_troubleshooter(self, issue_category):	CODE
LOW	support/support-finance-tracker.md	262	def investment_analysis_report(self, project_name, initial_investment, annual_cash_flows, project_life):	CODE
LOW	support/support-finance-tracker.md	285	def get_investment_recommendation(self, npv, irr, payback, risk_score):	CODE
LOW	support/support-recruitment-specialist.md	285	def calculate_recruitment_cycle(self, department=None):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	43	def test_psi_identical_and_outside_baseline(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	49	def test_psi_rejects_empty_nonfinite_and_invalid_bins(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	58	def test_hl_rejects_collapsed_groups(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	62	def test_hl_valid_and_misaligned_data(self):	CODE
LOW	scripts/tests/test_agent_examples.py	73	def test_rfm_sparse_and_tied_cohorts(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	94	def test_cash_flow_calendar_cumulative_and_negative_scenarios(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	103	def test_cash_flow_zero_horizon_schema(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	108	def test_irr_real_solver_and_zero_result(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	117	def test_recruitment_missing_denominators_sort_last(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	146	def test_empty_support_data_and_insufficient_evidence(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	153	def test_support_cross_year_and_missing_month(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	159	def test_outreach_timezone_and_unknown_status(self):	CODE
LOW⚡	scripts/tests/test_agent_examples.py	167	def test_all_jsonl_blocks_are_line_delimited_objects(self):	CODE
LOW	scripts/tests/test_agent_examples.py	185	def test_navigation_symbol_ids_match_definition_locations(self):	CODE
LOW	supply-chain/supply-chain-strategist.md	157	def inventory_strategy_report(self):	CODE
LOW	engineering/engineering-universal-document-compiler.md	258	export function executeReorderTransaction(	CODE
LOW	engineering/engineering-email-intelligence-engineer.md	219	def extract_structured_context(thread_graph):	CODE
LOW	…gineering/engineering-voice-ai-integration-engineer.md	492	def build_llm_handoff_payload(transcript: dict, task: str = "summarize") -> dict:	CODE

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/translate-to-lang.sh	21	# ─── worker 模式 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/translate-to-lang.sh	84	# ─── 主模式 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	engineering/engineering-data-engineer.md	81	# ── Bronze：原始摄取（只追加，读时 schema） ─────────────────────────	COMMENT
MEDIUM	engineering/engineering-data-engineer.md	90	# ── Silver：清洗、去重、统一 ────────────────────────────────────	COMMENT
MEDIUM	engineering/engineering-data-engineer.md	109	# ── Gold：业务聚合指标 ─────────────────────────────────────────	COMMENT

Modern AI Meta-Vocabulary6 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	specialized/ma-integration-manager.md	361	### 整合健康仪表盘 —— RAG 判定标准	COMMENT
MEDIUM	engineering/engineering-ai-engineer.md	55	### RAG 服务示例	COMMENT
MEDIUM	engineering/engineering-knowledge-graph-engineer.md	240	### 子图检索（RAG 上下文组装）	STRING
MEDIUM	engineering/engineering-rag-pipeline-engineer.md	8	# RAG 管线工程师	COMMENT
MEDIUM	engineering/engineering-rag-pipeline-engineer.md	45	### 智能体式 RAG	COMMENT
MEDIUM	engineering/engineering-rag-pipeline-engineer.md	292	### LangGraph 智能体式 RAG 节点	STRING

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	specialized/government-digital-presales-consultant.md	181	### 5.2 项目组织与人员配置	COMMENT
LOW	specialized/specialized-model-qa.md	461	\| 1 \| [描述] \| 高/中/低 \| [领域] \| [行动] \| [日期] \|	COMMENT
LOW	integrations/mcp-memory/setup.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/generate-regional-agent.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/translate-to-lang.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/install.sh	21	# openclaw -- 复制到 ~/.openclaw/agency-agents/	COMMENT
LOW	scripts/convert.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/convert.sh	21	# codex — OpenAI Codex CLI agent 文件 (.codex/agents/*.toml)	COMMENT
LOW	legal/legal-policy-writer.md	221	- 生效日期：	COMMENT
LOW	engineering/engineering-llm-post-training-engineer.md	61	### 2. 实验关卡记录	COMMENT
LOW	strategy/nexus-strategy.md	841	```bash	COMMENT

Structural Annotation Overuse4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	specialized/recruitment-specialist.md	435	### Step 1: Requirements Confirmation & Job Analysis	COMMENT
LOW⚡	specialized/recruitment-specialist.md	442	### Step 2: Channel Deployment & Resume Acquisition	COMMENT
LOW⚡	specialized/recruitment-specialist.md	448	### Step 3: Screening, Assessment & Interview Scheduling	COMMENT
LOW⚡	specialized/recruitment-specialist.md	454	### Step 4: Hiring & Onboarding Management	COMMENT

Verbosity Indicators3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/generate-regional-agent.sh	113	### Step 1: ...	COMMENT
LOW⚡	scripts/generate-regional-agent.sh	118	### Step 2: ...	COMMENT
LOW⚡	scripts/generate-regional-agent.sh	121	### Step 3: ...	COMMENT

Excessive Try-Catch Wrapping4 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	specialized/specialized-model-qa.md	257	except Exception:	CODE
LOW	specialized/specialized-model-qa.md	300	except Exception:	CODE
LOW	specialized/report-distribution-agent.md	158	except Exception as e:	CODE
MEDIUM	engineering/engineering-mobile-app-builder.md	125	print("Error loading products: \(error)")	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	integrations/mcp-memory/setup.sh	5	# Usage:	COMMENT
LOW	scripts/generate-regional-agent.sh	5	# Usage:	COMMENT
LOW	scripts/translate-to-lang.sh	5	# Usage:	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	security/security-senior-secops.md	747	const res = await loginAs("user@example.com", "password");	CODE
LOW	engineering/engineering-universal-document-compiler.md	100	semanticPredicate: string; // 例如 "/work/[company='Acme Corp']/role"	CODE
LOW	engineering/engineering-technical-writer.md	176	line1: "123 Main St"	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/tests/test_agent_examples.py	8		CODE
LOW	scripts/tests/test_agent_examples.py	9		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	integrations/mcp-memory/setup.sh	36	# Check if an MCP client config exists in common locations	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/tests/test_agent_examples.py	167		CODE

jnMetaCode/agency-agents-zh

Open-Source Code Quality, Security and Technical Debt Review